library(randomForest)
randomForest 4.7-1.1
Type rfNews() to see new features/changes/bug fixes.
library(class)
library(e1071)
library(naivebayes)
naivebayes 0.9.7 loaded
library(keras)


# Load the data from CSV files
mtrain <- read.csv("C:/Users/srika/OneDrive/Documents/xtrain.csv")
mtest <- read.csv("C:/Users/srika/OneDrive/Documents/xtest.csv")
y_train <- read.csv("C:/Users/srika/OneDrive/Documents/ytrain.csv")
y_test <- read.csv("C:/Users/srika/OneDrive/Documents/ytest.csv")
# Extract features and labels
x_train <- as.matrix(mtrain)
x_test <- as.matrix(mtest)
y_train <- y_train$x
y_test <- y_test$x

# Preprocess labels: Classify K, A, C, H as 1 (GD) and HC as 0
y_train_processed <- ifelse(y_train %in% c("K", "A", "C", "H"), 1, 0)
y_test_processed <- ifelse(y_test %in% c("K", "A", "C", "H"), 1, 0)

# Convert string labels to numerical labels
y_train_encoded <- as.numeric(factor(y_train_processed))
y_test_encoded <- as.numeric(factor(y_test_processed))

num_classes <- length(unique(y_train_encoded))
y_train_onehot <- to_categorical(y_train_encoded - 1, num_classes = num_classes)
Error: Valid installation of TensorFlow not found.

Python environments searched for 'tensorflow' package:
 C:\Users\srika\anaconda3\envs\king\python.exe

Python exception encountered:
 Traceback (most recent call last):
  File "C:\Users\srika\ANACON~1\envs\king\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 62, in <module>
    from tensorflow.python._pywrap_tensorflow_internal import *
  File "C:\Users\srika\AppData\Local\R\win-library\4.3\reticulate\python\rpytools\loader.py", line 119, in _find_and_load_hook
    return _run_hook(name, _hook)
  File "C:\Users\srika\AppData\Local\R\win-library\4.3\reticulate\python\rpytools\loader.py", line 93, in _run_hook
    module = hook()
  File "C:\Users\srika\AppData\Local\R\win-library\4.3\reticulate\python\rpytools\loader.py", line 117, in _hook
    return _find_and_load(name, import_)
ImportError: DLL load failed while importing _pywrap_tensorflow_internal: The specified module could not be found.

During handling of the abo
library(keras)
library(caret)

# Define number of classes
num_classes <- 2  # Assuming binary classification
num_folds = 4
# Define function to create CNN model
create_cnn_model <- function(input_shape, num_classes) {
  model <- keras_model_sequential() %>%
    layer_conv_1d(filters = 32, kernel_size = 3, activation = "relu", input_shape = dim(x_train_cnn)[2:3]) %>%
    layer_max_pooling_1d(pool_size = 1) %>%
    layer_conv_1d(filters = 64, kernel_size = 3, activation = "relu") %>%
    layer_max_pooling_1d(pool_size = 1) %>%
    layer_conv_1d(filters = 128, kernel_size = 3, activation = "relu") %>%
    layer_max_pooling_1d(pool_size = 1) %>%
    layer_conv_1d(filters = 256, kernel_size = 3, activation = "relu") %>%
    layer_max_pooling_1d(pool_size = 1) %>%
    layer_conv_1d(filters = 512, kernel_size = 3, activation = "relu") %>%
    layer_max_pooling_1d(pool_size = 1) %>%
    layer_conv_1d(filters = 1024, kernel_size = 3, activation = "relu") %>%
    layer_max_pooling_1d(pool_size = 1) %>%
    layer_flatten() %>%
    layer_dense(units = 512, activation = "relu") %>%
    layer_dense(units = 256, activation = "relu") %>%
    layer_dense(units = 128, activation = "relu") %>%
    layer_dense(units = 64, activation = "relu") %>%
    layer_dense(units = 32, activation = "relu") %>%
    layer_dense(units = num_classes, activation = "softmax")
  
  model %>% compile(
    optimizer = optimizer_adam(),
    loss = "binary_crossentropy",
    metrics = c("accuracy")
  )
  
  return(model)
}

# Create data partitions for k-fold cross-validation
folds <- createFolds(y_train_encoded, k = num_folds)

# Initialize vector to store fold accuracies
fold_accuracies <- numeric(num_folds)

# Perform k-fold cross-validation
for (fold in 1:num_folds) {
  cat("Processing fold", fold, "\n")
  
  # Extract training and validation data for current fold
  train_indices <- unlist(folds[-fold])
  validation_indices <- unlist(folds[fold])
  x_train_fold <- x_train_cnn[train_indices,,]
  y_train_fold <- y_train_onehot[train_indices,]
  x_val_fold <- x_train_cnn[validation_indices,,]
  y_val_fold <- y_train_onehot[validation_indices,]
  
  # Create and compile CNN model
  cnn_model <- create_cnn_model(input_shape = c(dim(x_train_fold)[2], dim(x_train_fold)[3]), num_classes = num_classes)
  
  # Early stopping
  callback <- callback_early_stopping(monitor = "val_loss", patience = 10)
  
  # Train CNN model
  history <- cnn_model %>% fit(
    x_train_fold, y_train_fold, 
    epochs = 50, batch_size = 16, 
    validation_data = list(x_val_fold, y_val_fold), 
    callbacks = list(callback)
  )
  
  # Evaluate CNN model on current fold
  fold_predictions <- cnn_model %>% predict(x_val_fold)
  fold_accuracy <- sum(apply(fold_predictions, 1, which.max) == which.max(y_val_fold), na.rm = TRUE) / length(y_val_fold)
  cat("Fold", fold, "Accuracy:", fold_accuracy, "\n")
  fold_accuracies[fold] <- fold_accuracy
}
Processing fold 1 
2024-04-27 21:02:46.042070: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX AVX2
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2024-04-27 21:02:46.162966: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1616] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 13717 MB memory:  -> device: 0, name: NVIDIA GeForce RTX 3080 Laptop GPU, pci bus id: 0000:01:00.0, compute capability: 8.6
Epoch 1/50
2024-04-27 21:02:47.878251: I tensorflow/stream_executor/cuda/cuda_dnn.cc:384] Loaded cuDNN version 8500
2024-04-27 21:02:48.377085: I tensorflow/stream_executor/cuda/cuda_blas.cc:1614] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.

  1/296 [..............................] - ETA: 10:50 - loss: 0.6943 - accuracy: 0.3125
  2/296 [..............................] - ETA: 14s - loss: 0.7017 - accuracy: 0.3125  
  3/296 [..............................] - ETA: 15s - loss: 0.6972 - accuracy: 0.4167
  4/296 [..............................] - ETA: 15s - loss: 0.6910 - accuracy: 0.5156
  5/296 [..............................] - ETA: 15s - loss: 0.6791 - accuracy: 0.5625
  6/296 [..............................] - ETA: 15s - loss: 0.6550 - accuracy: 0.6042
WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0129s vs `on_train_batch_end` time: 0.0321s). Check your callbacks.

  7/296 [..............................] - ETA: 14s - loss: 0.6382 - accuracy: 0.6339
  8/296 [..............................] - ETA: 14s - loss: 0.6206 - accuracy: 0.6562
  9/296 [..............................] - ETA: 14s - loss: 0.6072 - accuracy: 0.6736
 11/296 [>.............................] - ETA: 14s - loss: 0.6226 - accuracy: 0.6761
 12/296 [>.............................] - ETA: 14s - loss: 0.6162 - accuracy: 0.6927
 13/296 [>.............................] - ETA: 14s - loss: 0.6062 - accuracy: 0.7115
 14/296 [>.............................] - ETA: 14s - loss: 0.6031 - accuracy: 0.7143
 15/296 [>.............................] - ETA: 14s - loss: 0.5889 - accuracy: 0.7250
 16/296 [>.............................] - ETA: 14s - loss: 0.6002 - accuracy: 0.7227
 17/296 [>.............................] - ETA: 14s - loss: 0.6070 - accuracy: 0.7206
 18/296 [>.............................] - ETA: 14s - loss: 0.6287 - accuracy: 0.7014
 19/296 [>.............................] - ETA: 14s - loss: 0.6287 - accuracy: 0.7007
 20/296 [=>............................] - ETA: 14s - loss: 0.6302 - accuracy: 0.7000
 22/296 [=>............................] - ETA: 13s - loss: 0.6334 - accuracy: 0.7045
 23/296 [=>............................] - ETA: 13s - loss: 0.6355 - accuracy: 0.7011
 24/296 [=>............................] - ETA: 13s - loss: 0.6359 - accuracy: 0.7135
 25/296 [=>............................] - ETA: 13s - loss: 0.6371 - accuracy: 0.7150
 26/296 [=>............................] - ETA: 13s - loss: 0.6381 - accuracy: 0.7139
 27/296 [=>............................] - ETA: 13s - loss: 0.6388 - accuracy: 0.7130
 28/296 [=>............................] - ETA: 13s - loss: 0.6391 - accuracy: 0.7121
 29/296 [=>............................] - ETA: 13s - loss: 0.6380 - accuracy: 0.7134
 30/296 [==>...........................] - ETA: 13s - loss: 0.6334 - accuracy: 0.7188
 31/296 [==>...........................] - ETA: 13s - loss: 0.6292 - accuracy: 0.7218
 32/296 [==>...........................] - ETA: 13s - loss: 0.6396 - accuracy: 0.7148
 33/296 [==>...........................] - ETA: 13s - loss: 0.6449 - accuracy: 0.7102
 34/296 [==>...........................] - ETA: 13s - loss: 0.6426 - accuracy: 0.7114
 35/296 [==>...........................] - ETA: 13s - loss: 0.6446 - accuracy: 0.7071
 36/296 [==>...........................] - ETA: 13s - loss: 0.6427 - accuracy: 0.7101
 37/296 [==>...........................] - ETA: 13s - loss: 0.6412 - accuracy: 0.7128
 38/296 [==>...........................] - ETA: 13s - loss: 0.6399 - accuracy: 0.7155
 39/296 [==>...........................] - ETA: 13s - loss: 0.6398 - accuracy: 0.7147
 40/296 [===>..........................] - ETA: 13s - loss: 0.6403 - accuracy: 0.7125
 41/296 [===>..........................] - ETA: 13s - loss: 0.6400 - accuracy: 0.7119
 42/296 [===>..........................] - ETA: 13s - loss: 0.6387 - accuracy: 0.7128
 43/296 [===>..........................] - ETA: 13s - loss: 0.6372 - accuracy: 0.7137
 44/296 [===>..........................] - ETA: 13s - loss: 0.6331 - accuracy: 0.7173
 45/296 [===>..........................] - ETA: 12s - loss: 0.6285 - accuracy: 0.7208
 46/296 [===>..........................] - ETA: 12s - loss: 0.6293 - accuracy: 0.7201
 47/296 [===>..........................] - ETA: 12s - loss: 0.6326 - accuracy: 0.7181
 48/296 [===>..........................] - ETA: 12s - loss: 0.6295 - accuracy: 0.7201
 49/296 [===>..........................] - ETA: 12s - loss: 0.6302 - accuracy: 0.7194
 50/296 [====>.........................] - ETA: 12s - loss: 0.6304 - accuracy: 0.7188
 51/296 [====>.........................] - ETA: 12s - loss: 0.6291 - accuracy: 0.7194
 52/296 [====>.........................] - ETA: 12s - loss: 0.6289 - accuracy: 0.7188
 53/296 [====>.........................] - ETA: 12s - loss: 0.6319 - accuracy: 0.7134
 54/296 [====>.........................] - ETA: 12s - loss: 0.6314 - accuracy: 0.7141
 55/296 [====>.........................] - ETA: 12s - loss: 0.6308 - accuracy: 0.7159
 56/296 [====>.........................] - ETA: 12s - loss: 0.6314 - accuracy: 0.7143
 57/296 [====>.........................] - ETA: 12s - loss: 0.6313 - accuracy: 0.7149
 58/296 [====>.........................] - ETA: 12s - loss: 0.6322 - accuracy: 0.7123
 59/296 [====>.........................] - ETA: 12s - loss: 0.6311 - accuracy: 0.7150
 60/296 [=====>........................] - ETA: 12s - loss: 0.6307 - accuracy: 0.7156
 61/296 [=====>........................] - ETA: 12s - loss: 0.6312 - accuracy: 0.7141
 62/296 [=====>........................] - ETA: 12s - loss: 0.6292 - accuracy: 0.7167
 63/296 [=====>........................] - ETA: 12s - loss: 0.6283 - accuracy: 0.7173
 64/296 [=====>........................] - ETA: 12s - loss: 0.6245 - accuracy: 0.7207
 65/296 [=====>........................] - ETA: 11s - loss: 0.6236 - accuracy: 0.7212
 66/296 [=====>........................] - ETA: 11s - loss: 0.6185 - accuracy: 0.7244
 67/296 [=====>........................] - ETA: 11s - loss: 0.6187 - accuracy: 0.7248
 68/296 [=====>........................] - ETA: 11s - loss: 0.6213 - accuracy: 0.7243
 69/296 [=====>........................] - ETA: 11s - loss: 0.6252 - accuracy: 0.7228
 70/296 [======>.......................] - ETA: 11s - loss: 0.6247 - accuracy: 0.7232
 71/296 [======>.......................] - ETA: 11s - loss: 0.6227 - accuracy: 0.7245
 72/296 [======>.......................] - ETA: 11s - loss: 0.6219 - accuracy: 0.7248
 73/296 [======>.......................] - ETA: 11s - loss: 0.6199 - accuracy: 0.7269
 74/296 [======>.......................] - ETA: 11s - loss: 0.6187 - accuracy: 0.7280
 76/296 [======>.......................] - ETA: 11s - loss: 0.6149 - accuracy: 0.7327
 77/296 [======>.......................] - ETA: 11s - loss: 0.6126 - accuracy: 0.7354
 79/296 [=======>......................] - ETA: 11s - loss: 0.6097 - accuracy: 0.7373
 80/296 [=======>......................] - ETA: 11s - loss: 0.6091 - accuracy: 0.7375
 81/296 [=======>......................] - ETA: 11s - loss: 0.6065 - accuracy: 0.7392
 82/296 [=======>......................] - ETA: 11s - loss: 0.6050 - accuracy: 0.7401
 83/296 [=======>......................] - ETA: 10s - loss: 0.6050 - accuracy: 0.7402
 85/296 [=======>......................] - ETA: 10s - loss: 0.6114 - accuracy: 0.7368
 87/296 [=======>......................] - ETA: 10s - loss: 0.6095 - accuracy: 0.7378
 88/296 [=======>......................] - ETA: 10s - loss: 0.6092 - accuracy: 0.7379
 89/296 [========>.....................] - ETA: 10s - loss: 0.6090 - accuracy: 0.7381
 90/296 [========>.....................] - ETA: 10s - loss: 0.6084 - accuracy: 0.7389
 91/296 [========>.....................] - ETA: 10s - loss: 0.6073 - accuracy: 0.7404
 92/296 [========>.....................] - ETA: 10s - loss: 0.6074 - accuracy: 0.7398
 93/296 [========>.....................] - ETA: 10s - loss: 0.6064 - accuracy: 0.7406
 94/296 [========>.....................] - ETA: 10s - loss: 0.6066 - accuracy: 0.7400
 95/296 [========>.....................] - ETA: 10s - loss: 0.6068 - accuracy: 0.7395
 96/296 [========>.....................] - ETA: 10s - loss: 0.6055 - accuracy: 0.7402
 97/296 [========>.....................] - ETA: 10s - loss: 0.6034 - accuracy: 0.7416
 98/296 [========>.....................] - ETA: 10s - loss: 0.6049 - accuracy: 0.7404
 99/296 [=========>....................] - ETA: 10s - loss: 0.6054 - accuracy: 0.7399
100/296 [=========>....................] - ETA: 10s - loss: 0.6050 - accuracy: 0.7400
101/296 [=========>....................] - ETA: 10s - loss: 0.6045 - accuracy: 0.7401
102/296 [=========>....................] - ETA: 10s - loss: 0.6058 - accuracy: 0.7384
103/296 [=========>....................] - ETA: 9s - loss: 0.6054 - accuracy: 0.7385 
104/296 [=========>....................] - ETA: 9s - loss: 0.6049 - accuracy: 0.7386
105/296 [=========>....................] - ETA: 9s - loss: 0.6053 - accuracy: 0.7375
106/296 [=========>....................] - ETA: 9s - loss: 0.6051 - accuracy: 0.7376
107/296 [=========>....................] - ETA: 9s - loss: 0.6045 - accuracy: 0.7383
108/296 [=========>....................] - ETA: 9s - loss: 0.6041 - accuracy: 0.7378
109/296 [==========>...................] - ETA: 9s - loss: 0.6030 - accuracy: 0.7385
110/296 [==========>...................] - ETA: 9s - loss: 0.6026 - accuracy: 0.7386
111/296 [==========>...................] - ETA: 9s - loss: 0.6001 - accuracy: 0.7404
112/296 [==========>...................] - ETA: 9s - loss: 0.5990 - accuracy: 0.7411
113/296 [==========>...................] - ETA: 9s - loss: 0.5969 - accuracy: 0.7423
114/296 [==========>...................] - ETA: 9s - loss: 0.5948 - accuracy: 0.7434
115/296 [==========>...................] - ETA: 9s - loss: 0.5941 - accuracy: 0.7440
116/296 [==========>...................] - ETA: 9s - loss: 0.5932 - accuracy: 0.7446
117/296 [==========>...................] - ETA: 9s - loss: 0.5922 - accuracy: 0.7452
118/296 [==========>...................] - ETA: 9s - loss: 0.5925 - accuracy: 0.7447
119/296 [===========>..................] - ETA: 9s - loss: 0.5923 - accuracy: 0.7442
120/296 [===========>..................] - ETA: 9s - loss: 0.5923 - accuracy: 0.7448
121/296 [===========>..................] - ETA: 9s - loss: 0.5919 - accuracy: 0.7459
122/296 [===========>..................] - ETA: 8s - loss: 0.5908 - accuracy: 0.7464
123/296 [===========>..................] - ETA: 8s - loss: 0.5888 - accuracy: 0.7475
124/296 [===========>..................] - ETA: 8s - loss: 0.5899 - accuracy: 0.7470
125/296 [===========>..................] - ETA: 8s - loss: 0.5911 - accuracy: 0.7465
126/296 [===========>..................] - ETA: 8s - loss: 0.5898 - accuracy: 0.7470
127/296 [===========>..................] - ETA: 8s - loss: 0.5893 - accuracy: 0.7470
128/296 [===========>..................] - ETA: 8s - loss: 0.5872 - accuracy: 0.7480
129/296 [============>.................] - ETA: 8s - loss: 0.5874 - accuracy: 0.7476
130/296 [============>.................] - ETA: 8s - loss: 0.5862 - accuracy: 0.7490
131/296 [============>.................] - ETA: 8s - loss: 0.5849 - accuracy: 0.7490
132/296 [============>.................] - ETA: 8s - loss: 0.5823 - accuracy: 0.7505
133/296 [============>.................] - ETA: 8s - loss: 0.5789 - accuracy: 0.7523
135/296 [============>.................] - ETA: 8s - loss: 0.5768 - accuracy: 0.7537
137/296 [============>.................] - ETA: 8s - loss: 0.5774 - accuracy: 0.7536
138/296 [============>.................] - ETA: 8s - loss: 0.5766 - accuracy: 0.7545
139/296 [=============>................] - ETA: 8s - loss: 0.5764 - accuracy: 0.7545
141/296 [=============>................] - ETA: 8s - loss: 0.5740 - accuracy: 0.7562
142/296 [=============>................] - ETA: 7s - loss: 0.5725 - accuracy: 0.7570
144/296 [=============>................] - ETA: 7s - loss: 0.5738 - accuracy: 0.7565
146/296 [=============>................] - ETA: 7s - loss: 0.5722 - accuracy: 0.7573
147/296 [=============>................] - ETA: 7s - loss: 0.5722 - accuracy: 0.7564
148/296 [==============>...............] - ETA: 7s - loss: 0.5715 - accuracy: 0.7563
149/296 [==============>...............] - ETA: 7s - loss: 0.5709 - accuracy: 0.7563
150/296 [==============>...............] - ETA: 7s - loss: 0.5696 - accuracy: 0.7575
151/296 [==============>...............] - ETA: 7s - loss: 0.5686 - accuracy: 0.7579
152/296 [==============>...............] - ETA: 7s - loss: 0.5685 - accuracy: 0.7574
153/296 [==============>...............] - ETA: 7s - loss: 0.5677 - accuracy: 0.7578
154/296 [==============>...............] - ETA: 7s - loss: 0.5670 - accuracy: 0.7577
155/296 [==============>...............] - ETA: 7s - loss: 0.5662 - accuracy: 0.7581
156/296 [==============>...............] - ETA: 7s - loss: 0.5653 - accuracy: 0.7584
157/296 [==============>...............] - ETA: 7s - loss: 0.5648 - accuracy: 0.7584
158/296 [===============>..............] - ETA: 7s - loss: 0.5653 - accuracy: 0.7579
159/296 [===============>..............] - ETA: 7s - loss: 0.5643 - accuracy: 0.7583
160/296 [===============>..............] - ETA: 7s - loss: 0.5641 - accuracy: 0.7574
161/296 [===============>..............] - ETA: 6s - loss: 0.5637 - accuracy: 0.7570
162/296 [===============>..............] - ETA: 6s - loss: 0.5628 - accuracy: 0.7573
163/296 [===============>..............] - ETA: 6s - loss: 0.5628 - accuracy: 0.7577
164/296 [===============>..............] - ETA: 6s - loss: 0.5615 - accuracy: 0.7580
165/296 [===============>..............] - ETA: 6s - loss: 0.5621 - accuracy: 0.7580
166/296 [===============>..............] - ETA: 6s - loss: 0.5633 - accuracy: 0.7564
167/296 [===============>..............] - ETA: 6s - loss: 0.5620 - accuracy: 0.7567
168/296 [================>.............] - ETA: 6s - loss: 0.5609 - accuracy: 0.7571
169/296 [================>.............] - ETA: 6s - loss: 0.5603 - accuracy: 0.7578
170/296 [================>.............] - ETA: 6s - loss: 0.5600 - accuracy: 0.7574
171/296 [================>.............] - ETA: 6s - loss: 0.5587 - accuracy: 0.7580
172/296 [================>.............] - ETA: 6s - loss: 0.5577 - accuracy: 0.7587
173/296 [================>.............] - ETA: 6s - loss: 0.5573 - accuracy: 0.7590
174/296 [================>.............] - ETA: 6s - loss: 0.5565 - accuracy: 0.7597
175/296 [================>.............] - ETA: 6s - loss: 0.5557 - accuracy: 0.7604
176/296 [================>.............] - ETA: 6s - loss: 0.5549 - accuracy: 0.7610
177/296 [================>.............] - ETA: 6s - loss: 0.5538 - accuracy: 0.7617
178/296 [=================>............] - ETA: 6s - loss: 0.5553 - accuracy: 0.7609
179/296 [=================>............] - ETA: 6s - loss: 0.5566 - accuracy: 0.7605
180/296 [=================>............] - ETA: 5s - loss: 0.5563 - accuracy: 0.7601
181/296 [=================>............] - ETA: 5s - loss: 0.5563 - accuracy: 0.7597
182/296 [=================>............] - ETA: 5s - loss: 0.5559 - accuracy: 0.7596
183/296 [=================>............] - ETA: 5s - loss: 0.5556 - accuracy: 0.7596
184/296 [=================>............] - ETA: 5s - loss: 0.5552 - accuracy: 0.7595
185/296 [=================>............] - ETA: 5s - loss: 0.5544 - accuracy: 0.7601
186/296 [=================>............] - ETA: 5s - loss: 0.5534 - accuracy: 0.7608
187/296 [=================>............] - ETA: 5s - loss: 0.5526 - accuracy: 0.7610
188/296 [==================>...........] - ETA: 5s - loss: 0.5515 - accuracy: 0.7616
189/296 [==================>...........] - ETA: 5s - loss: 0.5515 - accuracy: 0.7612
190/296 [==================>...........] - ETA: 5s - loss: 0.5510 - accuracy: 0.7615
191/296 [==================>...........] - ETA: 5s - loss: 0.5511 - accuracy: 0.7611
192/296 [==================>...........] - ETA: 5s - loss: 0.5513 - accuracy: 0.7607
193/296 [==================>...........] - ETA: 5s - loss: 0.5508 - accuracy: 0.7607
194/296 [==================>...........] - ETA: 5s - loss: 0.5500 - accuracy: 0.7610
195/296 [==================>...........] - ETA: 5s - loss: 0.5497 - accuracy: 0.7609
196/296 [==================>...........] - ETA: 5s - loss: 0.5487 - accuracy: 0.7612
197/296 [==================>...........] - ETA: 5s - loss: 0.5480 - accuracy: 0.7611
198/296 [===================>..........] - ETA: 5s - loss: 0.5473 - accuracy: 0.7617
199/296 [===================>..........] - ETA: 5s - loss: 0.5471 - accuracy: 0.7616
200/296 [===================>..........] - ETA: 4s - loss: 0.5454 - accuracy: 0.7628
202/296 [===================>..........] - ETA: 4s - loss: 0.5442 - accuracy: 0.7630
203/296 [===================>..........] - ETA: 4s - loss: 0.5449 - accuracy: 0.7623
204/296 [===================>..........] - ETA: 4s - loss: 0.5448 - accuracy: 0.7626
205/296 [===================>..........] - ETA: 4s - loss: 0.5441 - accuracy: 0.7625
206/296 [===================>..........] - ETA: 4s - loss: 0.5437 - accuracy: 0.7627
207/296 [===================>..........] - ETA: 4s - loss: 0.5425 - accuracy: 0.7636
208/296 [====================>.........] - ETA: 4s - loss: 0.5418 - accuracy: 0.7638
209/296 [====================>.........] - ETA: 4s - loss: 0.5409 - accuracy: 0.7641
210/296 [====================>.........] - ETA: 4s - loss: 0.5411 - accuracy: 0.7640
211/296 [====================>.........] - ETA: 4s - loss: 0.5399 - accuracy: 0.7645
212/296 [====================>.........] - ETA: 4s - loss: 0.5404 - accuracy: 0.7642
213/296 [====================>.........] - ETA: 4s - loss: 0.5397 - accuracy: 0.7638
214/296 [====================>.........] - ETA: 4s - loss: 0.5388 - accuracy: 0.7640
215/296 [====================>.........] - ETA: 4s - loss: 0.5393 - accuracy: 0.7637
216/296 [====================>.........] - ETA: 4s - loss: 0.5384 - accuracy: 0.7648
217/296 [====================>.........] - ETA: 4s - loss: 0.5370 - accuracy: 0.7656
218/296 [=====================>........] - ETA: 4s - loss: 0.5373 - accuracy: 0.7655
219/296 [=====================>........] - ETA: 4s - loss: 0.5365 - accuracy: 0.7660
220/296 [=====================>........] - ETA: 3s - loss: 0.5359 - accuracy: 0.7659
221/296 [=====================>........] - ETA: 3s - loss: 0.5349 - accuracy: 0.7664
222/296 [=====================>........] - ETA: 3s - loss: 0.5334 - accuracy: 0.7669
223/296 [=====================>........] - ETA: 3s - loss: 0.5333 - accuracy: 0.7671
224/296 [=====================>........] - ETA: 3s - loss: 0.5331 - accuracy: 0.7670
225/296 [=====================>........] - ETA: 3s - loss: 0.5335 - accuracy: 0.7667
226/296 [=====================>........] - ETA: 3s - loss: 0.5324 - accuracy: 0.7671
227/296 [======================>.......] - ETA: 3s - loss: 0.5317 - accuracy: 0.7676
228/296 [======================>.......] - ETA: 3s - loss: 0.5310 - accuracy: 0.7678
229/296 [======================>.......] - ETA: 3s - loss: 0.5302 - accuracy: 0.7677
230/296 [======================>.......] - ETA: 3s - loss: 0.5295 - accuracy: 0.7682
231/296 [======================>.......] - ETA: 3s - loss: 0.5296 - accuracy: 0.7681
232/296 [======================>.......] - ETA: 3s - loss: 0.5297 - accuracy: 0.7675
233/296 [======================>.......] - ETA: 3s - loss: 0.5295 - accuracy: 0.7677
234/296 [======================>.......] - ETA: 3s - loss: 0.5291 - accuracy: 0.7671
235/296 [======================>.......] - ETA: 3s - loss: 0.5288 - accuracy: 0.7668
236/296 [======================>.......] - ETA: 3s - loss: 0.5290 - accuracy: 0.7662
237/296 [=======================>......] - ETA: 3s - loss: 0.5286 - accuracy: 0.7658
238/296 [=======================>......] - ETA: 3s - loss: 0.5279 - accuracy: 0.7660
239/296 [=======================>......] - ETA: 2s - loss: 0.5275 - accuracy: 0.7665
240/296 [=======================>......] - ETA: 2s - loss: 0.5271 - accuracy: 0.7667
241/296 [=======================>......] - ETA: 2s - loss: 0.5262 - accuracy: 0.7669
242/296 [=======================>......] - ETA: 2s - loss: 0.5261 - accuracy: 0.7665
243/296 [=======================>......] - ETA: 2s - loss: 0.5272 - accuracy: 0.7662
244/296 [=======================>......] - ETA: 2s - loss: 0.5271 - accuracy: 0.7666
245/296 [=======================>......] - ETA: 2s - loss: 0.5261 - accuracy: 0.7671
246/296 [=======================>......] - ETA: 2s - loss: 0.5275 - accuracy: 0.7665
247/296 [========================>.....] - ETA: 2s - loss: 0.5268 - accuracy: 0.7670
248/296 [========================>.....] - ETA: 2s - loss: 0.5256 - accuracy: 0.7679
249/296 [========================>.....] - ETA: 2s - loss: 0.5250 - accuracy: 0.7683
250/296 [========================>.....] - ETA: 2s - loss: 0.5248 - accuracy: 0.7688
251/296 [========================>.....] - ETA: 2s - loss: 0.5244 - accuracy: 0.7689
252/296 [========================>.....] - ETA: 2s - loss: 0.5240 - accuracy: 0.7691
253/296 [========================>.....] - ETA: 2s - loss: 0.5243 - accuracy: 0.7690
254/296 [========================>.....] - ETA: 2s - loss: 0.5231 - accuracy: 0.7699
255/296 [========================>.....] - ETA: 2s - loss: 0.5218 - accuracy: 0.7706
256/296 [========================>.....] - ETA: 2s - loss: 0.5218 - accuracy: 0.7703
257/296 [=========================>....] - ETA: 2s - loss: 0.5215 - accuracy: 0.7707
258/296 [=========================>....] - ETA: 1s - loss: 0.5208 - accuracy: 0.7711
259/296 [=========================>....] - ETA: 1s - loss: 0.5197 - accuracy: 0.7717
260/296 [=========================>....] - ETA: 1s - loss: 0.5197 - accuracy: 0.7716
261/296 [=========================>....] - ETA: 1s - loss: 0.5195 - accuracy: 0.7718
262/296 [=========================>....] - ETA: 1s - loss: 0.5192 - accuracy: 0.7719
263/296 [=========================>....] - ETA: 1s - loss: 0.5187 - accuracy: 0.7721
264/296 [=========================>....] - ETA: 1s - loss: 0.5179 - accuracy: 0.7725
265/296 [=========================>....] - ETA: 1s - loss: 0.5179 - accuracy: 0.7722
266/296 [=========================>....] - ETA: 1s - loss: 0.5179 - accuracy: 0.7721
267/296 [==========================>...] - ETA: 1s - loss: 0.5176 - accuracy: 0.7720
268/296 [==========================>...] - ETA: 1s - loss: 0.5174 - accuracy: 0.7719
269/296 [==========================>...] - ETA: 1s - loss: 0.5168 - accuracy: 0.7723
270/296 [==========================>...] - ETA: 1s - loss: 0.5163 - accuracy: 0.7727
271/296 [==========================>...] - ETA: 1s - loss: 0.5157 - accuracy: 0.7731
272/296 [==========================>...] - ETA: 1s - loss: 0.5144 - accuracy: 0.7737
273/296 [==========================>...] - ETA: 1s - loss: 0.5137 - accuracy: 0.7740
274/296 [==========================>...] - ETA: 1s - loss: 0.5144 - accuracy: 0.7740
275/296 [==========================>...] - ETA: 1s - loss: 0.5150 - accuracy: 0.7734
276/296 [==========================>...] - ETA: 1s - loss: 0.5144 - accuracy: 0.7736
277/296 [===========================>..] - ETA: 0s - loss: 0.5141 - accuracy: 0.7739
278/296 [===========================>..] - ETA: 0s - loss: 0.5135 - accuracy: 0.7743
279/296 [===========================>..] - ETA: 0s - loss: 0.5144 - accuracy: 0.7737
280/296 [===========================>..] - ETA: 0s - loss: 0.5141 - accuracy: 0.7741
281/296 [===========================>..] - ETA: 0s - loss: 0.5133 - accuracy: 0.7745
282/296 [===========================>..] - ETA: 0s - loss: 0.5135 - accuracy: 0.7746
283/296 [===========================>..] - ETA: 0s - loss: 0.5142 - accuracy: 0.7743
284/296 [===========================>..] - ETA: 0s - loss: 0.5140 - accuracy: 0.7744
285/296 [===========================>..] - ETA: 0s - loss: 0.5144 - accuracy: 0.7743
286/296 [===========================>..] - ETA: 0s - loss: 0.5140 - accuracy: 0.7743
287/296 [============================>.] - ETA: 0s - loss: 0.5133 - accuracy: 0.7748
288/296 [============================>.] - ETA: 0s - loss: 0.5122 - accuracy: 0.7756
289/296 [============================>.] - ETA: 0s - loss: 0.5118 - accuracy: 0.7753
290/296 [============================>.] - ETA: 0s - loss: 0.5121 - accuracy: 0.7752
291/296 [============================>.] - ETA: 0s - loss: 0.5124 - accuracy: 0.7749
292/296 [============================>.] - ETA: 0s - loss: 0.5119 - accuracy: 0.7755
293/296 [============================>.] - ETA: 0s - loss: 0.5120 - accuracy: 0.7752
294/296 [============================>.] - ETA: 0s - loss: 0.5114 - accuracy: 0.7757
295/296 [============================>.] - ETA: 0s - loss: 0.5109 - accuracy: 0.7761
296/296 [==============================] - 18s 54ms/step - loss: 0.5110 - accuracy: 0.7759

296/296 [==============================] - 20s 60ms/step - loss: 0.5110 - accuracy: 0.7759 - val_loss: 0.4268 - val_accuracy: 0.7869
Epoch 2/50

  1/296 [..............................] - ETA: 15s - loss: 0.3710 - accuracy: 0.8125
  2/296 [..............................] - ETA: 16s - loss: 0.4278 - accuracy: 0.7500
  3/296 [..............................] - ETA: 15s - loss: 0.4160 - accuracy: 0.7708
  4/296 [..............................] - ETA: 16s - loss: 0.3950 - accuracy: 0.7812
  5/296 [..............................] - ETA: 15s - loss: 0.3923 - accuracy: 0.7875
  6/296 [..............................] - ETA: 15s - loss: 0.4180 - accuracy: 0.7604
  7/296 [..............................] - ETA: 15s - loss: 0.3813 - accuracy: 0.7946
  8/296 [..............................] - ETA: 15s - loss: 0.3843 - accuracy: 0.7969
  9/296 [..............................] - ETA: 15s - loss: 0.3821 - accuracy: 0.8056
 10/296 [>.............................] - ETA: 15s - loss: 0.3842 - accuracy: 0.8062
 11/296 [>.............................] - ETA: 15s - loss: 0.3843 - accuracy: 0.8011
 12/296 [>.............................] - ETA: 15s - loss: 0.3948 - accuracy: 0.7917
 13/296 [>.............................] - ETA: 15s - loss: 0.4030 - accuracy: 0.7837
 14/296 [>.............................] - ETA: 15s - loss: 0.3944 - accuracy: 0.7857
 15/296 [>.............................] - ETA: 15s - loss: 0.3873 - accuracy: 0.7917
 16/296 [>.............................] - ETA: 15s - loss: 0.3876 - accuracy: 0.8008
 17/296 [>.............................] - ETA: 15s - loss: 0.3977 - accuracy: 0.7941
 18/296 [>.............................] - ETA: 14s - loss: 0.4076 - accuracy: 0.7882
 19/296 [>.............................] - ETA: 14s - loss: 0.4177 - accuracy: 0.7862
 20/296 [=>............................] - ETA: 14s - loss: 0.4096 - accuracy: 0.7875
 21/296 [=>............................] - ETA: 14s - loss: 0.4027 - accuracy: 0.7946
 22/296 [=>............................] - ETA: 14s - loss: 0.4044 - accuracy: 0.7926
 23/296 [=>............................] - ETA: 14s - loss: 0.4065 - accuracy: 0.7935
 24/296 [=>............................] - ETA: 14s - loss: 0.4085 - accuracy: 0.7943
 25/296 [=>............................] - ETA: 14s - loss: 0.4112 - accuracy: 0.7950
 26/296 [=>............................] - ETA: 14s - loss: 0.4079 - accuracy: 0.7981
 27/296 [=>............................] - ETA: 14s - loss: 0.4046 - accuracy: 0.7986
 28/296 [=>............................] - ETA: 14s - loss: 0.4037 - accuracy: 0.8013
 29/296 [=>............................] - ETA: 14s - loss: 0.4086 - accuracy: 0.7996
 30/296 [==>...........................] - ETA: 14s - loss: 0.4188 - accuracy: 0.7958
 31/296 [==>...........................] - ETA: 14s - loss: 0.4171 - accuracy: 0.7984
 32/296 [==>...........................] - ETA: 14s - loss: 0.4268 - accuracy: 0.7930
 33/296 [==>...........................] - ETA: 13s - loss: 0.4293 - accuracy: 0.7879
 34/296 [==>...........................] - ETA: 13s - loss: 0.4338 - accuracy: 0.7849
 35/296 [==>...........................] - ETA: 13s - loss: 0.4321 - accuracy: 0.7875
 36/296 [==>...........................] - ETA: 13s - loss: 0.4328 - accuracy: 0.7865
 37/296 [==>...........................] - ETA: 13s - loss: 0.4293 - accuracy: 0.7889
 38/296 [==>...........................] - ETA: 13s - loss: 0.4319 - accuracy: 0.7845
 39/296 [==>...........................] - ETA: 13s - loss: 0.4372 - accuracy: 0.7821
 40/296 [===>..........................] - ETA: 13s - loss: 0.4332 - accuracy: 0.7859
 41/296 [===>..........................] - ETA: 13s - loss: 0.4299 - accuracy: 0.7866
 42/296 [===>..........................] - ETA: 13s - loss: 0.4293 - accuracy: 0.7857
 43/296 [===>..........................] - ETA: 13s - loss: 0.4385 - accuracy: 0.7820
 44/296 [===>..........................] - ETA: 13s - loss: 0.4390 - accuracy: 0.7827
 45/296 [===>..........................] - ETA: 13s - loss: 0.4437 - accuracy: 0.7806
 46/296 [===>..........................] - ETA: 13s - loss: 0.4462 - accuracy: 0.7799
 47/296 [===>..........................] - ETA: 13s - loss: 0.4504 - accuracy: 0.7779
 48/296 [===>..........................] - ETA: 13s - loss: 0.4494 - accuracy: 0.7786
 49/296 [===>..........................] - ETA: 13s - loss: 0.4473 - accuracy: 0.7819
 50/296 [====>.........................] - ETA: 13s - loss: 0.4458 - accuracy: 0.7850
 51/296 [====>.........................] - ETA: 12s - loss: 0.4431 - accuracy: 0.7880
 52/296 [====>.........................] - ETA: 12s - loss: 0.4432 - accuracy: 0.7885
 53/296 [====>.........................] - ETA: 12s - loss: 0.4459 - accuracy: 0.7877
 54/296 [====>.........................] - ETA: 12s - loss: 0.4494 - accuracy: 0.7870
 55/296 [====>.........................] - ETA: 12s - loss: 0.4546 - accuracy: 0.7852
 56/296 [====>.........................] - ETA: 12s - loss: 0.4537 - accuracy: 0.7868
 57/296 [====>.........................] - ETA: 12s - loss: 0.4563 - accuracy: 0.7840
 58/296 [====>.........................] - ETA: 12s - loss: 0.4545 - accuracy: 0.7845
 59/296 [====>.........................] - ETA: 12s - loss: 0.4560 - accuracy: 0.7818
 60/296 [=====>........................] - ETA: 12s - loss: 0.4554 - accuracy: 0.7823
 61/296 [=====>........................] - ETA: 12s - loss: 0.4556 - accuracy: 0.7828
 62/296 [=====>........................] - ETA: 12s - loss: 0.4559 - accuracy: 0.7833
 63/296 [=====>........................] - ETA: 12s - loss: 0.4543 - accuracy: 0.7857
 64/296 [=====>........................] - ETA: 12s - loss: 0.4541 - accuracy: 0.7871
 65/296 [=====>........................] - ETA: 12s - loss: 0.4536 - accuracy: 0.7894
 66/296 [=====>........................] - ETA: 12s - loss: 0.4498 - accuracy: 0.7926
 67/296 [=====>........................] - ETA: 12s - loss: 0.4470 - accuracy: 0.7938
 68/296 [=====>........................] - ETA: 12s - loss: 0.4441 - accuracy: 0.7950
 69/296 [=====>........................] - ETA: 11s - loss: 0.4420 - accuracy: 0.7962
 70/296 [======>.......................] - ETA: 11s - loss: 0.4408 - accuracy: 0.7955
 71/296 [======>.......................] - ETA: 11s - loss: 0.4422 - accuracy: 0.7958
 72/296 [======>.......................] - ETA: 11s - loss: 0.4512 - accuracy: 0.7934
 73/296 [======>.......................] - ETA: 11s - loss: 0.4563 - accuracy: 0.7928
 74/296 [======>.......................] - ETA: 11s - loss: 0.4584 - accuracy: 0.7922
 75/296 [======>.......................] - ETA: 11s - loss: 0.4577 - accuracy: 0.7933
 76/296 [======>.......................] - ETA: 11s - loss: 0.4558 - accuracy: 0.7961
 77/296 [======>.......................] - ETA: 11s - loss: 0.4570 - accuracy: 0.7938
 78/296 [======>.......................] - ETA: 11s - loss: 0.4575 - accuracy: 0.7933
 79/296 [=======>......................] - ETA: 11s - loss: 0.4574 - accuracy: 0.7943
 80/296 [=======>......................] - ETA: 11s - loss: 0.4573 - accuracy: 0.7953
 81/296 [=======>......................] - ETA: 11s - loss: 0.4581 - accuracy: 0.7932
 82/296 [=======>......................] - ETA: 11s - loss: 0.4576 - accuracy: 0.7934
 83/296 [=======>......................] - ETA: 11s - loss: 0.4584 - accuracy: 0.7914
 84/296 [=======>......................] - ETA: 11s - loss: 0.4565 - accuracy: 0.7932
 85/296 [=======>......................] - ETA: 11s - loss: 0.4576 - accuracy: 0.7919
 86/296 [=======>......................] - ETA: 11s - loss: 0.4585 - accuracy: 0.7922
 87/296 [=======>......................] - ETA: 11s - loss: 0.4612 - accuracy: 0.7909
 88/296 [=======>......................] - ETA: 10s - loss: 0.4614 - accuracy: 0.7912
 89/296 [========>.....................] - ETA: 10s - loss: 0.4633 - accuracy: 0.7907
 90/296 [========>.....................] - ETA: 10s - loss: 0.4648 - accuracy: 0.7896
 91/296 [========>.....................] - ETA: 10s - loss: 0.4644 - accuracy: 0.7898
 92/296 [========>.....................] - ETA: 10s - loss: 0.4643 - accuracy: 0.7901
 93/296 [========>.....................] - ETA: 10s - loss: 0.4634 - accuracy: 0.7910
 94/296 [========>.....................] - ETA: 10s - loss: 0.4615 - accuracy: 0.7926
 95/296 [========>.....................] - ETA: 10s - loss: 0.4626 - accuracy: 0.7914
 96/296 [========>.....................] - ETA: 10s - loss: 0.4602 - accuracy: 0.7936
 97/296 [========>.....................] - ETA: 10s - loss: 0.4609 - accuracy: 0.7932
 98/296 [========>.....................] - ETA: 10s - loss: 0.4599 - accuracy: 0.7940
 99/296 [=========>....................] - ETA: 10s - loss: 0.4608 - accuracy: 0.7942
100/296 [=========>....................] - ETA: 10s - loss: 0.4593 - accuracy: 0.7950
101/296 [=========>....................] - ETA: 10s - loss: 0.4601 - accuracy: 0.7952
102/296 [=========>....................] - ETA: 10s - loss: 0.4673 - accuracy: 0.7917
103/296 [=========>....................] - ETA: 10s - loss: 0.4698 - accuracy: 0.7894
104/296 [=========>....................] - ETA: 10s - loss: 0.4742 - accuracy: 0.7867
105/296 [=========>....................] - ETA: 10s - loss: 0.4739 - accuracy: 0.7863
106/296 [=========>....................] - ETA: 9s - loss: 0.4768 - accuracy: 0.7836 
107/296 [=========>....................] - ETA: 9s - loss: 0.4768 - accuracy: 0.7833
108/296 [=========>....................] - ETA: 9s - loss: 0.4776 - accuracy: 0.7830
109/296 [==========>...................] - ETA: 9s - loss: 0.4786 - accuracy: 0.7827
110/296 [==========>...................] - ETA: 9s - loss: 0.4791 - accuracy: 0.7835
111/296 [==========>...................] - ETA: 9s - loss: 0.4800 - accuracy: 0.7843
112/296 [==========>...................] - ETA: 9s - loss: 0.4802 - accuracy: 0.7857
113/296 [==========>...................] - ETA: 9s - loss: 0.4812 - accuracy: 0.7854
114/296 [==========>...................] - ETA: 9s - loss: 0.4826 - accuracy: 0.7845
115/296 [==========>...................] - ETA: 9s - loss: 0.4840 - accuracy: 0.7837
116/296 [==========>...................] - ETA: 9s - loss: 0.4844 - accuracy: 0.7839
117/296 [==========>...................] - ETA: 9s - loss: 0.4854 - accuracy: 0.7837
118/296 [==========>...................] - ETA: 9s - loss: 0.4858 - accuracy: 0.7839
119/296 [===========>..................] - ETA: 9s - loss: 0.4864 - accuracy: 0.7841
120/296 [===========>..................] - ETA: 9s - loss: 0.4863 - accuracy: 0.7849
121/296 [===========>..................] - ETA: 9s - loss: 0.4867 - accuracy: 0.7841
123/296 [===========>..................] - ETA: 9s - loss: 0.4864 - accuracy: 0.7840
125/296 [===========>..................] - ETA: 8s - loss: 0.4857 - accuracy: 0.7855
126/296 [===========>..................] - ETA: 8s - loss: 0.4846 - accuracy: 0.7862
127/296 [===========>..................] - ETA: 8s - loss: 0.4846 - accuracy: 0.7864
128/296 [===========>..................] - ETA: 8s - loss: 0.4842 - accuracy: 0.7861
129/296 [============>.................] - ETA: 8s - loss: 0.4840 - accuracy: 0.7863
131/296 [============>.................] - ETA: 8s - loss: 0.4840 - accuracy: 0.7853
132/296 [============>.................] - ETA: 8s - loss: 0.4834 - accuracy: 0.7855
133/296 [============>.................] - ETA: 8s - loss: 0.4842 - accuracy: 0.7843
134/296 [============>.................] - ETA: 8s - loss: 0.4840 - accuracy: 0.7845
135/296 [============>.................] - ETA: 8s - loss: 0.4839 - accuracy: 0.7847
136/296 [============>.................] - ETA: 8s - loss: 0.4842 - accuracy: 0.7840
137/296 [============>.................] - ETA: 8s - loss: 0.4843 - accuracy: 0.7838
138/296 [============>.................] - ETA: 8s - loss: 0.4848 - accuracy: 0.7835
139/296 [=============>................] - ETA: 8s - loss: 0.4854 - accuracy: 0.7833
140/296 [=============>................] - ETA: 8s - loss: 0.4848 - accuracy: 0.7835
141/296 [=============>................] - ETA: 8s - loss: 0.4858 - accuracy: 0.7824
142/296 [=============>................] - ETA: 8s - loss: 0.4859 - accuracy: 0.7817
143/296 [=============>................] - ETA: 8s - loss: 0.4851 - accuracy: 0.7819
144/296 [=============>................] - ETA: 7s - loss: 0.4856 - accuracy: 0.7821
145/296 [=============>................] - ETA: 7s - loss: 0.4839 - accuracy: 0.7828
146/296 [=============>................] - ETA: 7s - loss: 0.4860 - accuracy: 0.7812
147/296 [=============>................] - ETA: 7s - loss: 0.4838 - accuracy: 0.7823
148/296 [==============>...............] - ETA: 7s - loss: 0.4860 - accuracy: 0.7808
149/296 [==============>...............] - ETA: 7s - loss: 0.4868 - accuracy: 0.7802
150/296 [==============>...............] - ETA: 7s - loss: 0.4867 - accuracy: 0.7808
151/296 [==============>...............] - ETA: 7s - loss: 0.4859 - accuracy: 0.7806
152/296 [==============>...............] - ETA: 7s - loss: 0.4861 - accuracy: 0.7800
153/296 [==============>...............] - ETA: 7s - loss: 0.4853 - accuracy: 0.7802
154/296 [==============>...............] - ETA: 7s - loss: 0.4851 - accuracy: 0.7804
155/296 [==============>...............] - ETA: 7s - loss: 0.4860 - accuracy: 0.7794
156/296 [==============>...............] - ETA: 7s - loss: 0.4857 - accuracy: 0.7788
157/296 [==============>...............] - ETA: 7s - loss: 0.4858 - accuracy: 0.7791
158/296 [===============>..............] - ETA: 7s - loss: 0.4858 - accuracy: 0.7781
159/296 [===============>..............] - ETA: 7s - loss: 0.4860 - accuracy: 0.7779
160/296 [===============>..............] - ETA: 7s - loss: 0.4859 - accuracy: 0.7781
161/296 [===============>..............] - ETA: 7s - loss: 0.4856 - accuracy: 0.7783
162/296 [===============>..............] - ETA: 7s - loss: 0.4859 - accuracy: 0.7778
163/296 [===============>..............] - ETA: 6s - loss: 0.4854 - accuracy: 0.7780
164/296 [===============>..............] - ETA: 6s - loss: 0.4852 - accuracy: 0.7778
165/296 [===============>..............] - ETA: 6s - loss: 0.4852 - accuracy: 0.7777
166/296 [===============>..............] - ETA: 6s - loss: 0.4852 - accuracy: 0.7771
167/296 [===============>..............] - ETA: 6s - loss: 0.4840 - accuracy: 0.7777
168/296 [================>.............] - ETA: 6s - loss: 0.4833 - accuracy: 0.7779
169/296 [================>.............] - ETA: 6s - loss: 0.4818 - accuracy: 0.7785
170/296 [================>.............] - ETA: 6s - loss: 0.4814 - accuracy: 0.7783
171/296 [================>.............] - ETA: 6s - loss: 0.4813 - accuracy: 0.7781
172/296 [================>.............] - ETA: 6s - loss: 0.4804 - accuracy: 0.7783
173/296 [================>.............] - ETA: 6s - loss: 0.4785 - accuracy: 0.7796
174/296 [================>.............] - ETA: 6s - loss: 0.4775 - accuracy: 0.7802
175/296 [================>.............] - ETA: 6s - loss: 0.4773 - accuracy: 0.7807
176/296 [================>.............] - ETA: 6s - loss: 0.4787 - accuracy: 0.7802
177/296 [================>.............] - ETA: 6s - loss: 0.4784 - accuracy: 0.7800
178/296 [=================>............] - ETA: 6s - loss: 0.4781 - accuracy: 0.7795
179/296 [=================>............] - ETA: 6s - loss: 0.4778 - accuracy: 0.7797
180/296 [=================>............] - ETA: 6s - loss: 0.4782 - accuracy: 0.7792
181/296 [=================>............] - ETA: 6s - loss: 0.4773 - accuracy: 0.7797
182/296 [=================>............] - ETA: 5s - loss: 0.4771 - accuracy: 0.7799
183/296 [=================>............] - ETA: 5s - loss: 0.4764 - accuracy: 0.7804
184/296 [=================>............] - ETA: 5s - loss: 0.4777 - accuracy: 0.7789
185/296 [=================>............] - ETA: 5s - loss: 0.4771 - accuracy: 0.7794
186/296 [=================>............] - ETA: 5s - loss: 0.4766 - accuracy: 0.7792
188/296 [==================>...........] - ETA: 5s - loss: 0.4750 - accuracy: 0.7803
189/296 [==================>...........] - ETA: 5s - loss: 0.4783 - accuracy: 0.7794
190/296 [==================>...........] - ETA: 5s - loss: 0.4798 - accuracy: 0.7789
191/296 [==================>...........] - ETA: 5s - loss: 0.4782 - accuracy: 0.7798
192/296 [==================>...........] - ETA: 5s - loss: 0.4793 - accuracy: 0.7790
193/296 [==================>...........] - ETA: 5s - loss: 0.4792 - accuracy: 0.7785
194/296 [==================>...........] - ETA: 5s - loss: 0.4776 - accuracy: 0.7796
195/296 [==================>...........] - ETA: 5s - loss: 0.4768 - accuracy: 0.7798
196/296 [==================>...........] - ETA: 5s - loss: 0.4770 - accuracy: 0.7793
197/296 [==================>...........] - ETA: 5s - loss: 0.4770 - accuracy: 0.7795
198/296 [===================>..........] - ETA: 5s - loss: 0.4766 - accuracy: 0.7794
199/296 [===================>..........] - ETA: 5s - loss: 0.4765 - accuracy: 0.7795
200/296 [===================>..........] - ETA: 5s - loss: 0.4761 - accuracy: 0.7800
201/296 [===================>..........] - ETA: 4s - loss: 0.4760 - accuracy: 0.7795
202/296 [===================>..........] - ETA: 4s - loss: 0.4757 - accuracy: 0.7794
203/296 [===================>..........] - ETA: 4s - loss: 0.4748 - accuracy: 0.7799
204/296 [===================>..........] - ETA: 4s - loss: 0.4737 - accuracy: 0.7806
205/296 [===================>..........] - ETA: 4s - loss: 0.4745 - accuracy: 0.7796
206/296 [===================>..........] - ETA: 4s - loss: 0.4751 - accuracy: 0.7791
207/296 [===================>..........] - ETA: 4s - loss: 0.4747 - accuracy: 0.7796
208/296 [====================>.........] - ETA: 4s - loss: 0.4742 - accuracy: 0.7797
209/296 [====================>.........] - ETA: 4s - loss: 0.4728 - accuracy: 0.7805
210/296 [====================>.........] - ETA: 4s - loss: 0.4724 - accuracy: 0.7810
211/296 [====================>.........] - ETA: 4s - loss: 0.4725 - accuracy: 0.7811
212/296 [====================>.........] - ETA: 4s - loss: 0.4722 - accuracy: 0.7815
213/296 [====================>.........] - ETA: 4s - loss: 0.4717 - accuracy: 0.7820
214/296 [====================>.........] - ETA: 4s - loss: 0.4712 - accuracy: 0.7824
215/296 [====================>.........] - ETA: 4s - loss: 0.4702 - accuracy: 0.7826
216/296 [====================>.........] - ETA: 4s - loss: 0.4710 - accuracy: 0.7824
217/296 [====================>.........] - ETA: 4s - loss: 0.4704 - accuracy: 0.7825
218/296 [=====================>........] - ETA: 4s - loss: 0.4698 - accuracy: 0.7830
219/296 [=====================>........] - ETA: 4s - loss: 0.4690 - accuracy: 0.7837
220/296 [=====================>........] - ETA: 4s - loss: 0.4679 - accuracy: 0.7841
221/296 [=====================>........] - ETA: 3s - loss: 0.4680 - accuracy: 0.7848
222/296 [=====================>........] - ETA: 3s - loss: 0.4678 - accuracy: 0.7846
223/296 [=====================>........] - ETA: 3s - loss: 0.4668 - accuracy: 0.7850
224/296 [=====================>........] - ETA: 3s - loss: 0.4668 - accuracy: 0.7852
225/296 [=====================>........] - ETA: 3s - loss: 0.4671 - accuracy: 0.7850
226/296 [=====================>........] - ETA: 3s - loss: 0.4675 - accuracy: 0.7846
227/296 [======================>.......] - ETA: 3s - loss: 0.4668 - accuracy: 0.7850
228/296 [======================>.......] - ETA: 3s - loss: 0.4665 - accuracy: 0.7851
229/296 [======================>.......] - ETA: 3s - loss: 0.4659 - accuracy: 0.7855
230/296 [======================>.......] - ETA: 3s - loss: 0.4653 - accuracy: 0.7856
231/296 [======================>.......] - ETA: 3s - loss: 0.4654 - accuracy: 0.7852
232/296 [======================>.......] - ETA: 3s - loss: 0.4648 - accuracy: 0.7853
233/296 [======================>.......] - ETA: 3s - loss: 0.4651 - accuracy: 0.7854
234/296 [======================>.......] - ETA: 3s - loss: 0.4642 - accuracy: 0.7861
235/296 [======================>.......] - ETA: 3s - loss: 0.4637 - accuracy: 0.7862
236/296 [======================>.......] - ETA: 3s - loss: 0.4637 - accuracy: 0.7865
237/296 [=======================>......] - ETA: 3s - loss: 0.4627 - accuracy: 0.7872
238/296 [=======================>......] - ETA: 3s - loss: 0.4628 - accuracy: 0.7870
239/296 [=======================>......] - ETA: 3s - loss: 0.4641 - accuracy: 0.7856
240/296 [=======================>......] - ETA: 2s - loss: 0.4637 - accuracy: 0.7857
241/296 [=======================>......] - ETA: 2s - loss: 0.4627 - accuracy: 0.7863
242/296 [=======================>......] - ETA: 2s - loss: 0.4628 - accuracy: 0.7862
243/296 [=======================>......] - ETA: 2s - loss: 0.4624 - accuracy: 0.7860
244/296 [=======================>......] - ETA: 2s - loss: 0.4627 - accuracy: 0.7859
245/296 [=======================>......] - ETA: 2s - loss: 0.4628 - accuracy: 0.7857
246/296 [=======================>......] - ETA: 2s - loss: 0.4624 - accuracy: 0.7856
247/296 [========================>.....] - ETA: 2s - loss: 0.4613 - accuracy: 0.7862
248/296 [========================>.....] - ETA: 2s - loss: 0.4620 - accuracy: 0.7860
249/296 [========================>.....] - ETA: 2s - loss: 0.4625 - accuracy: 0.7859
250/296 [========================>.....] - ETA: 2s - loss: 0.4612 - accuracy: 0.7868
251/296 [========================>.....] - ETA: 2s - loss: 0.4606 - accuracy: 0.7871
252/296 [========================>.....] - ETA: 2s - loss: 0.4618 - accuracy: 0.7865
253/296 [========================>.....] - ETA: 2s - loss: 0.4616 - accuracy: 0.7868
254/296 [========================>.....] - ETA: 2s - loss: 0.4615 - accuracy: 0.7872
255/296 [========================>.....] - ETA: 2s - loss: 0.4609 - accuracy: 0.7877
256/296 [========================>.....] - ETA: 2s - loss: 0.4619 - accuracy: 0.7871
257/296 [=========================>....] - ETA: 2s - loss: 0.4615 - accuracy: 0.7872
258/296 [=========================>....] - ETA: 2s - loss: 0.4615 - accuracy: 0.7871
259/296 [=========================>....] - ETA: 1s - loss: 0.4614 - accuracy: 0.7869
260/296 [=========================>....] - ETA: 1s - loss: 0.4621 - accuracy: 0.7863
261/296 [=========================>....] - ETA: 1s - loss: 0.4619 - accuracy: 0.7869
262/296 [=========================>....] - ETA: 1s - loss: 0.4620 - accuracy: 0.7867
263/296 [=========================>....] - ETA: 1s - loss: 0.4619 - accuracy: 0.7868
264/296 [=========================>....] - ETA: 1s - loss: 0.4616 - accuracy: 0.7872
265/296 [=========================>....] - ETA: 1s - loss: 0.4611 - accuracy: 0.7875
266/296 [=========================>....] - ETA: 1s - loss: 0.4611 - accuracy: 0.7878
267/296 [==========================>...] - ETA: 1s - loss: 0.4613 - accuracy: 0.7879
268/296 [==========================>...] - ETA: 1s - loss: 0.4615 - accuracy: 0.7873
269/296 [==========================>...] - ETA: 1s - loss: 0.4613 - accuracy: 0.7872
270/296 [==========================>...] - ETA: 1s - loss: 0.4610 - accuracy: 0.7870
271/296 [==========================>...] - ETA: 1s - loss: 0.4613 - accuracy: 0.7867
272/296 [==========================>...] - ETA: 1s - loss: 0.4612 - accuracy: 0.7865
273/296 [==========================>...] - ETA: 1s - loss: 0.4623 - accuracy: 0.7864
274/296 [==========================>...] - ETA: 1s - loss: 0.4615 - accuracy: 0.7867
275/296 [==========================>...] - ETA: 1s - loss: 0.4611 - accuracy: 0.7870
276/296 [==========================>...] - ETA: 1s - loss: 0.4613 - accuracy: 0.7865
277/296 [===========================>..] - ETA: 1s - loss: 0.4617 - accuracy: 0.7856
278/296 [===========================>..] - ETA: 0s - loss: 0.4613 - accuracy: 0.7860
280/296 [===========================>..] - ETA: 0s - loss: 0.4612 - accuracy: 0.7859
281/296 [===========================>..] - ETA: 0s - loss: 0.4611 - accuracy: 0.7858
283/296 [===========================>..] - ETA: 0s - loss: 0.4620 - accuracy: 0.7851
284/296 [===========================>..] - ETA: 0s - loss: 0.4613 - accuracy: 0.7857
286/296 [===========================>..] - ETA: 0s - loss: 0.4613 - accuracy: 0.7858
287/296 [============================>.] - ETA: 0s - loss: 0.4610 - accuracy: 0.7859
289/296 [============================>.] - ETA: 0s - loss: 0.4613 - accuracy: 0.7857
290/296 [============================>.] - ETA: 0s - loss: 0.4616 - accuracy: 0.7858
292/296 [============================>.] - ETA: 0s - loss: 0.4613 - accuracy: 0.7855
293/296 [============================>.] - ETA: 0s - loss: 0.4611 - accuracy: 0.7856
295/296 [============================>.] - ETA: 0s - loss: 0.4606 - accuracy: 0.7858
296/296 [==============================] - 16s 54ms/step - loss: 0.4605 - accuracy: 0.7861

296/296 [==============================] - 17s 58ms/step - loss: 0.4605 - accuracy: 0.7861 - val_loss: 0.4056 - val_accuracy: 0.8136
Epoch 3/50

  1/296 [..............................] - ETA: 15s - loss: 0.3224 - accuracy: 0.9375
  2/296 [..............................] - ETA: 17s - loss: 0.3859 - accuracy: 0.8125
  3/296 [..............................] - ETA: 16s - loss: 0.3962 - accuracy: 0.8542
  4/296 [..............................] - ETA: 15s - loss: 0.3813 - accuracy: 0.8594
  5/296 [..............................] - ETA: 15s - loss: 0.3875 - accuracy: 0.8625
  7/296 [..............................] - ETA: 15s - loss: 0.4362 - accuracy: 0.8393
  8/296 [..............................] - ETA: 15s - loss: 0.4223 - accuracy: 0.8438
  9/296 [..............................] - ETA: 14s - loss: 0.4077 - accuracy: 0.8472
 10/296 [>.............................] - ETA: 14s - loss: 0.4025 - accuracy: 0.8500
 12/296 [>.............................] - ETA: 14s - loss: 0.4312 - accuracy: 0.8385
 13/296 [>.............................] - ETA: 14s - loss: 0.4224 - accuracy: 0.8365
 14/296 [>.............................] - ETA: 14s - loss: 0.4388 - accuracy: 0.8214
 15/296 [>.............................] - ETA: 14s - loss: 0.4356 - accuracy: 0.8250
 16/296 [>.............................] - ETA: 14s - loss: 0.4446 - accuracy: 0.8164
 17/296 [>.............................] - ETA: 14s - loss: 0.4418 - accuracy: 0.8199
 18/296 [>.............................] - ETA: 14s - loss: 0.4372 - accuracy: 0.8229
 19/296 [>.............................] - ETA: 14s - loss: 0.4392 - accuracy: 0.8191
 20/296 [=>............................] - ETA: 14s - loss: 0.4413 - accuracy: 0.8125
 21/296 [=>............................] - ETA: 14s - loss: 0.4421 - accuracy: 0.8125
 22/296 [=>............................] - ETA: 14s - loss: 0.4355 - accuracy: 0.8182
 23/296 [=>............................] - ETA: 14s - loss: 0.4346 - accuracy: 0.8152
 24/296 [=>............................] - ETA: 14s - loss: 0.4345 - accuracy: 0.8151
 25/296 [=>............................] - ETA: 14s - loss: 0.4358 - accuracy: 0.8125
 26/296 [=>............................] - ETA: 13s - loss: 0.4366 - accuracy: 0.8125
 27/296 [=>............................] - ETA: 13s - loss: 0.4438 - accuracy: 0.8102
 28/296 [=>............................] - ETA: 13s - loss: 0.4496 - accuracy: 0.8058
 29/296 [=>............................] - ETA: 13s - loss: 0.4477 - accuracy: 0.8060
 31/296 [==>...........................] - ETA: 13s - loss: 0.4454 - accuracy: 0.8065
 32/296 [==>...........................] - ETA: 13s - loss: 0.4422 - accuracy: 0.8086
 33/296 [==>...........................] - ETA: 13s - loss: 0.4446 - accuracy: 0.8068
 34/296 [==>...........................] - ETA: 13s - loss: 0.4438 - accuracy: 0.8070
 35/296 [==>...........................] - ETA: 13s - loss: 0.4494 - accuracy: 0.8036
 36/296 [==>...........................] - ETA: 13s - loss: 0.4455 - accuracy: 0.8073
 37/296 [==>...........................] - ETA: 13s - loss: 0.4433 - accuracy: 0.8057
 38/296 [==>...........................] - ETA: 13s - loss: 0.4491 - accuracy: 0.7993
 39/296 [==>...........................] - ETA: 13s - loss: 0.4444 - accuracy: 0.8013
 40/296 [===>..........................] - ETA: 13s - loss: 0.4439 - accuracy: 0.8000
 41/296 [===>..........................] - ETA: 13s - loss: 0.4498 - accuracy: 0.7973
 42/296 [===>..........................] - ETA: 13s - loss: 0.4463 - accuracy: 0.7976
 43/296 [===>..........................] - ETA: 13s - loss: 0.4484 - accuracy: 0.7965
 44/296 [===>..........................] - ETA: 13s - loss: 0.4459 - accuracy: 0.7983
 45/296 [===>..........................] - ETA: 13s - loss: 0.4482 - accuracy: 0.7972
 46/296 [===>..........................] - ETA: 13s - loss: 0.4503 - accuracy: 0.7976
 47/296 [===>..........................] - ETA: 13s - loss: 0.4521 - accuracy: 0.7952
 48/296 [===>..........................] - ETA: 12s - loss: 0.4503 - accuracy: 0.7956
 50/296 [====>.........................] - ETA: 12s - loss: 0.4529 - accuracy: 0.7937
 51/296 [====>.........................] - ETA: 12s - loss: 0.4525 - accuracy: 0.7941
 52/296 [====>.........................] - ETA: 12s - loss: 0.4517 - accuracy: 0.7945
 53/296 [====>.........................] - ETA: 12s - loss: 0.4515 - accuracy: 0.7925
 54/296 [====>.........................] - ETA: 12s - loss: 0.4497 - accuracy: 0.7951
 55/296 [====>.........................] - ETA: 12s - loss: 0.4477 - accuracy: 0.7966
 56/296 [====>.........................] - ETA: 12s - loss: 0.4487 - accuracy: 0.7958
 57/296 [====>.........................] - ETA: 12s - loss: 0.4456 - accuracy: 0.7961
 58/296 [====>.........................] - ETA: 12s - loss: 0.4462 - accuracy: 0.7953
 59/296 [====>.........................] - ETA: 12s - loss: 0.4415 - accuracy: 0.7987
 60/296 [=====>........................] - ETA: 12s - loss: 0.4398 - accuracy: 0.7990
 61/296 [=====>........................] - ETA: 12s - loss: 0.4409 - accuracy: 0.7971
 62/296 [=====>........................] - ETA: 12s - loss: 0.4380 - accuracy: 0.7994
 64/296 [=====>........................] - ETA: 12s - loss: 0.4327 - accuracy: 0.8027
 65/296 [=====>........................] - ETA: 11s - loss: 0.4335 - accuracy: 0.8019
 66/296 [=====>........................] - ETA: 11s - loss: 0.4304 - accuracy: 0.8040
 67/296 [=====>........................] - ETA: 11s - loss: 0.4287 - accuracy: 0.8050
 68/296 [=====>........................] - ETA: 11s - loss: 0.4274 - accuracy: 0.8042
 69/296 [=====>........................] - ETA: 11s - loss: 0.4259 - accuracy: 0.8053
 71/296 [======>.......................] - ETA: 11s - loss: 0.4319 - accuracy: 0.8037
 72/296 [======>.......................] - ETA: 11s - loss: 0.4361 - accuracy: 0.8021
 73/296 [======>.......................] - ETA: 11s - loss: 0.4363 - accuracy: 0.8014
 74/296 [======>.......................] - ETA: 11s - loss: 0.4378 - accuracy: 0.7998
 75/296 [======>.......................] - ETA: 11s - loss: 0.4404 - accuracy: 0.7967
 77/296 [======>.......................] - ETA: 11s - loss: 0.4439 - accuracy: 0.7930
 78/296 [======>.......................] - ETA: 11s - loss: 0.4447 - accuracy: 0.7925
 80/296 [=======>......................] - ETA: 11s - loss: 0.4476 - accuracy: 0.7906
 81/296 [=======>......................] - ETA: 11s - loss: 0.4488 - accuracy: 0.7894
 82/296 [=======>......................] - ETA: 11s - loss: 0.4493 - accuracy: 0.7896
 83/296 [=======>......................] - ETA: 11s - loss: 0.4495 - accuracy: 0.7892
 84/296 [=======>......................] - ETA: 10s - loss: 0.4503 - accuracy: 0.7879
 86/296 [=======>......................] - ETA: 10s - loss: 0.4503 - accuracy: 0.7892
 87/296 [=======>......................] - ETA: 10s - loss: 0.4494 - accuracy: 0.7902
 89/296 [========>.....................] - ETA: 10s - loss: 0.4479 - accuracy: 0.7914
 91/296 [========>.....................] - ETA: 10s - loss: 0.4462 - accuracy: 0.7926
 92/296 [========>.....................] - ETA: 10s - loss: 0.4472 - accuracy: 0.7921
 93/296 [========>.....................] - ETA: 10s - loss: 0.4463 - accuracy: 0.7923
 94/296 [========>.....................] - ETA: 10s - loss: 0.4461 - accuracy: 0.7926
 95/296 [========>.....................] - ETA: 10s - loss: 0.4471 - accuracy: 0.7928
 96/296 [========>.....................] - ETA: 10s - loss: 0.4453 - accuracy: 0.7930
 97/296 [========>.....................] - ETA: 10s - loss: 0.4448 - accuracy: 0.7938
 98/296 [========>.....................] - ETA: 10s - loss: 0.4455 - accuracy: 0.7927
 99/296 [=========>....................] - ETA: 10s - loss: 0.4473 - accuracy: 0.7923
100/296 [=========>....................] - ETA: 10s - loss: 0.4468 - accuracy: 0.7925
101/296 [=========>....................] - ETA: 10s - loss: 0.4466 - accuracy: 0.7927
102/296 [=========>....................] - ETA: 10s - loss: 0.4462 - accuracy: 0.7923
103/296 [=========>....................] - ETA: 9s - loss: 0.4462 - accuracy: 0.7907 
104/296 [=========>....................] - ETA: 9s - loss: 0.4469 - accuracy: 0.7903
106/296 [=========>....................] - ETA: 9s - loss: 0.4470 - accuracy: 0.7889
107/296 [=========>....................] - ETA: 9s - loss: 0.4467 - accuracy: 0.7897
108/296 [=========>....................] - ETA: 9s - loss: 0.4477 - accuracy: 0.7888
109/296 [==========>...................] - ETA: 9s - loss: 0.4490 - accuracy: 0.7878
110/296 [==========>...................] - ETA: 9s - loss: 0.4475 - accuracy: 0.7892
112/296 [==========>...................] - ETA: 9s - loss: 0.4484 - accuracy: 0.7885
113/296 [==========>...................] - ETA: 9s - loss: 0.4497 - accuracy: 0.7893
115/296 [==========>...................] - ETA: 9s - loss: 0.4520 - accuracy: 0.7880
116/296 [==========>...................] - ETA: 9s - loss: 0.4508 - accuracy: 0.7883
117/296 [==========>...................] - ETA: 9s - loss: 0.4514 - accuracy: 0.7874
118/296 [==========>...................] - ETA: 9s - loss: 0.4519 - accuracy: 0.7865
119/296 [===========>..................] - ETA: 9s - loss: 0.4502 - accuracy: 0.7883
120/296 [===========>..................] - ETA: 9s - loss: 0.4518 - accuracy: 0.7880
121/296 [===========>..................] - ETA: 9s - loss: 0.4520 - accuracy: 0.7877
123/296 [===========>..................] - ETA: 8s - loss: 0.4501 - accuracy: 0.7896
124/296 [===========>..................] - ETA: 8s - loss: 0.4495 - accuracy: 0.7898
125/296 [===========>..................] - ETA: 8s - loss: 0.4496 - accuracy: 0.7895
126/296 [===========>..................] - ETA: 8s - loss: 0.4483 - accuracy: 0.7902
127/296 [===========>..................] - ETA: 8s - loss: 0.4472 - accuracy: 0.7899
129/296 [============>.................] - ETA: 8s - loss: 0.4487 - accuracy: 0.7892
130/296 [============>.................] - ETA: 8s - loss: 0.4496 - accuracy: 0.7889
131/296 [============>.................] - ETA: 8s - loss: 0.4488 - accuracy: 0.7891
133/296 [============>.................] - ETA: 8s - loss: 0.4482 - accuracy: 0.7895
135/296 [============>.................] - ETA: 8s - loss: 0.4481 - accuracy: 0.7894
136/296 [============>.................] - ETA: 8s - loss: 0.4479 - accuracy: 0.7895
137/296 [============>.................] - ETA: 8s - loss: 0.4471 - accuracy: 0.7906
138/296 [============>.................] - ETA: 8s - loss: 0.4472 - accuracy: 0.7899
140/296 [=============>................] - ETA: 8s - loss: 0.4482 - accuracy: 0.7888
141/296 [=============>................] - ETA: 7s - loss: 0.4498 - accuracy: 0.7877
143/296 [=============>................] - ETA: 7s - loss: 0.4492 - accuracy: 0.7889
145/296 [=============>................] - ETA: 7s - loss: 0.4478 - accuracy: 0.7905
146/296 [=============>................] - ETA: 7s - loss: 0.4467 - accuracy: 0.7911
147/296 [=============>................] - ETA: 7s - loss: 0.4448 - accuracy: 0.7921
148/296 [==============>...............] - ETA: 7s - loss: 0.4441 - accuracy: 0.7927
149/296 [==============>...............] - ETA: 7s - loss: 0.4457 - accuracy: 0.7915
150/296 [==============>...............] - ETA: 7s - loss: 0.4454 - accuracy: 0.7921
152/296 [==============>...............] - ETA: 7s - loss: 0.4448 - accuracy: 0.7928
153/296 [==============>...............] - ETA: 7s - loss: 0.4455 - accuracy: 0.7929
154/296 [==============>...............] - ETA: 7s - loss: 0.4444 - accuracy: 0.7938
156/296 [==============>...............] - ETA: 7s - loss: 0.4453 - accuracy: 0.7937
157/296 [==============>...............] - ETA: 7s - loss: 0.4471 - accuracy: 0.7930
158/296 [===============>..............] - ETA: 7s - loss: 0.4472 - accuracy: 0.7931
159/296 [===============>..............] - ETA: 7s - loss: 0.4490 - accuracy: 0.7917
161/296 [===============>..............] - ETA: 6s - loss: 0.4482 - accuracy: 0.7923
162/296 [===============>..............] - ETA: 6s - loss: 0.4501 - accuracy: 0.7905
164/296 [===============>..............] - ETA: 6s - loss: 0.4523 - accuracy: 0.7881
165/296 [===============>..............] - ETA: 6s - loss: 0.4528 - accuracy: 0.7875
166/296 [===============>..............] - ETA: 6s - loss: 0.4528 - accuracy: 0.7880
168/296 [================>.............] - ETA: 6s - loss: 0.4533 - accuracy: 0.7876
169/296 [================>.............] - ETA: 6s - loss: 0.4536 - accuracy: 0.7881
171/296 [================>.............] - ETA: 6s - loss: 0.4535 - accuracy: 0.7884
172/296 [================>.............] - ETA: 6s - loss: 0.4543 - accuracy: 0.7874
174/296 [================>.............] - ETA: 6s - loss: 0.4544 - accuracy: 0.7870
176/296 [================>.............] - ETA: 6s - loss: 0.4540 - accuracy: 0.7866
177/296 [================>.............] - ETA: 6s - loss: 0.4536 - accuracy: 0.7871
179/296 [=================>............] - ETA: 6s - loss: 0.4538 - accuracy: 0.7870
181/296 [=================>............] - ETA: 5s - loss: 0.4528 - accuracy: 0.7876
182/296 [=================>............] - ETA: 5s - loss: 0.4512 - accuracy: 0.7885
184/296 [=================>............] - ETA: 5s - loss: 0.4524 - accuracy: 0.7877
185/296 [=================>............] - ETA: 5s - loss: 0.4556 - accuracy: 0.7861
186/296 [=================>............] - ETA: 5s - loss: 0.4551 - accuracy: 0.7863
188/296 [==================>...........] - ETA: 5s - loss: 0.4530 - accuracy: 0.7876
189/296 [==================>...........] - ETA: 5s - loss: 0.4535 - accuracy: 0.7874
190/296 [==================>...........] - ETA: 5s - loss: 0.4539 - accuracy: 0.7872
191/296 [==================>...........] - ETA: 5s - loss: 0.4536 - accuracy: 0.7870
192/296 [==================>...........] - ETA: 5s - loss: 0.4534 - accuracy: 0.7874
193/296 [==================>...........] - ETA: 5s - loss: 0.4531 - accuracy: 0.7876
194/296 [==================>...........] - ETA: 5s - loss: 0.4539 - accuracy: 0.7867
195/296 [==================>...........] - ETA: 5s - loss: 0.4539 - accuracy: 0.7872
196/296 [==================>...........] - ETA: 5s - loss: 0.4536 - accuracy: 0.7870
197/296 [==================>...........] - ETA: 5s - loss: 0.4540 - accuracy: 0.7862
198/296 [===================>..........] - ETA: 5s - loss: 0.4532 - accuracy: 0.7866
199/296 [===================>..........] - ETA: 5s - loss: 0.4535 - accuracy: 0.7867
200/296 [===================>..........] - ETA: 4s - loss: 0.4549 - accuracy: 0.7859
201/296 [===================>..........] - ETA: 4s - loss: 0.4541 - accuracy: 0.7864
202/296 [===================>..........] - ETA: 4s - loss: 0.4537 - accuracy: 0.7865
203/296 [===================>..........] - ETA: 4s - loss: 0.4526 - accuracy: 0.7869
204/296 [===================>..........] - ETA: 4s - loss: 0.4522 - accuracy: 0.7871
205/296 [===================>..........] - ETA: 4s - loss: 0.4515 - accuracy: 0.7875
206/296 [===================>..........] - ETA: 4s - loss: 0.4505 - accuracy: 0.7879
207/296 [===================>..........] - ETA: 4s - loss: 0.4505 - accuracy: 0.7883
208/296 [====================>.........] - ETA: 4s - loss: 0.4496 - accuracy: 0.7888
210/296 [====================>.........] - ETA: 4s - loss: 0.4479 - accuracy: 0.7890
211/296 [====================>.........] - ETA: 4s - loss: 0.4480 - accuracy: 0.7894
212/296 [====================>.........] - ETA: 4s - loss: 0.4482 - accuracy: 0.7895
213/296 [====================>.........] - ETA: 4s - loss: 0.4488 - accuracy: 0.7899
214/296 [====================>.........] - ETA: 4s - loss: 0.4489 - accuracy: 0.7894
215/296 [====================>.........] - ETA: 4s - loss: 0.4489 - accuracy: 0.7890
216/296 [====================>.........] - ETA: 4s - loss: 0.4486 - accuracy: 0.7888
217/296 [====================>.........] - ETA: 4s - loss: 0.4495 - accuracy: 0.7886
219/296 [=====================>........] - ETA: 3s - loss: 0.4499 - accuracy: 0.7882
220/296 [=====================>........] - ETA: 3s - loss: 0.4491 - accuracy: 0.7884
221/296 [=====================>........] - ETA: 3s - loss: 0.4486 - accuracy: 0.7887
223/296 [=====================>........] - ETA: 3s - loss: 0.4478 - accuracy: 0.7890
225/296 [=====================>........] - ETA: 3s - loss: 0.4459 - accuracy: 0.7903
227/296 [======================>.......] - ETA: 3s - loss: 0.4463 - accuracy: 0.7902
229/296 [======================>.......] - ETA: 3s - loss: 0.4455 - accuracy: 0.7907
230/296 [======================>.......] - ETA: 3s - loss: 0.4446 - accuracy: 0.7913
231/296 [======================>.......] - ETA: 3s - loss: 0.4443 - accuracy: 0.7919
232/296 [======================>.......] - ETA: 3s - loss: 0.4450 - accuracy: 0.7915
233/296 [======================>.......] - ETA: 3s - loss: 0.4444 - accuracy: 0.7918
234/296 [======================>.......] - ETA: 3s - loss: 0.4441 - accuracy: 0.7919
235/296 [======================>.......] - ETA: 3s - loss: 0.4435 - accuracy: 0.7923
236/296 [======================>.......] - ETA: 3s - loss: 0.4436 - accuracy: 0.7918
237/296 [=======================>......] - ETA: 3s - loss: 0.4428 - accuracy: 0.7922
239/296 [=======================>......] - ETA: 2s - loss: 0.4428 - accuracy: 0.7924
240/296 [=======================>......] - ETA: 2s - loss: 0.4435 - accuracy: 0.7919
242/296 [=======================>......] - ETA: 2s - loss: 0.4441 - accuracy: 0.7913
243/296 [=======================>......] - ETA: 2s - loss: 0.4447 - accuracy: 0.7906
244/296 [=======================>......] - ETA: 2s - loss: 0.4440 - accuracy: 0.7912
246/296 [=======================>......] - ETA: 2s - loss: 0.4446 - accuracy: 0.7904
248/296 [========================>.....] - ETA: 2s - loss: 0.4439 - accuracy: 0.7906
249/296 [========================>.....] - ETA: 2s - loss: 0.4436 - accuracy: 0.7909
250/296 [========================>.....] - ETA: 2s - loss: 0.4436 - accuracy: 0.7910
252/296 [========================>.....] - ETA: 2s - loss: 0.4436 - accuracy: 0.7909
253/296 [========================>.....] - ETA: 2s - loss: 0.4438 - accuracy: 0.7908
254/296 [========================>.....] - ETA: 2s - loss: 0.4435 - accuracy: 0.7908
255/296 [========================>.....] - ETA: 2s - loss: 0.4431 - accuracy: 0.7909
256/296 [========================>.....] - ETA: 2s - loss: 0.4433 - accuracy: 0.7905
257/296 [=========================>....] - ETA: 2s - loss: 0.4432 - accuracy: 0.7906
259/296 [=========================>....] - ETA: 1s - loss: 0.4421 - accuracy: 0.7905
261/296 [=========================>....] - ETA: 1s - loss: 0.4418 - accuracy: 0.7907
262/296 [=========================>....] - ETA: 1s - loss: 0.4411 - accuracy: 0.7915
264/296 [=========================>....] - ETA: 1s - loss: 0.4407 - accuracy: 0.7921
265/296 [=========================>....] - ETA: 1s - loss: 0.4410 - accuracy: 0.7920
267/296 [==========================>...] - ETA: 1s - loss: 0.4400 - accuracy: 0.7928
268/296 [==========================>...] - ETA: 1s - loss: 0.4403 - accuracy: 0.7927
269/296 [==========================>...] - ETA: 1s - loss: 0.4398 - accuracy: 0.7930
270/296 [==========================>...] - ETA: 1s - loss: 0.4391 - accuracy: 0.7933
272/296 [==========================>...] - ETA: 1s - loss: 0.4382 - accuracy: 0.7943
273/296 [==========================>...] - ETA: 1s - loss: 0.4377 - accuracy: 0.7944
274/296 [==========================>...] - ETA: 1s - loss: 0.4368 - accuracy: 0.7949
275/296 [==========================>...] - ETA: 1s - loss: 0.4390 - accuracy: 0.7945
276/296 [==========================>...] - ETA: 1s - loss: 0.4399 - accuracy: 0.7944
277/296 [===========================>..] - ETA: 0s - loss: 0.4399 - accuracy: 0.7944
278/296 [===========================>..] - ETA: 0s - loss: 0.4408 - accuracy: 0.7941
280/296 [===========================>..] - ETA: 0s - loss: 0.4415 - accuracy: 0.7937
281/296 [===========================>..] - ETA: 0s - loss: 0.4425 - accuracy: 0.7931
283/296 [===========================>..] - ETA: 0s - loss: 0.4413 - accuracy: 0.7937
284/296 [===========================>..] - ETA: 0s - loss: 0.4412 - accuracy: 0.7940
285/296 [===========================>..] - ETA: 0s - loss: 0.4415 - accuracy: 0.7934
286/296 [===========================>..] - ETA: 0s - loss: 0.4418 - accuracy: 0.7931
288/296 [============================>.] - ETA: 0s - loss: 0.4428 - accuracy: 0.7917
289/296 [============================>.] - ETA: 0s - loss: 0.4431 - accuracy: 0.7915
290/296 [============================>.] - ETA: 0s - loss: 0.4427 - accuracy: 0.7916
291/296 [============================>.] - ETA: 0s - loss: 0.4428 - accuracy: 0.7917
293/296 [============================>.] - ETA: 0s - loss: 0.4432 - accuracy: 0.7914
294/296 [============================>.] - ETA: 0s - loss: 0.4433 - accuracy: 0.7915
295/296 [============================>.] - ETA: 0s - loss: 0.4436 - accuracy: 0.7909
296/296 [==============================] - 15s 51ms/step - loss: 0.4439 - accuracy: 0.7903

296/296 [==============================] - 16s 55ms/step - loss: 0.4439 - accuracy: 0.7903 - val_loss: 0.4226 - val_accuracy: 0.8218
Epoch 4/50

  1/296 [..............................] - ETA: 14s - loss: 0.3968 - accuracy: 0.8750
  3/296 [..............................] - ETA: 14s - loss: 0.4495 - accuracy: 0.8125
  5/296 [..............................] - ETA: 14s - loss: 0.4015 - accuracy: 0.8625
  7/296 [..............................] - ETA: 14s - loss: 0.3551 - accuracy: 0.8929
  8/296 [..............................] - ETA: 14s - loss: 0.3608 - accuracy: 0.8750
 10/296 [>.............................] - ETA: 14s - loss: 0.3824 - accuracy: 0.8625
 11/296 [>.............................] - ETA: 14s - loss: 0.3751 - accuracy: 0.8580
 12/296 [>.............................] - ETA: 14s - loss: 0.3774 - accuracy: 0.8542
 13/296 [>.............................] - ETA: 14s - loss: 0.4089 - accuracy: 0.8413
 15/296 [>.............................] - ETA: 14s - loss: 0.4060 - accuracy: 0.8417
 16/296 [>.............................] - ETA: 14s - loss: 0.4173 - accuracy: 0.8320
 17/296 [>.............................] - ETA: 14s - loss: 0.4125 - accuracy: 0.8346
 18/296 [>.............................] - ETA: 14s - loss: 0.4170 - accuracy: 0.8299
 19/296 [>.............................] - ETA: 14s - loss: 0.4088 - accuracy: 0.8355
 20/296 [=>............................] - ETA: 13s - loss: 0.4225 - accuracy: 0.8250
 21/296 [=>............................] - ETA: 13s - loss: 0.4254 - accuracy: 0.8244
 22/296 [=>............................] - ETA: 13s - loss: 0.4219 - accuracy: 0.8210
 23/296 [=>............................] - ETA: 13s - loss: 0.4301 - accuracy: 0.8179
 24/296 [=>............................] - ETA: 13s - loss: 0.4291 - accuracy: 0.8099
 25/296 [=>............................] - ETA: 13s - loss: 0.4281 - accuracy: 0.8075
 26/296 [=>............................] - ETA: 13s - loss: 0.4303 - accuracy: 0.8053
 27/296 [=>............................] - ETA: 13s - loss: 0.4293 - accuracy: 0.8056
 28/296 [=>............................] - ETA: 13s - loss: 0.4298 - accuracy: 0.8080
 29/296 [=>............................] - ETA: 13s - loss: 0.4327 - accuracy: 0.8039
 30/296 [==>...........................] - ETA: 13s - loss: 0.4322 - accuracy: 0.8021
 31/296 [==>...........................] - ETA: 13s - loss: 0.4289 - accuracy: 0.8044
 32/296 [==>...........................] - ETA: 13s - loss: 0.4375 - accuracy: 0.7988
 33/296 [==>...........................] - ETA: 13s - loss: 0.4318 - accuracy: 0.8030
 34/296 [==>...........................] - ETA: 13s - loss: 0.4358 - accuracy: 0.8015
 35/296 [==>...........................] - ETA: 13s - loss: 0.4345 - accuracy: 0.8000
 36/296 [==>...........................] - ETA: 13s - loss: 0.4372 - accuracy: 0.7951
 37/296 [==>...........................] - ETA: 13s - loss: 0.4369 - accuracy: 0.7956
 38/296 [==>...........................] - ETA: 13s - loss: 0.4357 - accuracy: 0.7944
 39/296 [==>...........................] - ETA: 13s - loss: 0.4376 - accuracy: 0.7933
 40/296 [===>..........................] - ETA: 13s - loss: 0.4384 - accuracy: 0.7937
 42/296 [===>..........................] - ETA: 12s - loss: 0.4433 - accuracy: 0.7932
 44/296 [===>..........................] - ETA: 12s - loss: 0.4427 - accuracy: 0.7926
 45/296 [===>..........................] - ETA: 12s - loss: 0.4449 - accuracy: 0.7917
 46/296 [===>..........................] - ETA: 12s - loss: 0.4445 - accuracy: 0.7935
 48/296 [===>..........................] - ETA: 12s - loss: 0.4475 - accuracy: 0.7891
 49/296 [===>..........................] - ETA: 12s - loss: 0.4458 - accuracy: 0.7895
 51/296 [====>.........................] - ETA: 12s - loss: 0.4472 - accuracy: 0.7880
 52/296 [====>.........................] - ETA: 12s - loss: 0.4443 - accuracy: 0.7897
 53/296 [====>.........................] - ETA: 12s - loss: 0.4489 - accuracy: 0.7889
 54/296 [====>.........................] - ETA: 12s - loss: 0.4488 - accuracy: 0.7894
 55/296 [====>.........................] - ETA: 12s - loss: 0.4510 - accuracy: 0.7886
 56/296 [====>.........................] - ETA: 12s - loss: 0.4549 - accuracy: 0.7857
 58/296 [====>.........................] - ETA: 12s - loss: 0.4594 - accuracy: 0.7856
 59/296 [====>.........................] - ETA: 12s - loss: 0.4605 - accuracy: 0.7850
 60/296 [=====>........................] - ETA: 11s - loss: 0.4618 - accuracy: 0.7844
 62/296 [=====>........................] - ETA: 11s - loss: 0.4665 - accuracy: 0.7833
 63/296 [=====>........................] - ETA: 11s - loss: 0.4654 - accuracy: 0.7837
 65/296 [=====>........................] - ETA: 11s - loss: 0.4652 - accuracy: 0.7846
 66/296 [=====>........................] - ETA: 11s - loss: 0.4641 - accuracy: 0.7869
 67/296 [=====>........................] - ETA: 11s - loss: 0.4654 - accuracy: 0.7854
 68/296 [=====>........................] - ETA: 11s - loss: 0.4662 - accuracy: 0.7858
 69/296 [=====>........................] - ETA: 11s - loss: 0.4654 - accuracy: 0.7862
 71/296 [======>.......................] - ETA: 11s - loss: 0.4635 - accuracy: 0.7870
 72/296 [======>.......................] - ETA: 11s - loss: 0.4628 - accuracy: 0.7873
 73/296 [======>.......................] - ETA: 11s - loss: 0.4640 - accuracy: 0.7868
 74/296 [======>.......................] - ETA: 11s - loss: 0.4612 - accuracy: 0.7889
 75/296 [======>.......................] - ETA: 11s - loss: 0.4630 - accuracy: 0.7875
 76/296 [======>.......................] - ETA: 11s - loss: 0.4627 - accuracy: 0.7878
 78/296 [======>.......................] - ETA: 11s - loss: 0.4627 - accuracy: 0.7869
 79/296 [=======>......................] - ETA: 11s - loss: 0.4615 - accuracy: 0.7872
 80/296 [=======>......................] - ETA: 10s - loss: 0.4587 - accuracy: 0.7891
 82/296 [=======>......................] - ETA: 10s - loss: 0.4575 - accuracy: 0.7881
 83/296 [=======>......................] - ETA: 10s - loss: 0.4558 - accuracy: 0.7892
 84/296 [=======>......................] - ETA: 10s - loss: 0.4535 - accuracy: 0.7909
 86/296 [=======>......................] - ETA: 10s - loss: 0.4494 - accuracy: 0.7936
 87/296 [=======>......................] - ETA: 10s - loss: 0.4484 - accuracy: 0.7945
 88/296 [=======>......................] - ETA: 10s - loss: 0.4460 - accuracy: 0.7955
 89/296 [========>.....................] - ETA: 10s - loss: 0.4451 - accuracy: 0.7942
 90/296 [========>.....................] - ETA: 10s - loss: 0.4471 - accuracy: 0.7924
 91/296 [========>.....................] - ETA: 10s - loss: 0.4481 - accuracy: 0.7926
 92/296 [========>.....................] - ETA: 10s - loss: 0.4458 - accuracy: 0.7942
 93/296 [========>.....................] - ETA: 10s - loss: 0.4434 - accuracy: 0.7957
 94/296 [========>.....................] - ETA: 10s - loss: 0.4442 - accuracy: 0.7952
 95/296 [========>.....................] - ETA: 10s - loss: 0.4438 - accuracy: 0.7954
 96/296 [========>.....................] - ETA: 10s - loss: 0.4442 - accuracy: 0.7962
 97/296 [========>.....................] - ETA: 10s - loss: 0.4438 - accuracy: 0.7957
 98/296 [========>.....................] - ETA: 10s - loss: 0.4420 - accuracy: 0.7966
 99/296 [=========>....................] - ETA: 10s - loss: 0.4404 - accuracy: 0.7973
100/296 [=========>....................] - ETA: 9s - loss: 0.4389 - accuracy: 0.7975 
101/296 [=========>....................] - ETA: 9s - loss: 0.4416 - accuracy: 0.7970
102/296 [=========>....................] - ETA: 9s - loss: 0.4409 - accuracy: 0.7972
103/296 [=========>....................] - ETA: 9s - loss: 0.4407 - accuracy: 0.7967
104/296 [=========>....................] - ETA: 9s - loss: 0.4399 - accuracy: 0.7963
105/296 [=========>....................] - ETA: 9s - loss: 0.4378 - accuracy: 0.7976
106/296 [=========>....................] - ETA: 9s - loss: 0.4391 - accuracy: 0.7960
107/296 [=========>....................] - ETA: 9s - loss: 0.4368 - accuracy: 0.7973
108/296 [=========>....................] - ETA: 9s - loss: 0.4414 - accuracy: 0.7957
110/296 [==========>...................] - ETA: 9s - loss: 0.4370 - accuracy: 0.7989
111/296 [==========>...................] - ETA: 9s - loss: 0.4350 - accuracy: 0.8001
112/296 [==========>...................] - ETA: 9s - loss: 0.4333 - accuracy: 0.8013
114/296 [==========>...................] - ETA: 9s - loss: 0.4318 - accuracy: 0.8021
115/296 [==========>...................] - ETA: 9s - loss: 0.4310 - accuracy: 0.8027
116/296 [==========>...................] - ETA: 9s - loss: 0.4302 - accuracy: 0.8033
117/296 [==========>...................] - ETA: 9s - loss: 0.4304 - accuracy: 0.8040
118/296 [==========>...................] - ETA: 9s - loss: 0.4301 - accuracy: 0.8040
119/296 [===========>..................] - ETA: 9s - loss: 0.4309 - accuracy: 0.8025
120/296 [===========>..................] - ETA: 8s - loss: 0.4323 - accuracy: 0.8010
121/296 [===========>..................] - ETA: 8s - loss: 0.4321 - accuracy: 0.8011
123/296 [===========>..................] - ETA: 8s - loss: 0.4300 - accuracy: 0.8018
125/296 [===========>..................] - ETA: 8s - loss: 0.4288 - accuracy: 0.8025
126/296 [===========>..................] - ETA: 8s - loss: 0.4290 - accuracy: 0.8021
127/296 [===========>..................] - ETA: 8s - loss: 0.4290 - accuracy: 0.8022
128/296 [===========>..................] - ETA: 8s - loss: 0.4294 - accuracy: 0.8032
129/296 [============>.................] - ETA: 8s - loss: 0.4279 - accuracy: 0.8038
130/296 [============>.................] - ETA: 8s - loss: 0.4284 - accuracy: 0.8034
131/296 [============>.................] - ETA: 8s - loss: 0.4279 - accuracy: 0.8034
132/296 [============>.................] - ETA: 8s - loss: 0.4284 - accuracy: 0.8030
133/296 [============>.................] - ETA: 8s - loss: 0.4285 - accuracy: 0.8031
134/296 [============>.................] - ETA: 8s - loss: 0.4283 - accuracy: 0.8032
135/296 [============>.................] - ETA: 8s - loss: 0.4281 - accuracy: 0.8028
136/296 [============>.................] - ETA: 8s - loss: 0.4290 - accuracy: 0.8028
137/296 [============>.................] - ETA: 8s - loss: 0.4297 - accuracy: 0.8025
138/296 [============>.................] - ETA: 8s - loss: 0.4287 - accuracy: 0.8030
140/296 [=============>................] - ETA: 7s - loss: 0.4294 - accuracy: 0.8027
141/296 [=============>................] - ETA: 7s - loss: 0.4292 - accuracy: 0.8023
143/296 [=============>................] - ETA: 7s - loss: 0.4297 - accuracy: 0.8016
145/296 [=============>................] - ETA: 7s - loss: 0.4315 - accuracy: 0.8004
146/296 [=============>................] - ETA: 7s - loss: 0.4308 - accuracy: 0.8014
147/296 [=============>................] - ETA: 7s - loss: 0.4295 - accuracy: 0.8019
148/296 [==============>...............] - ETA: 7s - loss: 0.4292 - accuracy: 0.8015
149/296 [==============>...............] - ETA: 7s - loss: 0.4286 - accuracy: 0.8016
151/296 [==============>...............] - ETA: 7s - loss: 0.4299 - accuracy: 0.8009
152/296 [==============>...............] - ETA: 7s - loss: 0.4289 - accuracy: 0.8014
154/296 [==============>...............] - ETA: 7s - loss: 0.4305 - accuracy: 0.8003
155/296 [==============>...............] - ETA: 7s - loss: 0.4292 - accuracy: 0.8012
156/296 [==============>...............] - ETA: 7s - loss: 0.4304 - accuracy: 0.7993
157/296 [==============>...............] - ETA: 7s - loss: 0.4315 - accuracy: 0.7994
158/296 [===============>..............] - ETA: 7s - loss: 0.4325 - accuracy: 0.7991
159/296 [===============>..............] - ETA: 6s - loss: 0.4330 - accuracy: 0.7987
160/296 [===============>..............] - ETA: 6s - loss: 0.4322 - accuracy: 0.7988
161/296 [===============>..............] - ETA: 6s - loss: 0.4319 - accuracy: 0.7989
163/296 [===============>..............] - ETA: 6s - loss: 0.4319 - accuracy: 0.7987
164/296 [===============>..............] - ETA: 6s - loss: 0.4319 - accuracy: 0.7992
165/296 [===============>..............] - ETA: 6s - loss: 0.4338 - accuracy: 0.7985
167/296 [===============>..............] - ETA: 6s - loss: 0.4329 - accuracy: 0.7994
168/296 [================>.............] - ETA: 6s - loss: 0.4333 - accuracy: 0.7995
169/296 [================>.............] - ETA: 6s - loss: 0.4343 - accuracy: 0.7988
170/296 [================>.............] - ETA: 6s - loss: 0.4348 - accuracy: 0.7982
171/296 [================>.............] - ETA: 6s - loss: 0.4342 - accuracy: 0.7986
173/296 [================>.............] - ETA: 6s - loss: 0.4349 - accuracy: 0.7977
174/296 [================>.............] - ETA: 6s - loss: 0.4365 - accuracy: 0.7967
175/296 [================>.............] - ETA: 6s - loss: 0.4357 - accuracy: 0.7971
176/296 [================>.............] - ETA: 6s - loss: 0.4354 - accuracy: 0.7979
178/296 [=================>............] - ETA: 5s - loss: 0.4361 - accuracy: 0.7985
180/296 [=================>............] - ETA: 5s - loss: 0.4365 - accuracy: 0.7983
181/296 [=================>............] - ETA: 5s - loss: 0.4352 - accuracy: 0.7994
182/296 [=================>............] - ETA: 5s - loss: 0.4348 - accuracy: 0.7995
183/296 [=================>............] - ETA: 5s - loss: 0.4347 - accuracy: 0.7992
184/296 [=================>............] - ETA: 5s - loss: 0.4353 - accuracy: 0.7993
185/296 [=================>............] - ETA: 5s - loss: 0.4356 - accuracy: 0.7990
187/296 [=================>............] - ETA: 5s - loss: 0.4333 - accuracy: 0.8008
188/296 [==================>...........] - ETA: 5s - loss: 0.4326 - accuracy: 0.8009
190/296 [==================>...........] - ETA: 5s - loss: 0.4320 - accuracy: 0.8010
191/296 [==================>...........] - ETA: 5s - loss: 0.4319 - accuracy: 0.8010
193/296 [==================>...........] - ETA: 5s - loss: 0.4301 - accuracy: 0.8021
194/296 [==================>...........] - ETA: 5s - loss: 0.4293 - accuracy: 0.8028
195/296 [==================>...........] - ETA: 5s - loss: 0.4291 - accuracy: 0.8032
197/296 [==================>...........] - ETA: 5s - loss: 0.4314 - accuracy: 0.8030
199/296 [===================>..........] - ETA: 4s - loss: 0.4301 - accuracy: 0.8040
200/296 [===================>..........] - ETA: 4s - loss: 0.4295 - accuracy: 0.8044
201/296 [===================>..........] - ETA: 4s - loss: 0.4305 - accuracy: 0.8035
202/296 [===================>..........] - ETA: 4s - loss: 0.4306 - accuracy: 0.8035
203/296 [===================>..........] - ETA: 4s - loss: 0.4304 - accuracy: 0.8033
204/296 [===================>..........] - ETA: 4s - loss: 0.4299 - accuracy: 0.8036
205/296 [===================>..........] - ETA: 4s - loss: 0.4303 - accuracy: 0.8037
206/296 [===================>..........] - ETA: 4s - loss: 0.4296 - accuracy: 0.8043
207/296 [===================>..........] - ETA: 4s - loss: 0.4291 - accuracy: 0.8046
208/296 [====================>.........] - ETA: 4s - loss: 0.4289 - accuracy: 0.8047
209/296 [====================>.........] - ETA: 4s - loss: 0.4281 - accuracy: 0.8056
210/296 [====================>.........] - ETA: 4s - loss: 0.4276 - accuracy: 0.8060
211/296 [====================>.........] - ETA: 4s - loss: 0.4272 - accuracy: 0.8060
213/296 [====================>.........] - ETA: 4s - loss: 0.4266 - accuracy: 0.8060
214/296 [====================>.........] - ETA: 4s - loss: 0.4282 - accuracy: 0.8049
215/296 [====================>.........] - ETA: 4s - loss: 0.4286 - accuracy: 0.8047
216/296 [====================>.........] - ETA: 4s - loss: 0.4294 - accuracy: 0.8041
217/296 [====================>.........] - ETA: 4s - loss: 0.4285 - accuracy: 0.8044
219/296 [=====================>........] - ETA: 3s - loss: 0.4270 - accuracy: 0.8051
220/296 [=====================>........] - ETA: 3s - loss: 0.4263 - accuracy: 0.8057
221/296 [=====================>........] - ETA: 3s - loss: 0.4264 - accuracy: 0.8057
222/296 [=====================>........] - ETA: 3s - loss: 0.4261 - accuracy: 0.8057
223/296 [=====================>........] - ETA: 3s - loss: 0.4253 - accuracy: 0.8063
224/296 [=====================>........] - ETA: 3s - loss: 0.4256 - accuracy: 0.8061
225/296 [=====================>........] - ETA: 3s - loss: 0.4254 - accuracy: 0.8067
226/296 [=====================>........] - ETA: 3s - loss: 0.4255 - accuracy: 0.8064
227/296 [======================>.......] - ETA: 3s - loss: 0.4250 - accuracy: 0.8067
228/296 [======================>.......] - ETA: 3s - loss: 0.4249 - accuracy: 0.8065
230/296 [======================>.......] - ETA: 3s - loss: 0.4254 - accuracy: 0.8062
231/296 [======================>.......] - ETA: 3s - loss: 0.4248 - accuracy: 0.8065
232/296 [======================>.......] - ETA: 3s - loss: 0.4247 - accuracy: 0.8066
233/296 [======================>.......] - ETA: 3s - loss: 0.4237 - accuracy: 0.8071
234/296 [======================>.......] - ETA: 3s - loss: 0.4228 - accuracy: 0.8077
235/296 [======================>.......] - ETA: 3s - loss: 0.4236 - accuracy: 0.8074
236/296 [======================>.......] - ETA: 3s - loss: 0.4229 - accuracy: 0.8080
237/296 [=======================>......] - ETA: 2s - loss: 0.4222 - accuracy: 0.8083
239/296 [=======================>......] - ETA: 2s - loss: 0.4238 - accuracy: 0.8081
241/296 [=======================>......] - ETA: 2s - loss: 0.4226 - accuracy: 0.8081
242/296 [=======================>......] - ETA: 2s - loss: 0.4235 - accuracy: 0.8079
244/296 [=======================>......] - ETA: 2s - loss: 0.4215 - accuracy: 0.8089
245/296 [=======================>......] - ETA: 2s - loss: 0.4224 - accuracy: 0.8087
246/296 [=======================>......] - ETA: 2s - loss: 0.4229 - accuracy: 0.8087
247/296 [========================>.....] - ETA: 2s - loss: 0.4241 - accuracy: 0.8085
248/296 [========================>.....] - ETA: 2s - loss: 0.4248 - accuracy: 0.8075
249/296 [========================>.....] - ETA: 2s - loss: 0.4250 - accuracy: 0.8075
250/296 [========================>.....] - ETA: 2s - loss: 0.4250 - accuracy: 0.8075
251/296 [========================>.....] - ETA: 2s - loss: 0.4251 - accuracy: 0.8075
252/296 [========================>.....] - ETA: 2s - loss: 0.4255 - accuracy: 0.8075
253/296 [========================>.....] - ETA: 2s - loss: 0.4259 - accuracy: 0.8071
254/296 [========================>.....] - ETA: 2s - loss: 0.4263 - accuracy: 0.8068
255/296 [========================>.....] - ETA: 2s - loss: 0.4269 - accuracy: 0.8061
256/296 [========================>.....] - ETA: 2s - loss: 0.4275 - accuracy: 0.8054
257/296 [=========================>....] - ETA: 1s - loss: 0.4277 - accuracy: 0.8054
259/296 [=========================>....] - ETA: 1s - loss: 0.4279 - accuracy: 0.8062
260/296 [=========================>....] - ETA: 1s - loss: 0.4282 - accuracy: 0.8065
261/296 [=========================>....] - ETA: 1s - loss: 0.4287 - accuracy: 0.8060
262/296 [=========================>....] - ETA: 1s - loss: 0.4293 - accuracy: 0.8058
263/296 [=========================>....] - ETA: 1s - loss: 0.4292 - accuracy: 0.8061
265/296 [=========================>....] - ETA: 1s - loss: 0.4296 - accuracy: 0.8057
266/296 [=========================>....] - ETA: 1s - loss: 0.4298 - accuracy: 0.8057
268/296 [==========================>...] - ETA: 1s - loss: 0.4295 - accuracy: 0.8057
269/296 [==========================>...] - ETA: 1s - loss: 0.4302 - accuracy: 0.8053
271/296 [==========================>...] - ETA: 1s - loss: 0.4298 - accuracy: 0.8051
272/296 [==========================>...] - ETA: 1s - loss: 0.4303 - accuracy: 0.8051
274/296 [==========================>...] - ETA: 1s - loss: 0.4298 - accuracy: 0.8054
275/296 [==========================>...] - ETA: 1s - loss: 0.4293 - accuracy: 0.8055
276/296 [==========================>...] - ETA: 1s - loss: 0.4304 - accuracy: 0.8053
277/296 [===========================>..] - ETA: 0s - loss: 0.4314 - accuracy: 0.8046
278/296 [===========================>..] - ETA: 0s - loss: 0.4307 - accuracy: 0.8053
280/296 [===========================>..] - ETA: 0s - loss: 0.4299 - accuracy: 0.8060
281/296 [===========================>..] - ETA: 0s - loss: 0.4305 - accuracy: 0.8058
282/296 [===========================>..] - ETA: 0s - loss: 0.4302 - accuracy: 0.8061
283/296 [===========================>..] - ETA: 0s - loss: 0.4300 - accuracy: 0.8061
284/296 [===========================>..] - ETA: 0s - loss: 0.4304 - accuracy: 0.8055
285/296 [===========================>..] - ETA: 0s - loss: 0.4310 - accuracy: 0.8053
286/296 [===========================>..] - ETA: 0s - loss: 0.4312 - accuracy: 0.8053
287/296 [============================>.] - ETA: 0s - loss: 0.4310 - accuracy: 0.8055
289/296 [============================>.] - ETA: 0s - loss: 0.4306 - accuracy: 0.8054
290/296 [============================>.] - ETA: 0s - loss: 0.4304 - accuracy: 0.8050
291/296 [============================>.] - ETA: 0s - loss: 0.4297 - accuracy: 0.8054
292/296 [============================>.] - ETA: 0s - loss: 0.4292 - accuracy: 0.8054
293/296 [============================>.] - ETA: 0s - loss: 0.4295 - accuracy: 0.8050
294/296 [============================>.] - ETA: 0s - loss: 0.4294 - accuracy: 0.8053
295/296 [============================>.] - ETA: 0s - loss: 0.4305 - accuracy: 0.8049
296/296 [==============================] - 15s 51ms/step - loss: 0.4310 - accuracy: 0.8043

296/296 [==============================] - 16s 55ms/step - loss: 0.4310 - accuracy: 0.8043 - val_loss: 0.3903 - val_accuracy: 0.8237
Epoch 5/50

  1/296 [..............................] - ETA: 14s - loss: 0.9114 - accuracy: 0.3750
  2/296 [..............................] - ETA: 14s - loss: 0.6662 - accuracy: 0.6562
  4/296 [..............................] - ETA: 14s - loss: 0.5505 - accuracy: 0.7344
  6/296 [..............................] - ETA: 14s - loss: 0.5403 - accuracy: 0.7500
  7/296 [..............................] - ETA: 14s - loss: 0.5223 - accuracy: 0.7679
  8/296 [..............................] - ETA: 14s - loss: 0.4944 - accuracy: 0.7891
 10/296 [>.............................] - ETA: 14s - loss: 0.4872 - accuracy: 0.7812
 11/296 [>.............................] - ETA: 14s - loss: 0.4849 - accuracy: 0.7841
 12/296 [>.............................] - ETA: 14s - loss: 0.4835 - accuracy: 0.7812
 13/296 [>.............................] - ETA: 14s - loss: 0.4750 - accuracy: 0.7837
 14/296 [>.............................] - ETA: 14s - loss: 0.4776 - accuracy: 0.7812
 15/296 [>.............................] - ETA: 14s - loss: 0.4708 - accuracy: 0.7833
 16/296 [>.............................] - ETA: 14s - loss: 0.4757 - accuracy: 0.7773
 17/296 [>.............................] - ETA: 14s - loss: 0.4583 - accuracy: 0.7868
 18/296 [>.............................] - ETA: 14s - loss: 0.4458 - accuracy: 0.7951
 20/296 [=>............................] - ETA: 13s - loss: 0.4389 - accuracy: 0.7937
 22/296 [=>............................] - ETA: 13s - loss: 0.4355 - accuracy: 0.8011
 23/296 [=>............................] - ETA: 13s - loss: 0.4303 - accuracy: 0.8016
 25/296 [=>............................] - ETA: 13s - loss: 0.4312 - accuracy: 0.8000
 26/296 [=>............................] - ETA: 13s - loss: 0.4243 - accuracy: 0.8053
 28/296 [=>............................] - ETA: 13s - loss: 0.4391 - accuracy: 0.8013
 29/296 [=>............................] - ETA: 13s - loss: 0.4377 - accuracy: 0.7996
 31/296 [==>...........................] - ETA: 13s - loss: 0.4319 - accuracy: 0.8024
 32/296 [==>...........................] - ETA: 13s - loss: 0.4310 - accuracy: 0.8027
 33/296 [==>...........................] - ETA: 13s - loss: 0.4239 - accuracy: 0.8087
 34/296 [==>...........................] - ETA: 13s - loss: 0.4211 - accuracy: 0.8070
 35/296 [==>...........................] - ETA: 13s - loss: 0.4202 - accuracy: 0.8089
 36/296 [==>...........................] - ETA: 13s - loss: 0.4235 - accuracy: 0.8056
 38/296 [==>...........................] - ETA: 13s - loss: 0.4251 - accuracy: 0.8026
 39/296 [==>...........................] - ETA: 12s - loss: 0.4199 - accuracy: 0.8061
 40/296 [===>..........................] - ETA: 12s - loss: 0.4184 - accuracy: 0.8062
 41/296 [===>..........................] - ETA: 12s - loss: 0.4236 - accuracy: 0.8034
 43/296 [===>..........................] - ETA: 12s - loss: 0.4224 - accuracy: 0.8023
 45/296 [===>..........................] - ETA: 12s - loss: 0.4262 - accuracy: 0.8000
 46/296 [===>..........................] - ETA: 12s - loss: 0.4284 - accuracy: 0.7989
 47/296 [===>..........................] - ETA: 12s - loss: 0.4259 - accuracy: 0.8019
 48/296 [===>..........................] - ETA: 12s - loss: 0.4241 - accuracy: 0.8034
 49/296 [===>..........................] - ETA: 12s - loss: 0.4257 - accuracy: 0.8010
 50/296 [====>.........................] - ETA: 12s - loss: 0.4315 - accuracy: 0.7987
 51/296 [====>.........................] - ETA: 12s - loss: 0.4334 - accuracy: 0.7978
 52/296 [====>.........................] - ETA: 12s - loss: 0.4299 - accuracy: 0.8005
 53/296 [====>.........................] - ETA: 12s - loss: 0.4276 - accuracy: 0.8019
 54/296 [====>.........................] - ETA: 12s - loss: 0.4313 - accuracy: 0.7998
 56/296 [====>.........................] - ETA: 12s - loss: 0.4324 - accuracy: 0.8002
 57/296 [====>.........................] - ETA: 12s - loss: 0.4320 - accuracy: 0.8004
 58/296 [====>.........................] - ETA: 12s - loss: 0.4318 - accuracy: 0.7996
 60/296 [=====>........................] - ETA: 11s - loss: 0.4312 - accuracy: 0.8010
 61/296 [=====>........................] - ETA: 11s - loss: 0.4333 - accuracy: 0.7992
 62/296 [=====>........................] - ETA: 11s - loss: 0.4349 - accuracy: 0.8004
 64/296 [=====>........................] - ETA: 11s - loss: 0.4362 - accuracy: 0.7988
 65/296 [=====>........................] - ETA: 11s - loss: 0.4364 - accuracy: 0.7971
 66/296 [=====>........................] - ETA: 11s - loss: 0.4373 - accuracy: 0.7973
 67/296 [=====>........................] - ETA: 11s - loss: 0.4353 - accuracy: 0.7976
 68/296 [=====>........................] - ETA: 11s - loss: 0.4387 - accuracy: 0.7950
 69/296 [=====>........................] - ETA: 11s - loss: 0.4385 - accuracy: 0.7935
 70/296 [======>.......................] - ETA: 11s - loss: 0.4362 - accuracy: 0.7946
 71/296 [======>.......................] - ETA: 11s - loss: 0.4351 - accuracy: 0.7949
 72/296 [======>.......................] - ETA: 11s - loss: 0.4361 - accuracy: 0.7951
 73/296 [======>.......................] - ETA: 11s - loss: 0.4365 - accuracy: 0.7962
 75/296 [======>.......................] - ETA: 11s - loss: 0.4362 - accuracy: 0.7967
 76/296 [======>.......................] - ETA: 11s - loss: 0.4380 - accuracy: 0.7944
 77/296 [======>.......................] - ETA: 11s - loss: 0.4389 - accuracy: 0.7946
 79/296 [=======>......................] - ETA: 10s - loss: 0.4358 - accuracy: 0.7983
 81/296 [=======>......................] - ETA: 10s - loss: 0.4362 - accuracy: 0.7994
 83/296 [=======>......................] - ETA: 10s - loss: 0.4347 - accuracy: 0.8012
 84/296 [=======>......................] - ETA: 10s - loss: 0.4332 - accuracy: 0.8021
 85/296 [=======>......................] - ETA: 10s - loss: 0.4305 - accuracy: 0.8029
 86/296 [=======>......................] - ETA: 10s - loss: 0.4295 - accuracy: 0.8031
 87/296 [=======>......................] - ETA: 10s - loss: 0.4352 - accuracy: 0.8024
 88/296 [=======>......................] - ETA: 10s - loss: 0.4351 - accuracy: 0.8018
 89/296 [========>.....................] - ETA: 10s - loss: 0.4316 - accuracy: 0.8041
 90/296 [========>.....................] - ETA: 10s - loss: 0.4326 - accuracy: 0.8042
 91/296 [========>.....................] - ETA: 10s - loss: 0.4319 - accuracy: 0.8036
 92/296 [========>.....................] - ETA: 10s - loss: 0.4297 - accuracy: 0.8050
 93/296 [========>.....................] - ETA: 10s - loss: 0.4290 - accuracy: 0.8044
 95/296 [========>.....................] - ETA: 10s - loss: 0.4281 - accuracy: 0.8053
 96/296 [========>.....................] - ETA: 10s - loss: 0.4274 - accuracy: 0.8053
 98/296 [========>.....................] - ETA: 10s - loss: 0.4238 - accuracy: 0.8068
 99/296 [=========>....................] - ETA: 9s - loss: 0.4253 - accuracy: 0.8062 
100/296 [=========>....................] - ETA: 9s - loss: 0.4259 - accuracy: 0.8050
102/296 [=========>....................] - ETA: 9s - loss: 0.4237 - accuracy: 0.8058
104/296 [=========>....................] - ETA: 9s - loss: 0.4200 - accuracy: 0.8089
105/296 [=========>....................] - ETA: 9s - loss: 0.4186 - accuracy: 0.8095
107/296 [=========>....................] - ETA: 9s - loss: 0.4210 - accuracy: 0.8078
108/296 [=========>....................] - ETA: 9s - loss: 0.4204 - accuracy: 0.8084
109/296 [==========>...................] - ETA: 9s - loss: 0.4221 - accuracy: 0.8073
110/296 [==========>...................] - ETA: 9s - loss: 0.4222 - accuracy: 0.8068
111/296 [==========>...................] - ETA: 9s - loss: 0.4232 - accuracy: 0.8063
112/296 [==========>...................] - ETA: 9s - loss: 0.4213 - accuracy: 0.8075
113/296 [==========>...................] - ETA: 9s - loss: 0.4219 - accuracy: 0.8075
114/296 [==========>...................] - ETA: 9s - loss: 0.4224 - accuracy: 0.8076
115/296 [==========>...................] - ETA: 9s - loss: 0.4241 - accuracy: 0.8071
116/296 [==========>...................] - ETA: 9s - loss: 0.4237 - accuracy: 0.8071
117/296 [==========>...................] - ETA: 9s - loss: 0.4232 - accuracy: 0.8072
118/296 [==========>...................] - ETA: 9s - loss: 0.4213 - accuracy: 0.8088
119/296 [===========>..................] - ETA: 8s - loss: 0.4221 - accuracy: 0.8088
121/296 [===========>..................] - ETA: 8s - loss: 0.4209 - accuracy: 0.8089
122/296 [===========>..................] - ETA: 8s - loss: 0.4228 - accuracy: 0.8069
124/296 [===========>..................] - ETA: 8s - loss: 0.4225 - accuracy: 0.8065
125/296 [===========>..................] - ETA: 8s - loss: 0.4247 - accuracy: 0.8055
126/296 [===========>..................] - ETA: 8s - loss: 0.4233 - accuracy: 0.8061
128/296 [===========>..................] - ETA: 8s - loss: 0.4216 - accuracy: 0.8076
130/296 [============>.................] - ETA: 8s - loss: 0.4209 - accuracy: 0.8072
131/296 [============>.................] - ETA: 8s - loss: 0.4206 - accuracy: 0.8063
132/296 [============>.................] - ETA: 8s - loss: 0.4203 - accuracy: 0.8068
133/296 [============>.................] - ETA: 8s - loss: 0.4195 - accuracy: 0.8069
134/296 [============>.................] - ETA: 8s - loss: 0.4217 - accuracy: 0.8064
136/296 [============>.................] - ETA: 8s - loss: 0.4217 - accuracy: 0.8056
137/296 [============>.................] - ETA: 8s - loss: 0.4197 - accuracy: 0.8070
139/296 [=============>................] - ETA: 7s - loss: 0.4188 - accuracy: 0.8076
140/296 [=============>................] - ETA: 7s - loss: 0.4187 - accuracy: 0.8080
141/296 [=============>................] - ETA: 7s - loss: 0.4183 - accuracy: 0.8081
142/296 [=============>................] - ETA: 7s - loss: 0.4173 - accuracy: 0.8085
143/296 [=============>................] - ETA: 7s - loss: 0.4163 - accuracy: 0.8090
144/296 [=============>................] - ETA: 7s - loss: 0.4148 - accuracy: 0.8099
145/296 [=============>................] - ETA: 7s - loss: 0.4141 - accuracy: 0.8108
146/296 [=============>................] - ETA: 7s - loss: 0.4131 - accuracy: 0.8112
147/296 [=============>................] - ETA: 7s - loss: 0.4121 - accuracy: 0.8116
148/296 [==============>...............] - ETA: 7s - loss: 0.4122 - accuracy: 0.8112
149/296 [==============>...............] - ETA: 7s - loss: 0.4110 - accuracy: 0.8121
150/296 [==============>...............] - ETA: 7s - loss: 0.4107 - accuracy: 0.8121
151/296 [==============>...............] - ETA: 7s - loss: 0.4097 - accuracy: 0.8125
152/296 [==============>...............] - ETA: 7s - loss: 0.4101 - accuracy: 0.8121
153/296 [==============>...............] - ETA: 7s - loss: 0.4091 - accuracy: 0.8125
154/296 [==============>...............] - ETA: 7s - loss: 0.4088 - accuracy: 0.8125
155/296 [==============>...............] - ETA: 7s - loss: 0.4088 - accuracy: 0.8125
156/296 [==============>...............] - ETA: 7s - loss: 0.4093 - accuracy: 0.8125
157/296 [==============>...............] - ETA: 7s - loss: 0.4107 - accuracy: 0.8121
158/296 [===============>..............] - ETA: 6s - loss: 0.4111 - accuracy: 0.8113
159/296 [===============>..............] - ETA: 6s - loss: 0.4128 - accuracy: 0.8105
161/296 [===============>..............] - ETA: 6s - loss: 0.4153 - accuracy: 0.8098
162/296 [===============>..............] - ETA: 6s - loss: 0.4146 - accuracy: 0.8098
163/296 [===============>..............] - ETA: 6s - loss: 0.4145 - accuracy: 0.8094
164/296 [===============>..............] - ETA: 6s - loss: 0.4147 - accuracy: 0.8091
165/296 [===============>..............] - ETA: 6s - loss: 0.4145 - accuracy: 0.8091
166/296 [===============>..............] - ETA: 6s - loss: 0.4143 - accuracy: 0.8091
167/296 [===============>..............] - ETA: 6s - loss: 0.4140 - accuracy: 0.8088
168/296 [================>.............] - ETA: 6s - loss: 0.4156 - accuracy: 0.8080
169/296 [================>.............] - ETA: 6s - loss: 0.4152 - accuracy: 0.8084
170/296 [================>.............] - ETA: 6s - loss: 0.4154 - accuracy: 0.8077
171/296 [================>.............] - ETA: 6s - loss: 0.4153 - accuracy: 0.8070
172/296 [================>.............] - ETA: 6s - loss: 0.4145 - accuracy: 0.8078
174/296 [================>.............] - ETA: 6s - loss: 0.4133 - accuracy: 0.8085
176/296 [================>.............] - ETA: 6s - loss: 0.4121 - accuracy: 0.8100
177/296 [================>.............] - ETA: 6s - loss: 0.4123 - accuracy: 0.8097
178/296 [=================>............] - ETA: 5s - loss: 0.4123 - accuracy: 0.8090
179/296 [=================>............] - ETA: 5s - loss: 0.4115 - accuracy: 0.8090
180/296 [=================>............] - ETA: 5s - loss: 0.4119 - accuracy: 0.8090
181/296 [=================>............] - ETA: 5s - loss: 0.4124 - accuracy: 0.8094
182/296 [=================>............] - ETA: 5s - loss: 0.4130 - accuracy: 0.8087
183/296 [=================>............] - ETA: 5s - loss: 0.4124 - accuracy: 0.8087
184/296 [=================>............] - ETA: 5s - loss: 0.4121 - accuracy: 0.8091
185/296 [=================>............] - ETA: 5s - loss: 0.4116 - accuracy: 0.8098
186/296 [=================>............] - ETA: 5s - loss: 0.4108 - accuracy: 0.8108
187/296 [=================>............] - ETA: 5s - loss: 0.4108 - accuracy: 0.8112
189/296 [==================>...........] - ETA: 5s - loss: 0.4107 - accuracy: 0.8112
190/296 [==================>...........] - ETA: 5s - loss: 0.4101 - accuracy: 0.8115
191/296 [==================>...........] - ETA: 5s - loss: 0.4101 - accuracy: 0.8109
192/296 [==================>...........] - ETA: 5s - loss: 0.4111 - accuracy: 0.8105
194/296 [==================>...........] - ETA: 5s - loss: 0.4083 - accuracy: 0.8115
195/296 [==================>...........] - ETA: 5s - loss: 0.4078 - accuracy: 0.8115
196/296 [==================>...........] - ETA: 5s - loss: 0.4090 - accuracy: 0.8103
198/296 [===================>..........] - ETA: 4s - loss: 0.4088 - accuracy: 0.8106
199/296 [===================>..........] - ETA: 4s - loss: 0.4079 - accuracy: 0.8106
200/296 [===================>..........] - ETA: 4s - loss: 0.4093 - accuracy: 0.8097
201/296 [===================>..........] - ETA: 4s - loss: 0.4083 - accuracy: 0.8106
202/296 [===================>..........] - ETA: 4s - loss: 0.4087 - accuracy: 0.8097
203/296 [===================>..........] - ETA: 4s - loss: 0.4109 - accuracy: 0.8079
204/296 [===================>..........] - ETA: 4s - loss: 0.4107 - accuracy: 0.8076
206/296 [===================>..........] - ETA: 4s - loss: 0.4116 - accuracy: 0.8061
207/296 [===================>..........] - ETA: 4s - loss: 0.4119 - accuracy: 0.8059
208/296 [====================>.........] - ETA: 4s - loss: 0.4116 - accuracy: 0.8062
209/296 [====================>.........] - ETA: 4s - loss: 0.4117 - accuracy: 0.8056
210/296 [====================>.........] - ETA: 4s - loss: 0.4124 - accuracy: 0.8060
211/296 [====================>.........] - ETA: 4s - loss: 0.4122 - accuracy: 0.8063
212/296 [====================>.........] - ETA: 4s - loss: 0.4136 - accuracy: 0.8060
213/296 [====================>.........] - ETA: 4s - loss: 0.4133 - accuracy: 0.8055
214/296 [====================>.........] - ETA: 4s - loss: 0.4136 - accuracy: 0.8055
215/296 [====================>.........] - ETA: 4s - loss: 0.4130 - accuracy: 0.8058
216/296 [====================>.........] - ETA: 4s - loss: 0.4123 - accuracy: 0.8067
217/296 [====================>.........] - ETA: 4s - loss: 0.4123 - accuracy: 0.8067
218/296 [=====================>........] - ETA: 3s - loss: 0.4119 - accuracy: 0.8068
219/296 [=====================>........] - ETA: 3s - loss: 0.4115 - accuracy: 0.8068
220/296 [=====================>........] - ETA: 3s - loss: 0.4129 - accuracy: 0.8065
221/296 [=====================>........] - ETA: 3s - loss: 0.4136 - accuracy: 0.8057
222/296 [=====================>........] - ETA: 3s - loss: 0.4128 - accuracy: 0.8060
223/296 [=====================>........] - ETA: 3s - loss: 0.4130 - accuracy: 0.8055
224/296 [=====================>........] - ETA: 3s - loss: 0.4143 - accuracy: 0.8041
225/296 [=====================>........] - ETA: 3s - loss: 0.4142 - accuracy: 0.8039
226/296 [=====================>........] - ETA: 3s - loss: 0.4143 - accuracy: 0.8039
227/296 [======================>.......] - ETA: 3s - loss: 0.4145 - accuracy: 0.8034
228/296 [======================>.......] - ETA: 3s - loss: 0.4142 - accuracy: 0.8037
229/296 [======================>.......] - ETA: 3s - loss: 0.4136 - accuracy: 0.8040
230/296 [======================>.......] - ETA: 3s - loss: 0.4132 - accuracy: 0.8041
231/296 [======================>.......] - ETA: 3s - loss: 0.4131 - accuracy: 0.8047
232/296 [======================>.......] - ETA: 3s - loss: 0.4126 - accuracy: 0.8050
233/296 [======================>.......] - ETA: 3s - loss: 0.4122 - accuracy: 0.8053
234/296 [======================>.......] - ETA: 3s - loss: 0.4126 - accuracy: 0.8053
235/296 [======================>.......] - ETA: 3s - loss: 0.4122 - accuracy: 0.8056
236/296 [======================>.......] - ETA: 3s - loss: 0.4127 - accuracy: 0.8051
237/296 [=======================>......] - ETA: 2s - loss: 0.4118 - accuracy: 0.8059
238/296 [=======================>......] - ETA: 2s - loss: 0.4122 - accuracy: 0.8062
239/296 [=======================>......] - ETA: 2s - loss: 0.4115 - accuracy: 0.8065
240/296 [=======================>......] - ETA: 2s - loss: 0.4119 - accuracy: 0.8062
241/296 [=======================>......] - ETA: 2s - loss: 0.4118 - accuracy: 0.8058
242/296 [=======================>......] - ETA: 2s - loss: 0.4113 - accuracy: 0.8060
244/296 [=======================>......] - ETA: 2s - loss: 0.4126 - accuracy: 0.8056
245/296 [=======================>......] - ETA: 2s - loss: 0.4122 - accuracy: 0.8061
246/296 [=======================>......] - ETA: 2s - loss: 0.4122 - accuracy: 0.8061
247/296 [========================>.....] - ETA: 2s - loss: 0.4112 - accuracy: 0.8069
248/296 [========================>.....] - ETA: 2s - loss: 0.4114 - accuracy: 0.8067
249/296 [========================>.....] - ETA: 2s - loss: 0.4109 - accuracy: 0.8070
250/296 [========================>.....] - ETA: 2s - loss: 0.4116 - accuracy: 0.8065
251/296 [========================>.....] - ETA: 2s - loss: 0.4114 - accuracy: 0.8070
252/296 [========================>.....] - ETA: 2s - loss: 0.4111 - accuracy: 0.8073
253/296 [========================>.....] - ETA: 2s - loss: 0.4102 - accuracy: 0.8081
254/296 [========================>.....] - ETA: 2s - loss: 0.4112 - accuracy: 0.8076
255/296 [========================>.....] - ETA: 2s - loss: 0.4108 - accuracy: 0.8078
256/296 [========================>.....] - ETA: 2s - loss: 0.4110 - accuracy: 0.8074
257/296 [=========================>....] - ETA: 1s - loss: 0.4114 - accuracy: 0.8074
258/296 [=========================>....] - ETA: 1s - loss: 0.4114 - accuracy: 0.8074
259/296 [=========================>....] - ETA: 1s - loss: 0.4111 - accuracy: 0.8079
260/296 [=========================>....] - ETA: 1s - loss: 0.4114 - accuracy: 0.8077
261/296 [=========================>....] - ETA: 1s - loss: 0.4116 - accuracy: 0.8077
262/296 [=========================>....] - ETA: 1s - loss: 0.4117 - accuracy: 0.8080
263/296 [=========================>....] - ETA: 1s - loss: 0.4115 - accuracy: 0.8082
264/296 [=========================>....] - ETA: 1s - loss: 0.4115 - accuracy: 0.8082
265/296 [=========================>....] - ETA: 1s - loss: 0.4119 - accuracy: 0.8078
266/296 [=========================>....] - ETA: 1s - loss: 0.4120 - accuracy: 0.8073
267/296 [==========================>...] - ETA: 1s - loss: 0.4118 - accuracy: 0.8076
268/296 [==========================>...] - ETA: 1s - loss: 0.4114 - accuracy: 0.8076
269/296 [==========================>...] - ETA: 1s - loss: 0.4114 - accuracy: 0.8076
270/296 [==========================>...] - ETA: 1s - loss: 0.4123 - accuracy: 0.8069
272/296 [==========================>...] - ETA: 1s - loss: 0.4140 - accuracy: 0.8063
273/296 [==========================>...] - ETA: 1s - loss: 0.4139 - accuracy: 0.8063
274/296 [==========================>...] - ETA: 1s - loss: 0.4141 - accuracy: 0.8061
275/296 [==========================>...] - ETA: 1s - loss: 0.4135 - accuracy: 0.8064
276/296 [==========================>...] - ETA: 1s - loss: 0.4136 - accuracy: 0.8062
277/296 [===========================>..] - ETA: 0s - loss: 0.4137 - accuracy: 0.8060
278/296 [===========================>..] - ETA: 0s - loss: 0.4137 - accuracy: 0.8062
279/296 [===========================>..] - ETA: 0s - loss: 0.4139 - accuracy: 0.8062
280/296 [===========================>..] - ETA: 0s - loss: 0.4142 - accuracy: 0.8065
281/296 [===========================>..] - ETA: 0s - loss: 0.4146 - accuracy: 0.8063
283/296 [===========================>..] - ETA: 0s - loss: 0.4152 - accuracy: 0.8061
284/296 [===========================>..] - ETA: 0s - loss: 0.4148 - accuracy: 0.8063
285/296 [===========================>..] - ETA: 0s - loss: 0.4144 - accuracy: 0.8066
286/296 [===========================>..] - ETA: 0s - loss: 0.4142 - accuracy: 0.8066
287/296 [============================>.] - ETA: 0s - loss: 0.4140 - accuracy: 0.8068
288/296 [============================>.] - ETA: 0s - loss: 0.4135 - accuracy: 0.8071
289/296 [============================>.] - ETA: 0s - loss: 0.4143 - accuracy: 0.8067
290/296 [============================>.] - ETA: 0s - loss: 0.4153 - accuracy: 0.8060
291/296 [============================>.] - ETA: 0s - loss: 0.4159 - accuracy: 0.8056
293/296 [============================>.] - ETA: 0s - loss: 0.4163 - accuracy: 0.8052
294/296 [============================>.] - ETA: 0s - loss: 0.4168 - accuracy: 0.8055
296/296 [==============================] - 15s 51ms/step - loss: 0.4167 - accuracy: 0.8051

296/296 [==============================] - 16s 55ms/step - loss: 0.4167 - accuracy: 0.8051 - val_loss: 0.4384 - val_accuracy: 0.7812
Epoch 6/50

  1/296 [..............................] - ETA: 14s - loss: 0.5961 - accuracy: 0.7500
  2/296 [..............................] - ETA: 15s - loss: 0.4624 - accuracy: 0.7812
  3/296 [..............................] - ETA: 15s - loss: 0.4337 - accuracy: 0.7708
  4/296 [..............................] - ETA: 15s - loss: 0.4333 - accuracy: 0.7812
  5/296 [..............................] - ETA: 15s - loss: 0.4366 - accuracy: 0.7750
  7/296 [..............................] - ETA: 14s - loss: 0.4177 - accuracy: 0.7946
  8/296 [..............................] - ETA: 14s - loss: 0.4102 - accuracy: 0.8047
  9/296 [..............................] - ETA: 14s - loss: 0.4369 - accuracy: 0.7917
 10/296 [>.............................] - ETA: 14s - loss: 0.4346 - accuracy: 0.7937
 11/296 [>.............................] - ETA: 14s - loss: 0.4265 - accuracy: 0.7955
 12/296 [>.............................] - ETA: 14s - loss: 0.4104 - accuracy: 0.8073
 13/296 [>.............................] - ETA: 14s - loss: 0.4036 - accuracy: 0.8125
 14/296 [>.............................] - ETA: 14s - loss: 0.4032 - accuracy: 0.8036
 15/296 [>.............................] - ETA: 14s - loss: 0.3984 - accuracy: 0.8083
 16/296 [>.............................] - ETA: 14s - loss: 0.3996 - accuracy: 0.8008
 17/296 [>.............................] - ETA: 14s - loss: 0.3978 - accuracy: 0.8088
 18/296 [>.............................] - ETA: 14s - loss: 0.3938 - accuracy: 0.8125
 19/296 [>.............................] - ETA: 14s - loss: 0.3940 - accuracy: 0.8191
 20/296 [=>............................] - ETA: 14s - loss: 0.3873 - accuracy: 0.8188
 21/296 [=>............................] - ETA: 14s - loss: 0.3886 - accuracy: 0.8185
 22/296 [=>............................] - ETA: 14s - loss: 0.3913 - accuracy: 0.8097
 23/296 [=>............................] - ETA: 14s - loss: 0.3872 - accuracy: 0.8152
 24/296 [=>............................] - ETA: 13s - loss: 0.3828 - accuracy: 0.8203
 25/296 [=>............................] - ETA: 13s - loss: 0.3854 - accuracy: 0.8150
 26/296 [=>............................] - ETA: 13s - loss: 0.3852 - accuracy: 0.8149
 27/296 [=>............................] - ETA: 13s - loss: 0.3866 - accuracy: 0.8148
 28/296 [=>............................] - ETA: 13s - loss: 0.3920 - accuracy: 0.8080
 29/296 [=>............................] - ETA: 13s - loss: 0.3893 - accuracy: 0.8103
 30/296 [==>...........................] - ETA: 13s - loss: 0.3941 - accuracy: 0.8083
 31/296 [==>...........................] - ETA: 13s - loss: 0.3877 - accuracy: 0.8125
 33/296 [==>...........................] - ETA: 13s - loss: 0.3942 - accuracy: 0.8106
 34/296 [==>...........................] - ETA: 13s - loss: 0.3951 - accuracy: 0.8125
 35/296 [==>...........................] - ETA: 13s - loss: 0.3912 - accuracy: 0.8143
 36/296 [==>...........................] - ETA: 13s - loss: 0.3966 - accuracy: 0.8125
 37/296 [==>...........................] - ETA: 13s - loss: 0.3977 - accuracy: 0.8142
 39/296 [==>...........................] - ETA: 13s - loss: 0.4071 - accuracy: 0.8109
 40/296 [===>..........................] - ETA: 13s - loss: 0.4040 - accuracy: 0.8125
 41/296 [===>..........................] - ETA: 13s - loss: 0.4067 - accuracy: 0.8110
 42/296 [===>..........................] - ETA: 13s - loss: 0.4072 - accuracy: 0.8095
 43/296 [===>..........................] - ETA: 12s - loss: 0.4053 - accuracy: 0.8081
 44/296 [===>..........................] - ETA: 12s - loss: 0.4103 - accuracy: 0.8040
 45/296 [===>..........................] - ETA: 12s - loss: 0.4083 - accuracy: 0.8069
 46/296 [===>..........................] - ETA: 12s - loss: 0.4090 - accuracy: 0.8057
 47/296 [===>..........................] - ETA: 12s - loss: 0.4099 - accuracy: 0.8045
 48/296 [===>..........................] - ETA: 12s - loss: 0.4097 - accuracy: 0.8034
 50/296 [====>.........................] - ETA: 12s - loss: 0.4068 - accuracy: 0.8062
 52/296 [====>.........................] - ETA: 12s - loss: 0.3995 - accuracy: 0.8125
 53/296 [====>.........................] - ETA: 12s - loss: 0.3997 - accuracy: 0.8125
 55/296 [====>.........................] - ETA: 12s - loss: 0.3964 - accuracy: 0.8136
 56/296 [====>.........................] - ETA: 12s - loss: 0.3994 - accuracy: 0.8103
 57/296 [====>.........................] - ETA: 12s - loss: 0.3998 - accuracy: 0.8081
 59/296 [====>.........................] - ETA: 12s - loss: 0.4106 - accuracy: 0.8051
 60/296 [=====>........................] - ETA: 12s - loss: 0.4113 - accuracy: 0.8052
 61/296 [=====>........................] - ETA: 12s - loss: 0.4104 - accuracy: 0.8053
 62/296 [=====>........................] - ETA: 11s - loss: 0.4090 - accuracy: 0.8065
 63/296 [=====>........................] - ETA: 11s - loss: 0.4084 - accuracy: 0.8085
 64/296 [=====>........................] - ETA: 11s - loss: 0.4091 - accuracy: 0.8066
 65/296 [=====>........................] - ETA: 11s - loss: 0.4081 - accuracy: 0.8077
 66/296 [=====>........................] - ETA: 11s - loss: 0.4076 - accuracy: 0.8078
 67/296 [=====>........................] - ETA: 11s - loss: 0.4060 - accuracy: 0.8097
 68/296 [=====>........................] - ETA: 11s - loss: 0.4081 - accuracy: 0.8088
 69/296 [=====>........................] - ETA: 11s - loss: 0.4061 - accuracy: 0.8098
 70/296 [======>.......................] - ETA: 11s - loss: 0.4041 - accuracy: 0.8116
 71/296 [======>.......................] - ETA: 11s - loss: 0.4050 - accuracy: 0.8116
 72/296 [======>.......................] - ETA: 11s - loss: 0.4034 - accuracy: 0.8125
 73/296 [======>.......................] - ETA: 11s - loss: 0.4030 - accuracy: 0.8125
 74/296 [======>.......................] - ETA: 11s - loss: 0.4047 - accuracy: 0.8125
 75/296 [======>.......................] - ETA: 11s - loss: 0.4033 - accuracy: 0.8133
 76/296 [======>.......................] - ETA: 11s - loss: 0.4023 - accuracy: 0.8133
 77/296 [======>.......................] - ETA: 11s - loss: 0.4003 - accuracy: 0.8141
 78/296 [======>.......................] - ETA: 11s - loss: 0.4030 - accuracy: 0.8125
 79/296 [=======>......................] - ETA: 11s - loss: 0.4016 - accuracy: 0.8133
 80/296 [=======>......................] - ETA: 11s - loss: 0.4044 - accuracy: 0.8117
 81/296 [=======>......................] - ETA: 10s - loss: 0.4062 - accuracy: 0.8117
 82/296 [=======>......................] - ETA: 10s - loss: 0.4107 - accuracy: 0.8087
 83/296 [=======>......................] - ETA: 10s - loss: 0.4115 - accuracy: 0.8072
 85/296 [=======>......................] - ETA: 10s - loss: 0.4117 - accuracy: 0.8051
 86/296 [=======>......................] - ETA: 10s - loss: 0.4120 - accuracy: 0.8045
 87/296 [=======>......................] - ETA: 10s - loss: 0.4125 - accuracy: 0.8039
 88/296 [=======>......................] - ETA: 10s - loss: 0.4135 - accuracy: 0.8033
 89/296 [========>.....................] - ETA: 10s - loss: 0.4143 - accuracy: 0.8041
 90/296 [========>.....................] - ETA: 10s - loss: 0.4160 - accuracy: 0.8042
 91/296 [========>.....................] - ETA: 10s - loss: 0.4179 - accuracy: 0.8036
 92/296 [========>.....................] - ETA: 10s - loss: 0.4163 - accuracy: 0.8050
 93/296 [========>.....................] - ETA: 10s - loss: 0.4175 - accuracy: 0.8038
 94/296 [========>.....................] - ETA: 10s - loss: 0.4170 - accuracy: 0.8045
 95/296 [========>.....................] - ETA: 10s - loss: 0.4158 - accuracy: 0.8053
 96/296 [========>.....................] - ETA: 10s - loss: 0.4164 - accuracy: 0.8047
 97/296 [========>.....................] - ETA: 10s - loss: 0.4152 - accuracy: 0.8048
 98/296 [========>.....................] - ETA: 10s - loss: 0.4217 - accuracy: 0.8017
 99/296 [=========>....................] - ETA: 10s - loss: 0.4194 - accuracy: 0.8030
100/296 [=========>....................] - ETA: 10s - loss: 0.4190 - accuracy: 0.8031
101/296 [=========>....................] - ETA: 9s - loss: 0.4199 - accuracy: 0.8020 
102/296 [=========>....................] - ETA: 9s - loss: 0.4197 - accuracy: 0.8027
103/296 [=========>....................] - ETA: 9s - loss: 0.4176 - accuracy: 0.8034
104/296 [=========>....................] - ETA: 9s - loss: 0.4187 - accuracy: 0.8023
105/296 [=========>....................] - ETA: 9s - loss: 0.4189 - accuracy: 0.8024
106/296 [=========>....................] - ETA: 9s - loss: 0.4181 - accuracy: 0.8037
108/296 [=========>....................] - ETA: 9s - loss: 0.4178 - accuracy: 0.8050
109/296 [==========>...................] - ETA: 9s - loss: 0.4183 - accuracy: 0.8050
110/296 [==========>...................] - ETA: 9s - loss: 0.4180 - accuracy: 0.8051
111/296 [==========>...................] - ETA: 9s - loss: 0.4200 - accuracy: 0.8029
112/296 [==========>...................] - ETA: 9s - loss: 0.4199 - accuracy: 0.8030
113/296 [==========>...................] - ETA: 9s - loss: 0.4200 - accuracy: 0.8025
114/296 [==========>...................] - ETA: 9s - loss: 0.4185 - accuracy: 0.8043
115/296 [==========>...................] - ETA: 9s - loss: 0.4179 - accuracy: 0.8049
116/296 [==========>...................] - ETA: 9s - loss: 0.4184 - accuracy: 0.8039
118/296 [==========>...................] - ETA: 9s - loss: 0.4183 - accuracy: 0.8046
119/296 [===========>..................] - ETA: 9s - loss: 0.4194 - accuracy: 0.8030
120/296 [===========>..................] - ETA: 8s - loss: 0.4201 - accuracy: 0.8031
121/296 [===========>..................] - ETA: 8s - loss: 0.4197 - accuracy: 0.8037
123/296 [===========>..................] - ETA: 8s - loss: 0.4185 - accuracy: 0.8039
124/296 [===========>..................] - ETA: 8s - loss: 0.4186 - accuracy: 0.8039
125/296 [===========>..................] - ETA: 8s - loss: 0.4189 - accuracy: 0.8045
126/296 [===========>..................] - ETA: 8s - loss: 0.4177 - accuracy: 0.8051
127/296 [===========>..................] - ETA: 8s - loss: 0.4168 - accuracy: 0.8056
128/296 [===========>..................] - ETA: 8s - loss: 0.4143 - accuracy: 0.8071
129/296 [============>.................] - ETA: 8s - loss: 0.4141 - accuracy: 0.8067
130/296 [============>.................] - ETA: 8s - loss: 0.4126 - accuracy: 0.8072
132/296 [============>.................] - ETA: 8s - loss: 0.4119 - accuracy: 0.8073
133/296 [============>.................] - ETA: 8s - loss: 0.4131 - accuracy: 0.8073
134/296 [============>.................] - ETA: 8s - loss: 0.4113 - accuracy: 0.8083
135/296 [============>.................] - ETA: 8s - loss: 0.4152 - accuracy: 0.8060
136/296 [============>.................] - ETA: 8s - loss: 0.4163 - accuracy: 0.8061
137/296 [============>.................] - ETA: 8s - loss: 0.4147 - accuracy: 0.8066
138/296 [============>.................] - ETA: 8s - loss: 0.4151 - accuracy: 0.8071
139/296 [=============>................] - ETA: 8s - loss: 0.4143 - accuracy: 0.8080
140/296 [=============>................] - ETA: 7s - loss: 0.4128 - accuracy: 0.8094
141/296 [=============>................] - ETA: 7s - loss: 0.4121 - accuracy: 0.8103
142/296 [=============>................] - ETA: 7s - loss: 0.4131 - accuracy: 0.8090
143/296 [=============>................] - ETA: 7s - loss: 0.4128 - accuracy: 0.8086
144/296 [=============>................] - ETA: 7s - loss: 0.4135 - accuracy: 0.8077
145/296 [=============>................] - ETA: 7s - loss: 0.4123 - accuracy: 0.8086
146/296 [=============>................] - ETA: 7s - loss: 0.4113 - accuracy: 0.8091
147/296 [=============>................] - ETA: 7s - loss: 0.4094 - accuracy: 0.8104
148/296 [==============>...............] - ETA: 7s - loss: 0.4095 - accuracy: 0.8108
149/296 [==============>...............] - ETA: 7s - loss: 0.4088 - accuracy: 0.8108
151/296 [==============>...............] - ETA: 7s - loss: 0.4084 - accuracy: 0.8108
152/296 [==============>...............] - ETA: 7s - loss: 0.4087 - accuracy: 0.8109
154/296 [==============>...............] - ETA: 7s - loss: 0.4063 - accuracy: 0.8117
155/296 [==============>...............] - ETA: 7s - loss: 0.4085 - accuracy: 0.8105
156/296 [==============>...............] - ETA: 7s - loss: 0.4081 - accuracy: 0.8105
157/296 [==============>...............] - ETA: 7s - loss: 0.4081 - accuracy: 0.8101
158/296 [===============>..............] - ETA: 7s - loss: 0.4094 - accuracy: 0.8101
159/296 [===============>..............] - ETA: 7s - loss: 0.4109 - accuracy: 0.8090
161/296 [===============>..............] - ETA: 6s - loss: 0.4112 - accuracy: 0.8094
162/296 [===============>..............] - ETA: 6s - loss: 0.4113 - accuracy: 0.8094
164/296 [===============>..............] - ETA: 6s - loss: 0.4111 - accuracy: 0.8095
165/296 [===============>..............] - ETA: 6s - loss: 0.4107 - accuracy: 0.8098
166/296 [===============>..............] - ETA: 6s - loss: 0.4111 - accuracy: 0.8095
167/296 [===============>..............] - ETA: 6s - loss: 0.4102 - accuracy: 0.8103
168/296 [================>.............] - ETA: 6s - loss: 0.4100 - accuracy: 0.8106
169/296 [================>.............] - ETA: 6s - loss: 0.4098 - accuracy: 0.8107
170/296 [================>.............] - ETA: 6s - loss: 0.4095 - accuracy: 0.8103
171/296 [================>.............] - ETA: 6s - loss: 0.4092 - accuracy: 0.8103
173/296 [================>.............] - ETA: 6s - loss: 0.4100 - accuracy: 0.8100
174/296 [================>.............] - ETA: 6s - loss: 0.4092 - accuracy: 0.8107
175/296 [================>.............] - ETA: 6s - loss: 0.4090 - accuracy: 0.8107
176/296 [================>.............] - ETA: 6s - loss: 0.4089 - accuracy: 0.8114
177/296 [================>.............] - ETA: 6s - loss: 0.4100 - accuracy: 0.8107
178/296 [=================>............] - ETA: 6s - loss: 0.4091 - accuracy: 0.8111
179/296 [=================>............] - ETA: 5s - loss: 0.4100 - accuracy: 0.8111
181/296 [=================>............] - ETA: 5s - loss: 0.4115 - accuracy: 0.8108
182/296 [=================>............] - ETA: 5s - loss: 0.4115 - accuracy: 0.8111
183/296 [=================>............] - ETA: 5s - loss: 0.4122 - accuracy: 0.8108
184/296 [=================>............] - ETA: 5s - loss: 0.4137 - accuracy: 0.8101
185/296 [=================>............] - ETA: 5s - loss: 0.4140 - accuracy: 0.8098
186/296 [=================>............] - ETA: 5s - loss: 0.4151 - accuracy: 0.8088
187/296 [=================>............] - ETA: 5s - loss: 0.4144 - accuracy: 0.8095
188/296 [==================>...........] - ETA: 5s - loss: 0.4145 - accuracy: 0.8098
190/296 [==================>...........] - ETA: 5s - loss: 0.4143 - accuracy: 0.8105
191/296 [==================>...........] - ETA: 5s - loss: 0.4140 - accuracy: 0.8109
192/296 [==================>...........] - ETA: 5s - loss: 0.4132 - accuracy: 0.8115
193/296 [==================>...........] - ETA: 5s - loss: 0.4133 - accuracy: 0.8112
195/296 [==================>...........] - ETA: 5s - loss: 0.4142 - accuracy: 0.8112
196/296 [==================>...........] - ETA: 5s - loss: 0.4153 - accuracy: 0.8099
197/296 [==================>...........] - ETA: 5s - loss: 0.4145 - accuracy: 0.8103
198/296 [===================>..........] - ETA: 5s - loss: 0.4150 - accuracy: 0.8097
199/296 [===================>..........] - ETA: 4s - loss: 0.4147 - accuracy: 0.8100
200/296 [===================>..........] - ETA: 4s - loss: 0.4165 - accuracy: 0.8087
201/296 [===================>..........] - ETA: 4s - loss: 0.4170 - accuracy: 0.8085
202/296 [===================>..........] - ETA: 4s - loss: 0.4168 - accuracy: 0.8088
203/296 [===================>..........] - ETA: 4s - loss: 0.4162 - accuracy: 0.8091
204/296 [===================>..........] - ETA: 4s - loss: 0.4167 - accuracy: 0.8085
205/296 [===================>..........] - ETA: 4s - loss: 0.4171 - accuracy: 0.8079
206/296 [===================>..........] - ETA: 4s - loss: 0.4180 - accuracy: 0.8070
207/296 [===================>..........] - ETA: 4s - loss: 0.4183 - accuracy: 0.8068
208/296 [====================>.........] - ETA: 4s - loss: 0.4185 - accuracy: 0.8074
209/296 [====================>.........] - ETA: 4s - loss: 0.4182 - accuracy: 0.8077
210/296 [====================>.........] - ETA: 4s - loss: 0.4182 - accuracy: 0.8077
211/296 [====================>.........] - ETA: 4s - loss: 0.4184 - accuracy: 0.8069
212/296 [====================>.........] - ETA: 4s - loss: 0.4182 - accuracy: 0.8072
213/296 [====================>.........] - ETA: 4s - loss: 0.4181 - accuracy: 0.8069
214/296 [====================>.........] - ETA: 4s - loss: 0.4190 - accuracy: 0.8067
215/296 [====================>.........] - ETA: 4s - loss: 0.4185 - accuracy: 0.8067
216/296 [====================>.........] - ETA: 4s - loss: 0.4201 - accuracy: 0.8058
217/296 [====================>.........] - ETA: 4s - loss: 0.4189 - accuracy: 0.8067
218/296 [=====================>........] - ETA: 3s - loss: 0.4179 - accuracy: 0.8073
219/296 [=====================>........] - ETA: 3s - loss: 0.4189 - accuracy: 0.8068
220/296 [=====================>........] - ETA: 3s - loss: 0.4189 - accuracy: 0.8065
221/296 [=====================>........] - ETA: 3s - loss: 0.4187 - accuracy: 0.8066
222/296 [=====================>........] - ETA: 3s - loss: 0.4191 - accuracy: 0.8060
223/296 [=====================>........] - ETA: 3s - loss: 0.4193 - accuracy: 0.8058
224/296 [=====================>........] - ETA: 3s - loss: 0.4190 - accuracy: 0.8058
225/296 [=====================>........] - ETA: 3s - loss: 0.4187 - accuracy: 0.8064
226/296 [=====================>........] - ETA: 3s - loss: 0.4192 - accuracy: 0.8059
227/296 [======================>.......] - ETA: 3s - loss: 0.4189 - accuracy: 0.8062
228/296 [======================>.......] - ETA: 3s - loss: 0.4185 - accuracy: 0.8062
229/296 [======================>.......] - ETA: 3s - loss: 0.4192 - accuracy: 0.8057
230/296 [======================>.......] - ETA: 3s - loss: 0.4192 - accuracy: 0.8062
231/296 [======================>.......] - ETA: 3s - loss: 0.4189 - accuracy: 0.8063
232/296 [======================>.......] - ETA: 3s - loss: 0.4186 - accuracy: 0.8068
233/296 [======================>.......] - ETA: 3s - loss: 0.4177 - accuracy: 0.8074
234/296 [======================>.......] - ETA: 3s - loss: 0.4173 - accuracy: 0.8077
236/296 [======================>.......] - ETA: 3s - loss: 0.4161 - accuracy: 0.8085
237/296 [=======================>......] - ETA: 3s - loss: 0.4172 - accuracy: 0.8080
238/296 [=======================>......] - ETA: 2s - loss: 0.4174 - accuracy: 0.8086
239/296 [=======================>......] - ETA: 2s - loss: 0.4172 - accuracy: 0.8083
240/296 [=======================>......] - ETA: 2s - loss: 0.4164 - accuracy: 0.8089
241/296 [=======================>......] - ETA: 2s - loss: 0.4172 - accuracy: 0.8086
242/296 [=======================>......] - ETA: 2s - loss: 0.4168 - accuracy: 0.8089
243/296 [=======================>......] - ETA: 2s - loss: 0.4168 - accuracy: 0.8089
244/296 [=======================>......] - ETA: 2s - loss: 0.4163 - accuracy: 0.8092
245/296 [=======================>......] - ETA: 2s - loss: 0.4164 - accuracy: 0.8087
246/296 [=======================>......] - ETA: 2s - loss: 0.4165 - accuracy: 0.8084
247/296 [========================>.....] - ETA: 2s - loss: 0.4168 - accuracy: 0.8082
249/296 [========================>.....] - ETA: 2s - loss: 0.4164 - accuracy: 0.8085
250/296 [========================>.....] - ETA: 2s - loss: 0.4157 - accuracy: 0.8090
251/296 [========================>.....] - ETA: 2s - loss: 0.4157 - accuracy: 0.8090
252/296 [========================>.....] - ETA: 2s - loss: 0.4151 - accuracy: 0.8093
253/296 [========================>.....] - ETA: 2s - loss: 0.4153 - accuracy: 0.8093
255/296 [========================>.....] - ETA: 2s - loss: 0.4161 - accuracy: 0.8086
256/296 [========================>.....] - ETA: 2s - loss: 0.4156 - accuracy: 0.8086
257/296 [=========================>....] - ETA: 1s - loss: 0.4150 - accuracy: 0.8086
258/296 [=========================>....] - ETA: 1s - loss: 0.4153 - accuracy: 0.8086
259/296 [=========================>....] - ETA: 1s - loss: 0.4154 - accuracy: 0.8089
260/296 [=========================>....] - ETA: 1s - loss: 0.4153 - accuracy: 0.8089
261/296 [=========================>....] - ETA: 1s - loss: 0.4146 - accuracy: 0.8094
262/296 [=========================>....] - ETA: 1s - loss: 0.4141 - accuracy: 0.8099
263/296 [=========================>....] - ETA: 1s - loss: 0.4146 - accuracy: 0.8096
265/296 [=========================>....] - ETA: 1s - loss: 0.4142 - accuracy: 0.8101
266/296 [=========================>....] - ETA: 1s - loss: 0.4141 - accuracy: 0.8102
267/296 [==========================>...] - ETA: 1s - loss: 0.4138 - accuracy: 0.8104
268/296 [==========================>...] - ETA: 1s - loss: 0.4147 - accuracy: 0.8102
269/296 [==========================>...] - ETA: 1s - loss: 0.4147 - accuracy: 0.8102
271/296 [==========================>...] - ETA: 1s - loss: 0.4141 - accuracy: 0.8109
272/296 [==========================>...] - ETA: 1s - loss: 0.4140 - accuracy: 0.8109
273/296 [==========================>...] - ETA: 1s - loss: 0.4140 - accuracy: 0.8107
274/296 [==========================>...] - ETA: 1s - loss: 0.4137 - accuracy: 0.8107
275/296 [==========================>...] - ETA: 1s - loss: 0.4134 - accuracy: 0.8109
276/296 [==========================>...] - ETA: 1s - loss: 0.4130 - accuracy: 0.8114
277/296 [===========================>..] - ETA: 0s - loss: 0.4131 - accuracy: 0.8111
278/296 [===========================>..] - ETA: 0s - loss: 0.4136 - accuracy: 0.8107
280/296 [===========================>..] - ETA: 0s - loss: 0.4130 - accuracy: 0.8112
281/296 [===========================>..] - ETA: 0s - loss: 0.4133 - accuracy: 0.8112
282/296 [===========================>..] - ETA: 0s - loss: 0.4132 - accuracy: 0.8112
283/296 [===========================>..] - ETA: 0s - loss: 0.4131 - accuracy: 0.8114
284/296 [===========================>..] - ETA: 0s - loss: 0.4122 - accuracy: 0.8121
285/296 [===========================>..] - ETA: 0s - loss: 0.4128 - accuracy: 0.8118
286/296 [===========================>..] - ETA: 0s - loss: 0.4129 - accuracy: 0.8114
287/296 [============================>.] - ETA: 0s - loss: 0.4136 - accuracy: 0.8112
288/296 [============================>.] - ETA: 0s - loss: 0.4132 - accuracy: 0.8110
289/296 [============================>.] - ETA: 0s - loss: 0.4139 - accuracy: 0.8110
290/296 [============================>.] - ETA: 0s - loss: 0.4136 - accuracy: 0.8110
291/296 [============================>.] - ETA: 0s - loss: 0.4130 - accuracy: 0.8114
292/296 [============================>.] - ETA: 0s - loss: 0.4121 - accuracy: 0.8121
293/296 [============================>.] - ETA: 0s - loss: 0.4122 - accuracy: 0.8121
295/296 [============================>.] - ETA: 0s - loss: 0.4117 - accuracy: 0.8123
296/296 [==============================] - 15s 51ms/step - loss: 0.4117 - accuracy: 0.8123

296/296 [==============================] - 16s 55ms/step - loss: 0.4117 - accuracy: 0.8123 - val_loss: 0.3814 - val_accuracy: 0.8320
Epoch 7/50

  1/296 [..............................] - ETA: 14s - loss: 0.3796 - accuracy: 0.8125
  2/296 [..............................] - ETA: 14s - loss: 0.3037 - accuracy: 0.8750
  3/296 [..............................] - ETA: 14s - loss: 0.3750 - accuracy: 0.8542
  4/296 [..............................] - ETA: 14s - loss: 0.3289 - accuracy: 0.8750
  5/296 [..............................] - ETA: 14s - loss: 0.3656 - accuracy: 0.8375
  6/296 [..............................] - ETA: 14s - loss: 0.3895 - accuracy: 0.8229
  7/296 [..............................] - ETA: 14s - loss: 0.4171 - accuracy: 0.8036
  9/296 [..............................] - ETA: 14s - loss: 0.4504 - accuracy: 0.7708
 11/296 [>.............................] - ETA: 14s - loss: 0.4241 - accuracy: 0.7841
 12/296 [>.............................] - ETA: 14s - loss: 0.4286 - accuracy: 0.7812
 13/296 [>.............................] - ETA: 14s - loss: 0.4335 - accuracy: 0.7692
 14/296 [>.............................] - ETA: 14s - loss: 0.4274 - accuracy: 0.7768
 15/296 [>.............................] - ETA: 14s - loss: 0.4431 - accuracy: 0.7667
 16/296 [>.............................] - ETA: 14s - loss: 0.4356 - accuracy: 0.7734
 17/296 [>.............................] - ETA: 14s - loss: 0.4381 - accuracy: 0.7684
 18/296 [>.............................] - ETA: 14s - loss: 0.4369 - accuracy: 0.7743
 20/296 [=>............................] - ETA: 13s - loss: 0.4453 - accuracy: 0.7719
 21/296 [=>............................] - ETA: 13s - loss: 0.4404 - accuracy: 0.7738
 22/296 [=>............................] - ETA: 13s - loss: 0.4334 - accuracy: 0.7784
 23/296 [=>............................] - ETA: 13s - loss: 0.4419 - accuracy: 0.7745
 24/296 [=>............................] - ETA: 13s - loss: 0.4426 - accuracy: 0.7760
 25/296 [=>............................] - ETA: 13s - loss: 0.4355 - accuracy: 0.7825
 26/296 [=>............................] - ETA: 13s - loss: 0.4380 - accuracy: 0.7861
 27/296 [=>............................] - ETA: 13s - loss: 0.4408 - accuracy: 0.7824
 28/296 [=>............................] - ETA: 13s - loss: 0.4437 - accuracy: 0.7790
 30/296 [==>...........................] - ETA: 13s - loss: 0.4339 - accuracy: 0.7875
 32/296 [==>...........................] - ETA: 13s - loss: 0.4336 - accuracy: 0.7852
 33/296 [==>...........................] - ETA: 13s - loss: 0.4421 - accuracy: 0.7803
 34/296 [==>...........................] - ETA: 13s - loss: 0.4393 - accuracy: 0.7812
 35/296 [==>...........................] - ETA: 13s - loss: 0.4376 - accuracy: 0.7821
 36/296 [==>...........................] - ETA: 13s - loss: 0.4414 - accuracy: 0.7812
 37/296 [==>...........................] - ETA: 13s - loss: 0.4427 - accuracy: 0.7804
 38/296 [==>...........................] - ETA: 13s - loss: 0.4385 - accuracy: 0.7829
 39/296 [==>...........................] - ETA: 13s - loss: 0.4449 - accuracy: 0.7804
 40/296 [===>..........................] - ETA: 13s - loss: 0.4428 - accuracy: 0.7812
 41/296 [===>..........................] - ETA: 12s - loss: 0.4388 - accuracy: 0.7835
 42/296 [===>..........................] - ETA: 12s - loss: 0.4375 - accuracy: 0.7842
 43/296 [===>..........................] - ETA: 12s - loss: 0.4376 - accuracy: 0.7849
 44/296 [===>..........................] - ETA: 12s - loss: 0.4358 - accuracy: 0.7869
 45/296 [===>..........................] - ETA: 12s - loss: 0.4332 - accuracy: 0.7889
 46/296 [===>..........................] - ETA: 12s - loss: 0.4312 - accuracy: 0.7894
 47/296 [===>..........................] - ETA: 12s - loss: 0.4337 - accuracy: 0.7859
 48/296 [===>..........................] - ETA: 12s - loss: 0.4305 - accuracy: 0.7878
 49/296 [===>..........................] - ETA: 12s - loss: 0.4258 - accuracy: 0.7908
 50/296 [====>.........................] - ETA: 12s - loss: 0.4282 - accuracy: 0.7912
 51/296 [====>.........................] - ETA: 12s - loss: 0.4272 - accuracy: 0.7917
 52/296 [====>.........................] - ETA: 12s - loss: 0.4286 - accuracy: 0.7933
 53/296 [====>.........................] - ETA: 12s - loss: 0.4261 - accuracy: 0.7972
 54/296 [====>.........................] - ETA: 12s - loss: 0.4222 - accuracy: 0.8009
 55/296 [====>.........................] - ETA: 12s - loss: 0.4201 - accuracy: 0.8023
 56/296 [====>.........................] - ETA: 12s - loss: 0.4216 - accuracy: 0.8013
 57/296 [====>.........................] - ETA: 12s - loss: 0.4197 - accuracy: 0.8026
 59/296 [====>.........................] - ETA: 12s - loss: 0.4145 - accuracy: 0.8051
 60/296 [=====>........................] - ETA: 12s - loss: 0.4129 - accuracy: 0.8062
 61/296 [=====>........................] - ETA: 11s - loss: 0.4119 - accuracy: 0.8053
 62/296 [=====>........................] - ETA: 11s - loss: 0.4091 - accuracy: 0.8075
 63/296 [=====>........................] - ETA: 11s - loss: 0.4063 - accuracy: 0.8095
 64/296 [=====>........................] - ETA: 11s - loss: 0.4081 - accuracy: 0.8076
 65/296 [=====>........................] - ETA: 11s - loss: 0.4096 - accuracy: 0.8067
 66/296 [=====>........................] - ETA: 11s - loss: 0.4082 - accuracy: 0.8078
 68/296 [=====>........................] - ETA: 11s - loss: 0.4112 - accuracy: 0.8061
 69/296 [=====>........................] - ETA: 11s - loss: 0.4123 - accuracy: 0.8071
 70/296 [======>.......................] - ETA: 11s - loss: 0.4103 - accuracy: 0.8080
 71/296 [======>.......................] - ETA: 11s - loss: 0.4071 - accuracy: 0.8099
 72/296 [======>.......................] - ETA: 11s - loss: 0.4068 - accuracy: 0.8108
 73/296 [======>.......................] - ETA: 11s - loss: 0.4056 - accuracy: 0.8108
 74/296 [======>.......................] - ETA: 11s - loss: 0.4072 - accuracy: 0.8091
 75/296 [======>.......................] - ETA: 11s - loss: 0.4065 - accuracy: 0.8092
 76/296 [======>.......................] - ETA: 11s - loss: 0.4048 - accuracy: 0.8100
 77/296 [======>.......................] - ETA: 11s - loss: 0.4024 - accuracy: 0.8109
 78/296 [======>.......................] - ETA: 11s - loss: 0.4042 - accuracy: 0.8085
 79/296 [=======>......................] - ETA: 11s - loss: 0.4021 - accuracy: 0.8101
 80/296 [=======>......................] - ETA: 11s - loss: 0.4056 - accuracy: 0.8094
 81/296 [=======>......................] - ETA: 10s - loss: 0.4059 - accuracy: 0.8102
 82/296 [=======>......................] - ETA: 10s - loss: 0.4047 - accuracy: 0.8110
 83/296 [=======>......................] - ETA: 10s - loss: 0.4024 - accuracy: 0.8125
 84/296 [=======>......................] - ETA: 10s - loss: 0.4043 - accuracy: 0.8103
 85/296 [=======>......................] - ETA: 10s - loss: 0.4035 - accuracy: 0.8103
 87/296 [=======>......................] - ETA: 10s - loss: 0.4030 - accuracy: 0.8089
 88/296 [=======>......................] - ETA: 10s - loss: 0.4025 - accuracy: 0.8097
 89/296 [========>.....................] - ETA: 10s - loss: 0.4018 - accuracy: 0.8104
 90/296 [========>.....................] - ETA: 10s - loss: 0.4043 - accuracy: 0.8076
 91/296 [========>.....................] - ETA: 10s - loss: 0.4043 - accuracy: 0.8084
 92/296 [========>.....................] - ETA: 10s - loss: 0.4035 - accuracy: 0.8084
 93/296 [========>.....................] - ETA: 10s - loss: 0.4032 - accuracy: 0.8091
 94/296 [========>.....................] - ETA: 10s - loss: 0.4043 - accuracy: 0.8085
 95/296 [========>.....................] - ETA: 10s - loss: 0.4055 - accuracy: 0.8072
 96/296 [========>.....................] - ETA: 10s - loss: 0.4075 - accuracy: 0.8060
 97/296 [========>.....................] - ETA: 10s - loss: 0.4071 - accuracy: 0.8061
 98/296 [========>.....................] - ETA: 10s - loss: 0.4065 - accuracy: 0.8068
 99/296 [=========>....................] - ETA: 10s - loss: 0.4052 - accuracy: 0.8081
100/296 [=========>....................] - ETA: 10s - loss: 0.4065 - accuracy: 0.8081
101/296 [=========>....................] - ETA: 9s - loss: 0.4059 - accuracy: 0.8088 
102/296 [=========>....................] - ETA: 9s - loss: 0.4052 - accuracy: 0.8082
103/296 [=========>....................] - ETA: 9s - loss: 0.4051 - accuracy: 0.8089
104/296 [=========>....................] - ETA: 9s - loss: 0.4046 - accuracy: 0.8095
105/296 [=========>....................] - ETA: 9s - loss: 0.4056 - accuracy: 0.8095
107/296 [=========>....................] - ETA: 9s - loss: 0.4117 - accuracy: 0.8078
108/296 [=========>....................] - ETA: 9s - loss: 0.4109 - accuracy: 0.8084
109/296 [==========>...................] - ETA: 9s - loss: 0.4099 - accuracy: 0.8085
110/296 [==========>...................] - ETA: 9s - loss: 0.4093 - accuracy: 0.8085
111/296 [==========>...................] - ETA: 9s - loss: 0.4086 - accuracy: 0.8097
112/296 [==========>...................] - ETA: 9s - loss: 0.4083 - accuracy: 0.8108
113/296 [==========>...................] - ETA: 9s - loss: 0.4085 - accuracy: 0.8114
114/296 [==========>...................] - ETA: 9s - loss: 0.4093 - accuracy: 0.8109
115/296 [==========>...................] - ETA: 9s - loss: 0.4085 - accuracy: 0.8114
116/296 [==========>...................] - ETA: 9s - loss: 0.4070 - accuracy: 0.8130
117/296 [==========>...................] - ETA: 9s - loss: 0.4068 - accuracy: 0.8130
118/296 [==========>...................] - ETA: 9s - loss: 0.4069 - accuracy: 0.8125
119/296 [===========>..................] - ETA: 9s - loss: 0.4067 - accuracy: 0.8125
120/296 [===========>..................] - ETA: 8s - loss: 0.4058 - accuracy: 0.8135
121/296 [===========>..................] - ETA: 8s - loss: 0.4050 - accuracy: 0.8140
122/296 [===========>..................] - ETA: 8s - loss: 0.4039 - accuracy: 0.8145
123/296 [===========>..................] - ETA: 8s - loss: 0.4027 - accuracy: 0.8145
124/296 [===========>..................] - ETA: 8s - loss: 0.4019 - accuracy: 0.8145
125/296 [===========>..................] - ETA: 8s - loss: 0.4031 - accuracy: 0.8150
126/296 [===========>..................] - ETA: 8s - loss: 0.4047 - accuracy: 0.8150
127/296 [===========>..................] - ETA: 8s - loss: 0.4032 - accuracy: 0.8159
129/296 [============>.................] - ETA: 8s - loss: 0.4078 - accuracy: 0.8135
130/296 [============>.................] - ETA: 8s - loss: 0.4089 - accuracy: 0.8130
131/296 [============>.................] - ETA: 8s - loss: 0.4077 - accuracy: 0.8139
132/296 [============>.................] - ETA: 8s - loss: 0.4081 - accuracy: 0.8130
133/296 [============>.................] - ETA: 8s - loss: 0.4078 - accuracy: 0.8130
134/296 [============>.................] - ETA: 8s - loss: 0.4077 - accuracy: 0.8130
135/296 [============>.................] - ETA: 8s - loss: 0.4077 - accuracy: 0.8125
137/296 [============>.................] - ETA: 8s - loss: 0.4065 - accuracy: 0.8134
138/296 [============>.................] - ETA: 8s - loss: 0.4046 - accuracy: 0.8143
139/296 [=============>................] - ETA: 8s - loss: 0.4051 - accuracy: 0.8138
140/296 [=============>................] - ETA: 7s - loss: 0.4047 - accuracy: 0.8138
141/296 [=============>................] - ETA: 7s - loss: 0.4049 - accuracy: 0.8138
142/296 [=============>................] - ETA: 7s - loss: 0.4047 - accuracy: 0.8143
143/296 [=============>................] - ETA: 7s - loss: 0.4036 - accuracy: 0.8151
144/296 [=============>................] - ETA: 7s - loss: 0.4041 - accuracy: 0.8151
145/296 [=============>................] - ETA: 7s - loss: 0.4035 - accuracy: 0.8151
146/296 [=============>................] - ETA: 7s - loss: 0.4030 - accuracy: 0.8146
147/296 [=============>................] - ETA: 7s - loss: 0.4033 - accuracy: 0.8146
149/296 [==============>...............] - ETA: 7s - loss: 0.4039 - accuracy: 0.8150
150/296 [==============>...............] - ETA: 7s - loss: 0.4052 - accuracy: 0.8138
151/296 [==============>...............] - ETA: 7s - loss: 0.4054 - accuracy: 0.8133
152/296 [==============>...............] - ETA: 7s - loss: 0.4055 - accuracy: 0.8129
153/296 [==============>...............] - ETA: 7s - loss: 0.4056 - accuracy: 0.8121
154/296 [==============>...............] - ETA: 7s - loss: 0.4050 - accuracy: 0.8129
155/296 [==============>...............] - ETA: 7s - loss: 0.4051 - accuracy: 0.8125
157/296 [==============>...............] - ETA: 7s - loss: 0.4060 - accuracy: 0.8129
158/296 [===============>..............] - ETA: 7s - loss: 0.4080 - accuracy: 0.8121
159/296 [===============>..............] - ETA: 6s - loss: 0.4080 - accuracy: 0.8125
160/296 [===============>..............] - ETA: 6s - loss: 0.4082 - accuracy: 0.8129
162/296 [===============>..............] - ETA: 6s - loss: 0.4088 - accuracy: 0.8129
163/296 [===============>..............] - ETA: 6s - loss: 0.4090 - accuracy: 0.8125
165/296 [===============>..............] - ETA: 6s - loss: 0.4097 - accuracy: 0.8117
166/296 [===============>..............] - ETA: 6s - loss: 0.4095 - accuracy: 0.8121
167/296 [===============>..............] - ETA: 6s - loss: 0.4095 - accuracy: 0.8118
168/296 [================>.............] - ETA: 6s - loss: 0.4087 - accuracy: 0.8125
169/296 [================>.............] - ETA: 6s - loss: 0.4092 - accuracy: 0.8125
170/296 [================>.............] - ETA: 6s - loss: 0.4086 - accuracy: 0.8132
171/296 [================>.............] - ETA: 6s - loss: 0.4095 - accuracy: 0.8125
172/296 [================>.............] - ETA: 6s - loss: 0.4093 - accuracy: 0.8125
173/296 [================>.............] - ETA: 6s - loss: 0.4089 - accuracy: 0.8129
174/296 [================>.............] - ETA: 6s - loss: 0.4089 - accuracy: 0.8129
175/296 [================>.............] - ETA: 6s - loss: 0.4104 - accuracy: 0.8125
177/296 [================>.............] - ETA: 6s - loss: 0.4112 - accuracy: 0.8118
178/296 [=================>............] - ETA: 6s - loss: 0.4111 - accuracy: 0.8118
179/296 [=================>............] - ETA: 5s - loss: 0.4110 - accuracy: 0.8118
180/296 [=================>............] - ETA: 5s - loss: 0.4112 - accuracy: 0.8111
181/296 [=================>............] - ETA: 5s - loss: 0.4109 - accuracy: 0.8115
182/296 [=================>............] - ETA: 5s - loss: 0.4108 - accuracy: 0.8111
183/296 [=================>............] - ETA: 5s - loss: 0.4105 - accuracy: 0.8111
184/296 [=================>............] - ETA: 5s - loss: 0.4109 - accuracy: 0.8111
185/296 [=================>............] - ETA: 5s - loss: 0.4103 - accuracy: 0.8115
186/296 [=================>............] - ETA: 5s - loss: 0.4107 - accuracy: 0.8112
187/296 [=================>............] - ETA: 5s - loss: 0.4105 - accuracy: 0.8112
188/296 [==================>...........] - ETA: 5s - loss: 0.4108 - accuracy: 0.8112
189/296 [==================>...........] - ETA: 5s - loss: 0.4096 - accuracy: 0.8122
191/296 [==================>...........] - ETA: 5s - loss: 0.4100 - accuracy: 0.8112
192/296 [==================>...........] - ETA: 5s - loss: 0.4092 - accuracy: 0.8112
193/296 [==================>...........] - ETA: 5s - loss: 0.4116 - accuracy: 0.8106
194/296 [==================>...........] - ETA: 5s - loss: 0.4116 - accuracy: 0.8102
195/296 [==================>...........] - ETA: 5s - loss: 0.4124 - accuracy: 0.8096
196/296 [==================>...........] - ETA: 5s - loss: 0.4116 - accuracy: 0.8103
198/296 [===================>..........] - ETA: 4s - loss: 0.4121 - accuracy: 0.8087
199/296 [===================>..........] - ETA: 4s - loss: 0.4120 - accuracy: 0.8087
200/296 [===================>..........] - ETA: 4s - loss: 0.4113 - accuracy: 0.8091
201/296 [===================>..........] - ETA: 4s - loss: 0.4112 - accuracy: 0.8088
203/296 [===================>..........] - ETA: 4s - loss: 0.4108 - accuracy: 0.8094
204/296 [===================>..........] - ETA: 4s - loss: 0.4098 - accuracy: 0.8104
205/296 [===================>..........] - ETA: 4s - loss: 0.4094 - accuracy: 0.8104
206/296 [===================>..........] - ETA: 4s - loss: 0.4099 - accuracy: 0.8098
207/296 [===================>..........] - ETA: 4s - loss: 0.4096 - accuracy: 0.8095
208/296 [====================>.........] - ETA: 4s - loss: 0.4080 - accuracy: 0.8104
209/296 [====================>.........] - ETA: 4s - loss: 0.4084 - accuracy: 0.8101
210/296 [====================>.........] - ETA: 4s - loss: 0.4086 - accuracy: 0.8101
211/296 [====================>.........] - ETA: 4s - loss: 0.4080 - accuracy: 0.8101
212/296 [====================>.........] - ETA: 4s - loss: 0.4086 - accuracy: 0.8098
213/296 [====================>.........] - ETA: 4s - loss: 0.4085 - accuracy: 0.8102
214/296 [====================>.........] - ETA: 4s - loss: 0.4085 - accuracy: 0.8105
215/296 [====================>.........] - ETA: 4s - loss: 0.4075 - accuracy: 0.8113
216/296 [====================>.........] - ETA: 4s - loss: 0.4072 - accuracy: 0.8116
217/296 [====================>.........] - ETA: 4s - loss: 0.4064 - accuracy: 0.8122
218/296 [=====================>........] - ETA: 3s - loss: 0.4058 - accuracy: 0.8125
219/296 [=====================>........] - ETA: 3s - loss: 0.4059 - accuracy: 0.8119
220/296 [=====================>........] - ETA: 3s - loss: 0.4066 - accuracy: 0.8119
221/296 [=====================>........] - ETA: 3s - loss: 0.4068 - accuracy: 0.8119
222/296 [=====================>........] - ETA: 3s - loss: 0.4071 - accuracy: 0.8117
223/296 [=====================>........] - ETA: 3s - loss: 0.4067 - accuracy: 0.8122
224/296 [=====================>........] - ETA: 3s - loss: 0.4070 - accuracy: 0.8119
225/296 [=====================>........] - ETA: 3s - loss: 0.4063 - accuracy: 0.8125
227/296 [======================>.......] - ETA: 3s - loss: 0.4075 - accuracy: 0.8119
228/296 [======================>.......] - ETA: 3s - loss: 0.4072 - accuracy: 0.8122
229/296 [======================>.......] - ETA: 3s - loss: 0.4071 - accuracy: 0.8122
231/296 [======================>.......] - ETA: 3s - loss: 0.4072 - accuracy: 0.8120
232/296 [======================>.......] - ETA: 3s - loss: 0.4061 - accuracy: 0.8125
233/296 [======================>.......] - ETA: 3s - loss: 0.4063 - accuracy: 0.8120
234/296 [======================>.......] - ETA: 3s - loss: 0.4064 - accuracy: 0.8122
235/296 [======================>.......] - ETA: 3s - loss: 0.4060 - accuracy: 0.8125
236/296 [======================>.......] - ETA: 3s - loss: 0.4067 - accuracy: 0.8122
237/296 [=======================>......] - ETA: 3s - loss: 0.4060 - accuracy: 0.8128
239/296 [=======================>......] - ETA: 2s - loss: 0.4056 - accuracy: 0.8130
241/296 [=======================>......] - ETA: 2s - loss: 0.4051 - accuracy: 0.8130
243/296 [=======================>......] - ETA: 2s - loss: 0.4036 - accuracy: 0.8135
244/296 [=======================>......] - ETA: 2s - loss: 0.4031 - accuracy: 0.8140
246/296 [=======================>......] - ETA: 2s - loss: 0.4037 - accuracy: 0.8133
247/296 [========================>.....] - ETA: 2s - loss: 0.4041 - accuracy: 0.8133
248/296 [========================>.....] - ETA: 2s - loss: 0.4039 - accuracy: 0.8138
249/296 [========================>.....] - ETA: 2s - loss: 0.4047 - accuracy: 0.8133
250/296 [========================>.....] - ETA: 2s - loss: 0.4053 - accuracy: 0.8127
251/296 [========================>.....] - ETA: 2s - loss: 0.4060 - accuracy: 0.8118
252/296 [========================>.....] - ETA: 2s - loss: 0.4061 - accuracy: 0.8115
253/296 [========================>.....] - ETA: 2s - loss: 0.4058 - accuracy: 0.8118
254/296 [========================>.....] - ETA: 2s - loss: 0.4057 - accuracy: 0.8120
255/296 [========================>.....] - ETA: 2s - loss: 0.4055 - accuracy: 0.8123
256/296 [========================>.....] - ETA: 2s - loss: 0.4063 - accuracy: 0.8118
257/296 [=========================>....] - ETA: 1s - loss: 0.4069 - accuracy: 0.8120
258/296 [=========================>....] - ETA: 1s - loss: 0.4062 - accuracy: 0.8125
259/296 [=========================>....] - ETA: 1s - loss: 0.4059 - accuracy: 0.8127
260/296 [=========================>....] - ETA: 1s - loss: 0.4060 - accuracy: 0.8127
261/296 [=========================>....] - ETA: 1s - loss: 0.4056 - accuracy: 0.8127
262/296 [=========================>....] - ETA: 1s - loss: 0.4052 - accuracy: 0.8130
263/296 [=========================>....] - ETA: 1s - loss: 0.4050 - accuracy: 0.8130
264/296 [=========================>....] - ETA: 1s - loss: 0.4050 - accuracy: 0.8127
266/296 [=========================>....] - ETA: 1s - loss: 0.4055 - accuracy: 0.8118
267/296 [==========================>...] - ETA: 1s - loss: 0.4048 - accuracy: 0.8120
268/296 [==========================>...] - ETA: 1s - loss: 0.4051 - accuracy: 0.8123
270/296 [==========================>...] - ETA: 1s - loss: 0.4047 - accuracy: 0.8123
271/296 [==========================>...] - ETA: 1s - loss: 0.4045 - accuracy: 0.8120
272/296 [==========================>...] - ETA: 1s - loss: 0.4044 - accuracy: 0.8120
273/296 [==========================>...] - ETA: 1s - loss: 0.4038 - accuracy: 0.8125
274/296 [==========================>...] - ETA: 1s - loss: 0.4049 - accuracy: 0.8118
275/296 [==========================>...] - ETA: 1s - loss: 0.4041 - accuracy: 0.8123
276/296 [==========================>...] - ETA: 1s - loss: 0.4042 - accuracy: 0.8123
277/296 [===========================>..] - ETA: 0s - loss: 0.4037 - accuracy: 0.8125
278/296 [===========================>..] - ETA: 0s - loss: 0.4039 - accuracy: 0.8125
279/296 [===========================>..] - ETA: 0s - loss: 0.4044 - accuracy: 0.8123
280/296 [===========================>..] - ETA: 0s - loss: 0.4039 - accuracy: 0.8129
281/296 [===========================>..] - ETA: 0s - loss: 0.4038 - accuracy: 0.8132
282/296 [===========================>..] - ETA: 0s - loss: 0.4037 - accuracy: 0.8134
283/296 [===========================>..] - ETA: 0s - loss: 0.4035 - accuracy: 0.8136
284/296 [===========================>..] - ETA: 0s - loss: 0.4033 - accuracy: 0.8136
285/296 [===========================>..] - ETA: 0s - loss: 0.4028 - accuracy: 0.8140
286/296 [===========================>..] - ETA: 0s - loss: 0.4034 - accuracy: 0.8136
287/296 [============================>.] - ETA: 0s - loss: 0.4036 - accuracy: 0.8132
288/296 [============================>.] - ETA: 0s - loss: 0.4040 - accuracy: 0.8127
289/296 [============================>.] - ETA: 0s - loss: 0.4032 - accuracy: 0.8131
290/296 [============================>.] - ETA: 0s - loss: 0.4035 - accuracy: 0.8134
291/296 [============================>.] - ETA: 0s - loss: 0.4038 - accuracy: 0.8129
292/296 [============================>.] - ETA: 0s - loss: 0.4033 - accuracy: 0.8131
293/296 [============================>.] - ETA: 0s - loss: 0.4032 - accuracy: 0.8131
294/296 [============================>.] - ETA: 0s - loss: 0.4030 - accuracy: 0.8131
295/296 [============================>.] - ETA: 0s - loss: 0.4026 - accuracy: 0.8136
296/296 [==============================] - 15s 51ms/step - loss: 0.4024 - accuracy: 0.8134

296/296 [==============================] - 16s 55ms/step - loss: 0.4024 - accuracy: 0.8134 - val_loss: 0.3859 - val_accuracy: 0.8345
Epoch 8/50

  1/296 [..............................] - ETA: 14s - loss: 0.7556 - accuracy: 0.6250
  3/296 [..............................] - ETA: 14s - loss: 0.5566 - accuracy: 0.7708
  4/296 [..............................] - ETA: 14s - loss: 0.5180 - accuracy: 0.7812
  5/296 [..............................] - ETA: 14s - loss: 0.4993 - accuracy: 0.7750
  6/296 [..............................] - ETA: 14s - loss: 0.5166 - accuracy: 0.7812
  7/296 [..............................] - ETA: 14s - loss: 0.5126 - accuracy: 0.7768
  8/296 [..............................] - ETA: 14s - loss: 0.4938 - accuracy: 0.7891
  9/296 [..............................] - ETA: 14s - loss: 0.4853 - accuracy: 0.7917
 10/296 [>.............................] - ETA: 14s - loss: 0.4805 - accuracy: 0.7937
 11/296 [>.............................] - ETA: 14s - loss: 0.4782 - accuracy: 0.7898
 12/296 [>.............................] - ETA: 14s - loss: 0.4848 - accuracy: 0.7865
 13/296 [>.............................] - ETA: 14s - loss: 0.4776 - accuracy: 0.7933
 14/296 [>.............................] - ETA: 14s - loss: 0.4795 - accuracy: 0.7902
 15/296 [>.............................] - ETA: 14s - loss: 0.4813 - accuracy: 0.7792
 16/296 [>.............................] - ETA: 14s - loss: 0.4802 - accuracy: 0.7734
 17/296 [>.............................] - ETA: 14s - loss: 0.4752 - accuracy: 0.7721
 18/296 [>.............................] - ETA: 14s - loss: 0.4695 - accuracy: 0.7743
 19/296 [>.............................] - ETA: 14s - loss: 0.4659 - accuracy: 0.7763
 20/296 [=>............................] - ETA: 14s - loss: 0.4610 - accuracy: 0.7781
 21/296 [=>............................] - ETA: 14s - loss: 0.4495 - accuracy: 0.7887
 22/296 [=>............................] - ETA: 13s - loss: 0.4443 - accuracy: 0.7926
 23/296 [=>............................] - ETA: 13s - loss: 0.4454 - accuracy: 0.7935
 24/296 [=>............................] - ETA: 13s - loss: 0.4430 - accuracy: 0.7943
 25/296 [=>............................] - ETA: 13s - loss: 0.4392 - accuracy: 0.7950
 26/296 [=>............................] - ETA: 13s - loss: 0.4397 - accuracy: 0.7957
 27/296 [=>............................] - ETA: 13s - loss: 0.4338 - accuracy: 0.7986
 28/296 [=>............................] - ETA: 13s - loss: 0.4287 - accuracy: 0.8013
 29/296 [=>............................] - ETA: 13s - loss: 0.4230 - accuracy: 0.8039
 30/296 [==>...........................] - ETA: 13s - loss: 0.4201 - accuracy: 0.8062
 31/296 [==>...........................] - ETA: 13s - loss: 0.4249 - accuracy: 0.8044
 32/296 [==>...........................] - ETA: 13s - loss: 0.4267 - accuracy: 0.8008
 33/296 [==>...........................] - ETA: 13s - loss: 0.4289 - accuracy: 0.7973
 34/296 [==>...........................] - ETA: 13s - loss: 0.4244 - accuracy: 0.7978
 35/296 [==>...........................] - ETA: 13s - loss: 0.4262 - accuracy: 0.7982
 36/296 [==>...........................] - ETA: 13s - loss: 0.4210 - accuracy: 0.8021
 37/296 [==>...........................] - ETA: 13s - loss: 0.4211 - accuracy: 0.8041
 38/296 [==>...........................] - ETA: 13s - loss: 0.4208 - accuracy: 0.8043
 39/296 [==>...........................] - ETA: 13s - loss: 0.4151 - accuracy: 0.8077
 40/296 [===>..........................] - ETA: 13s - loss: 0.4184 - accuracy: 0.8047
 41/296 [===>..........................] - ETA: 13s - loss: 0.4134 - accuracy: 0.8064
 42/296 [===>..........................] - ETA: 13s - loss: 0.4194 - accuracy: 0.8036
 44/296 [===>..........................] - ETA: 12s - loss: 0.4208 - accuracy: 0.8040
 45/296 [===>..........................] - ETA: 12s - loss: 0.4209 - accuracy: 0.8028
 46/296 [===>..........................] - ETA: 12s - loss: 0.4156 - accuracy: 0.8043
 47/296 [===>..........................] - ETA: 12s - loss: 0.4129 - accuracy: 0.8059
 48/296 [===>..........................] - ETA: 12s - loss: 0.4149 - accuracy: 0.8073
 50/296 [====>.........................] - ETA: 12s - loss: 0.4137 - accuracy: 0.8087
 51/296 [====>.........................] - ETA: 12s - loss: 0.4124 - accuracy: 0.8076
 52/296 [====>.........................] - ETA: 12s - loss: 0.4108 - accuracy: 0.8113
 53/296 [====>.........................] - ETA: 12s - loss: 0.4133 - accuracy: 0.8101
 54/296 [====>.........................] - ETA: 12s - loss: 0.4105 - accuracy: 0.8125
 55/296 [====>.........................] - ETA: 12s - loss: 0.4073 - accuracy: 0.8159
 56/296 [====>.........................] - ETA: 12s - loss: 0.4098 - accuracy: 0.8147
 57/296 [====>.........................] - ETA: 12s - loss: 0.4093 - accuracy: 0.8136
 58/296 [====>.........................] - ETA: 12s - loss: 0.4109 - accuracy: 0.8125
 59/296 [====>.........................] - ETA: 12s - loss: 0.4099 - accuracy: 0.8125
 60/296 [=====>........................] - ETA: 12s - loss: 0.4129 - accuracy: 0.8125
 61/296 [=====>........................] - ETA: 12s - loss: 0.4134 - accuracy: 0.8125
 62/296 [=====>........................] - ETA: 11s - loss: 0.4115 - accuracy: 0.8135
 63/296 [=====>........................] - ETA: 11s - loss: 0.4085 - accuracy: 0.8155
 64/296 [=====>........................] - ETA: 11s - loss: 0.4090 - accuracy: 0.8154
 65/296 [=====>........................] - ETA: 11s - loss: 0.4102 - accuracy: 0.8154
 66/296 [=====>........................] - ETA: 11s - loss: 0.4117 - accuracy: 0.8144
 67/296 [=====>........................] - ETA: 11s - loss: 0.4092 - accuracy: 0.8153
 68/296 [=====>........................] - ETA: 11s - loss: 0.4069 - accuracy: 0.8162
 69/296 [=====>........................] - ETA: 11s - loss: 0.4059 - accuracy: 0.8170
 70/296 [======>.......................] - ETA: 11s - loss: 0.4088 - accuracy: 0.8161
 71/296 [======>.......................] - ETA: 11s - loss: 0.4083 - accuracy: 0.8160
 72/296 [======>.......................] - ETA: 11s - loss: 0.4075 - accuracy: 0.8177
 73/296 [======>.......................] - ETA: 11s - loss: 0.4059 - accuracy: 0.8176
 74/296 [======>.......................] - ETA: 11s - loss: 0.4096 - accuracy: 0.8159
 75/296 [======>.......................] - ETA: 11s - loss: 0.4104 - accuracy: 0.8142
 76/296 [======>.......................] - ETA: 11s - loss: 0.4106 - accuracy: 0.8133
 77/296 [======>.......................] - ETA: 11s - loss: 0.4105 - accuracy: 0.8133
 78/296 [======>.......................] - ETA: 11s - loss: 0.4110 - accuracy: 0.8133
 79/296 [=======>......................] - ETA: 11s - loss: 0.4136 - accuracy: 0.8109
 80/296 [=======>......................] - ETA: 11s - loss: 0.4137 - accuracy: 0.8102
 81/296 [=======>......................] - ETA: 11s - loss: 0.4148 - accuracy: 0.8094
 83/296 [=======>......................] - ETA: 10s - loss: 0.4148 - accuracy: 0.8095
 84/296 [=======>......................] - ETA: 10s - loss: 0.4152 - accuracy: 0.8088
 85/296 [=======>......................] - ETA: 10s - loss: 0.4141 - accuracy: 0.8096
 86/296 [=======>......................] - ETA: 10s - loss: 0.4129 - accuracy: 0.8103
 87/296 [=======>......................] - ETA: 10s - loss: 0.4134 - accuracy: 0.8111
 88/296 [=======>......................] - ETA: 10s - loss: 0.4138 - accuracy: 0.8104
 89/296 [========>.....................] - ETA: 10s - loss: 0.4106 - accuracy: 0.8118
 90/296 [========>.....................] - ETA: 10s - loss: 0.4127 - accuracy: 0.8104
 91/296 [========>.....................] - ETA: 10s - loss: 0.4145 - accuracy: 0.8084
 92/296 [========>.....................] - ETA: 10s - loss: 0.4165 - accuracy: 0.8071
 93/296 [========>.....................] - ETA: 10s - loss: 0.4143 - accuracy: 0.8085
 94/296 [========>.....................] - ETA: 10s - loss: 0.4134 - accuracy: 0.8085
 95/296 [========>.....................] - ETA: 10s - loss: 0.4147 - accuracy: 0.8059
 96/296 [========>.....................] - ETA: 10s - loss: 0.4136 - accuracy: 0.8073
 97/296 [========>.....................] - ETA: 10s - loss: 0.4135 - accuracy: 0.8086
 98/296 [========>.....................] - ETA: 10s - loss: 0.4126 - accuracy: 0.8093
 99/296 [=========>....................] - ETA: 10s - loss: 0.4123 - accuracy: 0.8100
100/296 [=========>....................] - ETA: 10s - loss: 0.4124 - accuracy: 0.8094
101/296 [=========>....................] - ETA: 9s - loss: 0.4123 - accuracy: 0.8094 
102/296 [=========>....................] - ETA: 9s - loss: 0.4126 - accuracy: 0.8094
103/296 [=========>....................] - ETA: 9s - loss: 0.4125 - accuracy: 0.8095
104/296 [=========>....................] - ETA: 9s - loss: 0.4117 - accuracy: 0.8095
106/296 [=========>....................] - ETA: 9s - loss: 0.4121 - accuracy: 0.8096
107/296 [=========>....................] - ETA: 9s - loss: 0.4117 - accuracy: 0.8102
108/296 [=========>....................] - ETA: 9s - loss: 0.4109 - accuracy: 0.8108
109/296 [==========>...................] - ETA: 9s - loss: 0.4097 - accuracy: 0.8108
110/296 [==========>...................] - ETA: 9s - loss: 0.4117 - accuracy: 0.8097
111/296 [==========>...................] - ETA: 9s - loss: 0.4102 - accuracy: 0.8097
112/296 [==========>...................] - ETA: 9s - loss: 0.4106 - accuracy: 0.8092
113/296 [==========>...................] - ETA: 9s - loss: 0.4097 - accuracy: 0.8097
114/296 [==========>...................] - ETA: 9s - loss: 0.4074 - accuracy: 0.8109
115/296 [==========>...................] - ETA: 9s - loss: 0.4062 - accuracy: 0.8114
116/296 [==========>...................] - ETA: 9s - loss: 0.4058 - accuracy: 0.8114
117/296 [==========>...................] - ETA: 9s - loss: 0.4053 - accuracy: 0.8109
119/296 [===========>..................] - ETA: 9s - loss: 0.4091 - accuracy: 0.8099
120/296 [===========>..................] - ETA: 8s - loss: 0.4095 - accuracy: 0.8099
121/296 [===========>..................] - ETA: 8s - loss: 0.4089 - accuracy: 0.8094
122/296 [===========>..................] - ETA: 8s - loss: 0.4096 - accuracy: 0.8094
123/296 [===========>..................] - ETA: 8s - loss: 0.4088 - accuracy: 0.8100
124/296 [===========>..................] - ETA: 8s - loss: 0.4077 - accuracy: 0.8100
126/296 [===========>..................] - ETA: 8s - loss: 0.4070 - accuracy: 0.8110
127/296 [===========>..................] - ETA: 8s - loss: 0.4068 - accuracy: 0.8110
128/296 [===========>..................] - ETA: 8s - loss: 0.4047 - accuracy: 0.8115
129/296 [============>.................] - ETA: 8s - loss: 0.4030 - accuracy: 0.8125
130/296 [============>.................] - ETA: 8s - loss: 0.4059 - accuracy: 0.8111
131/296 [============>.................] - ETA: 8s - loss: 0.4066 - accuracy: 0.8111
132/296 [============>.................] - ETA: 8s - loss: 0.4062 - accuracy: 0.8116
133/296 [============>.................] - ETA: 8s - loss: 0.4067 - accuracy: 0.8120
134/296 [============>.................] - ETA: 8s - loss: 0.4053 - accuracy: 0.8125
135/296 [============>.................] - ETA: 8s - loss: 0.4051 - accuracy: 0.8125
136/296 [============>.................] - ETA: 8s - loss: 0.4052 - accuracy: 0.8120
137/296 [============>.................] - ETA: 8s - loss: 0.4046 - accuracy: 0.8125
138/296 [============>.................] - ETA: 8s - loss: 0.4039 - accuracy: 0.8134
139/296 [=============>................] - ETA: 8s - loss: 0.4040 - accuracy: 0.8143
140/296 [=============>................] - ETA: 7s - loss: 0.4044 - accuracy: 0.8143
141/296 [=============>................] - ETA: 7s - loss: 0.4049 - accuracy: 0.8134
142/296 [=============>................] - ETA: 7s - loss: 0.4045 - accuracy: 0.8138
143/296 [=============>................] - ETA: 7s - loss: 0.4041 - accuracy: 0.8129
144/296 [=============>................] - ETA: 7s - loss: 0.4039 - accuracy: 0.8134
145/296 [=============>................] - ETA: 7s - loss: 0.4042 - accuracy: 0.8134
146/296 [=============>................] - ETA: 7s - loss: 0.4038 - accuracy: 0.8138
147/296 [=============>................] - ETA: 7s - loss: 0.4038 - accuracy: 0.8134
148/296 [==============>...............] - ETA: 7s - loss: 0.4048 - accuracy: 0.8125
149/296 [==============>...............] - ETA: 7s - loss: 0.4037 - accuracy: 0.8129
150/296 [==============>...............] - ETA: 7s - loss: 0.4041 - accuracy: 0.8129
151/296 [==============>...............] - ETA: 7s - loss: 0.4042 - accuracy: 0.8121
152/296 [==============>...............] - ETA: 7s - loss: 0.4035 - accuracy: 0.8121
153/296 [==============>...............] - ETA: 7s - loss: 0.4032 - accuracy: 0.8121
154/296 [==============>...............] - ETA: 7s - loss: 0.4037 - accuracy: 0.8109
155/296 [==============>...............] - ETA: 7s - loss: 0.4047 - accuracy: 0.8097
156/296 [==============>...............] - ETA: 7s - loss: 0.4058 - accuracy: 0.8089
157/296 [==============>...............] - ETA: 7s - loss: 0.4065 - accuracy: 0.8085
158/296 [===============>..............] - ETA: 7s - loss: 0.4065 - accuracy: 0.8081
159/296 [===============>..............] - ETA: 7s - loss: 0.4068 - accuracy: 0.8082
160/296 [===============>..............] - ETA: 6s - loss: 0.4066 - accuracy: 0.8082
161/296 [===============>..............] - ETA: 6s - loss: 0.4060 - accuracy: 0.8082
162/296 [===============>..............] - ETA: 6s - loss: 0.4065 - accuracy: 0.8079
163/296 [===============>..............] - ETA: 6s - loss: 0.4061 - accuracy: 0.8079
164/296 [===============>..............] - ETA: 6s - loss: 0.4057 - accuracy: 0.8087
165/296 [===============>..............] - ETA: 6s - loss: 0.4063 - accuracy: 0.8083
166/296 [===============>..............] - ETA: 6s - loss: 0.4061 - accuracy: 0.8076
167/296 [===============>..............] - ETA: 6s - loss: 0.4059 - accuracy: 0.8076
168/296 [================>.............] - ETA: 6s - loss: 0.4049 - accuracy: 0.8084
169/296 [================>.............] - ETA: 6s - loss: 0.4053 - accuracy: 0.8081
170/296 [================>.............] - ETA: 6s - loss: 0.4043 - accuracy: 0.8085
171/296 [================>.............] - ETA: 6s - loss: 0.4036 - accuracy: 0.8092
172/296 [================>.............] - ETA: 6s - loss: 0.4036 - accuracy: 0.8092
173/296 [================>.............] - ETA: 6s - loss: 0.4041 - accuracy: 0.8085
174/296 [================>.............] - ETA: 6s - loss: 0.4037 - accuracy: 0.8089
175/296 [================>.............] - ETA: 6s - loss: 0.4023 - accuracy: 0.8100
176/296 [================>.............] - ETA: 6s - loss: 0.4013 - accuracy: 0.8107
177/296 [================>.............] - ETA: 6s - loss: 0.4016 - accuracy: 0.8107
178/296 [=================>............] - ETA: 6s - loss: 0.4003 - accuracy: 0.8114
179/296 [=================>............] - ETA: 5s - loss: 0.4004 - accuracy: 0.8115
180/296 [=================>............] - ETA: 5s - loss: 0.4003 - accuracy: 0.8111
181/296 [=================>............] - ETA: 5s - loss: 0.4007 - accuracy: 0.8111
182/296 [=================>............] - ETA: 5s - loss: 0.3997 - accuracy: 0.8115
183/296 [=================>............] - ETA: 5s - loss: 0.3997 - accuracy: 0.8118
184/296 [=================>............] - ETA: 5s - loss: 0.4013 - accuracy: 0.8108
185/296 [=================>............] - ETA: 5s - loss: 0.4014 - accuracy: 0.8105
186/296 [=================>............] - ETA: 5s - loss: 0.4029 - accuracy: 0.8098
187/296 [=================>............] - ETA: 5s - loss: 0.4029 - accuracy: 0.8095
188/296 [==================>...........] - ETA: 5s - loss: 0.4041 - accuracy: 0.8092
189/296 [==================>...........] - ETA: 5s - loss: 0.4049 - accuracy: 0.8089
190/296 [==================>...........] - ETA: 5s - loss: 0.4052 - accuracy: 0.8089
191/296 [==================>...........] - ETA: 5s - loss: 0.4042 - accuracy: 0.8096
192/296 [==================>...........] - ETA: 5s - loss: 0.4046 - accuracy: 0.8089
193/296 [==================>...........] - ETA: 5s - loss: 0.4045 - accuracy: 0.8086
194/296 [==================>...........] - ETA: 5s - loss: 0.4058 - accuracy: 0.8080
195/296 [==================>...........] - ETA: 5s - loss: 0.4064 - accuracy: 0.8083
196/296 [==================>...........] - ETA: 5s - loss: 0.4064 - accuracy: 0.8080
197/296 [==================>...........] - ETA: 5s - loss: 0.4066 - accuracy: 0.8081
198/296 [===================>..........] - ETA: 5s - loss: 0.4068 - accuracy: 0.8074
199/296 [===================>..........] - ETA: 4s - loss: 0.4073 - accuracy: 0.8072
200/296 [===================>..........] - ETA: 4s - loss: 0.4071 - accuracy: 0.8075
201/296 [===================>..........] - ETA: 4s - loss: 0.4071 - accuracy: 0.8085
203/296 [===================>..........] - ETA: 4s - loss: 0.4070 - accuracy: 0.8094
204/296 [===================>..........] - ETA: 4s - loss: 0.4062 - accuracy: 0.8100
205/296 [===================>..........] - ETA: 4s - loss: 0.4054 - accuracy: 0.8104
207/296 [===================>..........] - ETA: 4s - loss: 0.4052 - accuracy: 0.8107
208/296 [====================>.........] - ETA: 4s - loss: 0.4048 - accuracy: 0.8110
209/296 [====================>.........] - ETA: 4s - loss: 0.4054 - accuracy: 0.8104
210/296 [====================>.........] - ETA: 4s - loss: 0.4048 - accuracy: 0.8107
211/296 [====================>.........] - ETA: 4s - loss: 0.4044 - accuracy: 0.8104
212/296 [====================>.........] - ETA: 4s - loss: 0.4038 - accuracy: 0.8104
213/296 [====================>.........] - ETA: 4s - loss: 0.4034 - accuracy: 0.8107
214/296 [====================>.........] - ETA: 4s - loss: 0.4036 - accuracy: 0.8105
216/296 [====================>.........] - ETA: 4s - loss: 0.4033 - accuracy: 0.8111
217/296 [====================>.........] - ETA: 4s - loss: 0.4030 - accuracy: 0.8111
218/296 [=====================>........] - ETA: 3s - loss: 0.4026 - accuracy: 0.8116
219/296 [=====================>........] - ETA: 3s - loss: 0.4023 - accuracy: 0.8125
220/296 [=====================>........] - ETA: 3s - loss: 0.4033 - accuracy: 0.8119
221/296 [=====================>........] - ETA: 3s - loss: 0.4029 - accuracy: 0.8122
222/296 [=====================>........] - ETA: 3s - loss: 0.4034 - accuracy: 0.8117
223/296 [=====================>........] - ETA: 3s - loss: 0.4033 - accuracy: 0.8117
224/296 [=====================>........] - ETA: 3s - loss: 0.4035 - accuracy: 0.8111
225/296 [=====================>........] - ETA: 3s - loss: 0.4040 - accuracy: 0.8108
226/296 [=====================>........] - ETA: 3s - loss: 0.4038 - accuracy: 0.8103
227/296 [======================>.......] - ETA: 3s - loss: 0.4049 - accuracy: 0.8100
228/296 [======================>.......] - ETA: 3s - loss: 0.4048 - accuracy: 0.8092
229/296 [======================>.......] - ETA: 3s - loss: 0.4041 - accuracy: 0.8095
231/296 [======================>.......] - ETA: 3s - loss: 0.4039 - accuracy: 0.8101
233/296 [======================>.......] - ETA: 3s - loss: 0.4054 - accuracy: 0.8090
234/296 [======================>.......] - ETA: 3s - loss: 0.4047 - accuracy: 0.8093
235/296 [======================>.......] - ETA: 3s - loss: 0.4042 - accuracy: 0.8096
236/296 [======================>.......] - ETA: 3s - loss: 0.4038 - accuracy: 0.8099
237/296 [=======================>......] - ETA: 3s - loss: 0.4037 - accuracy: 0.8101
239/296 [=======================>......] - ETA: 2s - loss: 0.4042 - accuracy: 0.8096
241/296 [=======================>......] - ETA: 2s - loss: 0.4042 - accuracy: 0.8099
242/296 [=======================>......] - ETA: 2s - loss: 0.4039 - accuracy: 0.8102
243/296 [=======================>......] - ETA: 2s - loss: 0.4038 - accuracy: 0.8099
244/296 [=======================>......] - ETA: 2s - loss: 0.4053 - accuracy: 0.8094
245/296 [=======================>......] - ETA: 2s - loss: 0.4053 - accuracy: 0.8094
246/296 [=======================>......] - ETA: 2s - loss: 0.4050 - accuracy: 0.8097
247/296 [========================>.....] - ETA: 2s - loss: 0.4052 - accuracy: 0.8092
248/296 [========================>.....] - ETA: 2s - loss: 0.4054 - accuracy: 0.8087
249/296 [========================>.....] - ETA: 2s - loss: 0.4064 - accuracy: 0.8085
250/296 [========================>.....] - ETA: 2s - loss: 0.4069 - accuracy: 0.8085
251/296 [========================>.....] - ETA: 2s - loss: 0.4070 - accuracy: 0.8083
252/296 [========================>.....] - ETA: 2s - loss: 0.4068 - accuracy: 0.8085
253/296 [========================>.....] - ETA: 2s - loss: 0.4067 - accuracy: 0.8088
254/296 [========================>.....] - ETA: 2s - loss: 0.4056 - accuracy: 0.8093
255/296 [========================>.....] - ETA: 2s - loss: 0.4056 - accuracy: 0.8093
256/296 [========================>.....] - ETA: 2s - loss: 0.4048 - accuracy: 0.8098
257/296 [=========================>....] - ETA: 1s - loss: 0.4044 - accuracy: 0.8101
258/296 [=========================>....] - ETA: 1s - loss: 0.4050 - accuracy: 0.8096
259/296 [=========================>....] - ETA: 1s - loss: 0.4057 - accuracy: 0.8096
260/296 [=========================>....] - ETA: 1s - loss: 0.4062 - accuracy: 0.8099
261/296 [=========================>....] - ETA: 1s - loss: 0.4062 - accuracy: 0.8099
262/296 [=========================>....] - ETA: 1s - loss: 0.4053 - accuracy: 0.8104
263/296 [=========================>....] - ETA: 1s - loss: 0.4060 - accuracy: 0.8104
264/296 [=========================>....] - ETA: 1s - loss: 0.4053 - accuracy: 0.8108
266/296 [=========================>....] - ETA: 1s - loss: 0.4051 - accuracy: 0.8109
267/296 [==========================>...] - ETA: 1s - loss: 0.4053 - accuracy: 0.8109
268/296 [==========================>...] - ETA: 1s - loss: 0.4056 - accuracy: 0.8106
269/296 [==========================>...] - ETA: 1s - loss: 0.4053 - accuracy: 0.8109
271/296 [==========================>...] - ETA: 1s - loss: 0.4059 - accuracy: 0.8102
272/296 [==========================>...] - ETA: 1s - loss: 0.4061 - accuracy: 0.8100
273/296 [==========================>...] - ETA: 1s - loss: 0.4061 - accuracy: 0.8098
274/296 [==========================>...] - ETA: 1s - loss: 0.4063 - accuracy: 0.8098
275/296 [==========================>...] - ETA: 1s - loss: 0.4064 - accuracy: 0.8098
276/296 [==========================>...] - ETA: 1s - loss: 0.4062 - accuracy: 0.8098
277/296 [===========================>..] - ETA: 0s - loss: 0.4058 - accuracy: 0.8105
278/296 [===========================>..] - ETA: 0s - loss: 0.4059 - accuracy: 0.8105
279/296 [===========================>..] - ETA: 0s - loss: 0.4055 - accuracy: 0.8107
280/296 [===========================>..] - ETA: 0s - loss: 0.4054 - accuracy: 0.8112
281/296 [===========================>..] - ETA: 0s - loss: 0.4049 - accuracy: 0.8114
282/296 [===========================>..] - ETA: 0s - loss: 0.4043 - accuracy: 0.8118
283/296 [===========================>..] - ETA: 0s - loss: 0.4057 - accuracy: 0.8112
284/296 [===========================>..] - ETA: 0s - loss: 0.4054 - accuracy: 0.8112
285/296 [===========================>..] - ETA: 0s - loss: 0.4049 - accuracy: 0.8116
286/296 [===========================>..] - ETA: 0s - loss: 0.4051 - accuracy: 0.8116
287/296 [============================>.] - ETA: 0s - loss: 0.4053 - accuracy: 0.8116
288/296 [============================>.] - ETA: 0s - loss: 0.4049 - accuracy: 0.8121
289/296 [============================>.] - ETA: 0s - loss: 0.4051 - accuracy: 0.8119
290/296 [============================>.] - ETA: 0s - loss: 0.4060 - accuracy: 0.8108
291/296 [============================>.] - ETA: 0s - loss: 0.4061 - accuracy: 0.8112
292/296 [============================>.] - ETA: 0s - loss: 0.4062 - accuracy: 0.8112
293/296 [============================>.] - ETA: 0s - loss: 0.4061 - accuracy: 0.8112
294/296 [============================>.] - ETA: 0s - loss: 0.4065 - accuracy: 0.8110
295/296 [============================>.] - ETA: 0s - loss: 0.4076 - accuracy: 0.8102
296/296 [==============================] - 15s 51ms/step - loss: 0.4078 - accuracy: 0.8100

296/296 [==============================] - 16s 55ms/step - loss: 0.4078 - accuracy: 0.8100 - val_loss: 0.3894 - val_accuracy: 0.8148
Epoch 9/50

  1/296 [..............................] - ETA: 15s - loss: 0.3487 - accuracy: 0.8750
  2/296 [..............................] - ETA: 15s - loss: 0.3567 - accuracy: 0.8125
  3/296 [..............................] - ETA: 15s - loss: 0.3417 - accuracy: 0.8333
  4/296 [..............................] - ETA: 15s - loss: 0.3235 - accuracy: 0.8594
  5/296 [..............................] - ETA: 15s - loss: 0.3897 - accuracy: 0.8125
  6/296 [..............................] - ETA: 14s - loss: 0.3957 - accuracy: 0.8021
  7/296 [..............................] - ETA: 15s - loss: 0.3856 - accuracy: 0.8125
  8/296 [..............................] - ETA: 15s - loss: 0.3957 - accuracy: 0.8047
  9/296 [..............................] - ETA: 15s - loss: 0.3846 - accuracy: 0.8125
 10/296 [>.............................] - ETA: 14s - loss: 0.3945 - accuracy: 0.8125
 11/296 [>.............................] - ETA: 14s - loss: 0.4695 - accuracy: 0.7955
 12/296 [>.............................] - ETA: 14s - loss: 0.4585 - accuracy: 0.7969
 13/296 [>.............................] - ETA: 14s - loss: 0.4466 - accuracy: 0.8077
 14/296 [>.............................] - ETA: 14s - loss: 0.4534 - accuracy: 0.7946
 15/296 [>.............................] - ETA: 14s - loss: 0.4602 - accuracy: 0.7833
 16/296 [>.............................] - ETA: 14s - loss: 0.4517 - accuracy: 0.7852
 17/296 [>.............................] - ETA: 14s - loss: 0.4477 - accuracy: 0.7868
 18/296 [>.............................] - ETA: 14s - loss: 0.4548 - accuracy: 0.7882
 19/296 [>.............................] - ETA: 14s - loss: 0.4487 - accuracy: 0.7961
 20/296 [=>............................] - ETA: 14s - loss: 0.4436 - accuracy: 0.8000
 21/296 [=>............................] - ETA: 14s - loss: 0.4450 - accuracy: 0.7976
 22/296 [=>............................] - ETA: 14s - loss: 0.4347 - accuracy: 0.8040
 23/296 [=>............................] - ETA: 14s - loss: 0.4406 - accuracy: 0.8016
 24/296 [=>............................] - ETA: 14s - loss: 0.4416 - accuracy: 0.7995
 25/296 [=>............................] - ETA: 14s - loss: 0.4379 - accuracy: 0.8025
 26/296 [=>............................] - ETA: 14s - loss: 0.4332 - accuracy: 0.8029
 27/296 [=>............................] - ETA: 14s - loss: 0.4316 - accuracy: 0.8056
 28/296 [=>............................] - ETA: 13s - loss: 0.4249 - accuracy: 0.8103
 29/296 [=>............................] - ETA: 13s - loss: 0.4208 - accuracy: 0.8125
 30/296 [==>...........................] - ETA: 13s - loss: 0.4232 - accuracy: 0.8083
 31/296 [==>...........................] - ETA: 13s - loss: 0.4173 - accuracy: 0.8105
 32/296 [==>...........................] - ETA: 13s - loss: 0.4289 - accuracy: 0.8086
 33/296 [==>...........................] - ETA: 13s - loss: 0.4234 - accuracy: 0.8106
 34/296 [==>...........................] - ETA: 13s - loss: 0.4207 - accuracy: 0.8107
 35/296 [==>...........................] - ETA: 13s - loss: 0.4191 - accuracy: 0.8125
 36/296 [==>...........................] - ETA: 13s - loss: 0.4190 - accuracy: 0.8108
 37/296 [==>...........................] - ETA: 13s - loss: 0.4258 - accuracy: 0.8074
 38/296 [==>...........................] - ETA: 13s - loss: 0.4263 - accuracy: 0.8059
 39/296 [==>...........................] - ETA: 13s - loss: 0.4309 - accuracy: 0.8045
 40/296 [===>..........................] - ETA: 13s - loss: 0.4324 - accuracy: 0.8031
 41/296 [===>..........................] - ETA: 13s - loss: 0.4319 - accuracy: 0.8064
 42/296 [===>..........................] - ETA: 13s - loss: 0.4304 - accuracy: 0.8080
 43/296 [===>..........................] - ETA: 13s - loss: 0.4383 - accuracy: 0.8038
 44/296 [===>..........................] - ETA: 13s - loss: 0.4345 - accuracy: 0.8068
 45/296 [===>..........................] - ETA: 13s - loss: 0.4337 - accuracy: 0.8056
 46/296 [===>..........................] - ETA: 13s - loss: 0.4407 - accuracy: 0.7989
 47/296 [===>..........................] - ETA: 12s - loss: 0.4417 - accuracy: 0.7939
 48/296 [===>..........................] - ETA: 12s - loss: 0.4439 - accuracy: 0.7930
 49/296 [===>..........................] - ETA: 12s - loss: 0.4449 - accuracy: 0.7895
 50/296 [====>.........................] - ETA: 12s - loss: 0.4426 - accuracy: 0.7925
 51/296 [====>.........................] - ETA: 12s - loss: 0.4405 - accuracy: 0.7941
 52/296 [====>.........................] - ETA: 12s - loss: 0.4364 - accuracy: 0.7981
 53/296 [====>.........................] - ETA: 12s - loss: 0.4370 - accuracy: 0.7972
 54/296 [====>.........................] - ETA: 12s - loss: 0.4360 - accuracy: 0.7998
 55/296 [====>.........................] - ETA: 12s - loss: 0.4349 - accuracy: 0.8011
 56/296 [====>.........................] - ETA: 12s - loss: 0.4350 - accuracy: 0.7991
 57/296 [====>.........................] - ETA: 12s - loss: 0.4357 - accuracy: 0.7982
 59/296 [====>.........................] - ETA: 12s - loss: 0.4302 - accuracy: 0.8008
 61/296 [=====>........................] - ETA: 12s - loss: 0.4274 - accuracy: 0.8012
 62/296 [=====>........................] - ETA: 12s - loss: 0.4255 - accuracy: 0.8024
 63/296 [=====>........................] - ETA: 12s - loss: 0.4259 - accuracy: 0.8036
 64/296 [=====>........................] - ETA: 12s - loss: 0.4241 - accuracy: 0.8047
 65/296 [=====>........................] - ETA: 11s - loss: 0.4227 - accuracy: 0.8048
 66/296 [=====>........................] - ETA: 11s - loss: 0.4222 - accuracy: 0.8068
 67/296 [=====>........................] - ETA: 11s - loss: 0.4226 - accuracy: 0.8050
 69/296 [=====>........................] - ETA: 11s - loss: 0.4232 - accuracy: 0.8043
 70/296 [======>.......................] - ETA: 11s - loss: 0.4213 - accuracy: 0.8062
 71/296 [======>.......................] - ETA: 11s - loss: 0.4208 - accuracy: 0.8072
 72/296 [======>.......................] - ETA: 11s - loss: 0.4192 - accuracy: 0.8082
 73/296 [======>.......................] - ETA: 11s - loss: 0.4189 - accuracy: 0.8074
 74/296 [======>.......................] - ETA: 11s - loss: 0.4176 - accuracy: 0.8074
 75/296 [======>.......................] - ETA: 11s - loss: 0.4145 - accuracy: 0.8092
 76/296 [======>.......................] - ETA: 11s - loss: 0.4120 - accuracy: 0.8109
 77/296 [======>.......................] - ETA: 11s - loss: 0.4136 - accuracy: 0.8093
 78/296 [======>.......................] - ETA: 11s - loss: 0.4205 - accuracy: 0.8061
 79/296 [=======>......................] - ETA: 11s - loss: 0.4213 - accuracy: 0.8054
 80/296 [=======>......................] - ETA: 11s - loss: 0.4185 - accuracy: 0.8078
 81/296 [=======>......................] - ETA: 11s - loss: 0.4172 - accuracy: 0.8094
 82/296 [=======>......................] - ETA: 11s - loss: 0.4156 - accuracy: 0.8095
 83/296 [=======>......................] - ETA: 11s - loss: 0.4159 - accuracy: 0.8095
 84/296 [=======>......................] - ETA: 10s - loss: 0.4170 - accuracy: 0.8088
 85/296 [=======>......................] - ETA: 10s - loss: 0.4179 - accuracy: 0.8074
 86/296 [=======>......................] - ETA: 10s - loss: 0.4172 - accuracy: 0.8081
 87/296 [=======>......................] - ETA: 10s - loss: 0.4174 - accuracy: 0.8075
 88/296 [=======>......................] - ETA: 10s - loss: 0.4168 - accuracy: 0.8075
 89/296 [========>.....................] - ETA: 10s - loss: 0.4138 - accuracy: 0.8083
 90/296 [========>.....................] - ETA: 10s - loss: 0.4148 - accuracy: 0.8083
 91/296 [========>.....................] - ETA: 10s - loss: 0.4161 - accuracy: 0.8077
 92/296 [========>.....................] - ETA: 10s - loss: 0.4176 - accuracy: 0.8064
 93/296 [========>.....................] - ETA: 10s - loss: 0.4155 - accuracy: 0.8078
 94/296 [========>.....................] - ETA: 10s - loss: 0.4156 - accuracy: 0.8065
 95/296 [========>.....................] - ETA: 10s - loss: 0.4147 - accuracy: 0.8066
 96/296 [========>.....................] - ETA: 10s - loss: 0.4139 - accuracy: 0.8073
 97/296 [========>.....................] - ETA: 10s - loss: 0.4194 - accuracy: 0.8048
 98/296 [========>.....................] - ETA: 10s - loss: 0.4225 - accuracy: 0.8042
 99/296 [=========>....................] - ETA: 10s - loss: 0.4236 - accuracy: 0.8030
100/296 [=========>....................] - ETA: 10s - loss: 0.4222 - accuracy: 0.8031
101/296 [=========>....................] - ETA: 10s - loss: 0.4222 - accuracy: 0.8032
102/296 [=========>....................] - ETA: 10s - loss: 0.4216 - accuracy: 0.8045
103/296 [=========>....................] - ETA: 9s - loss: 0.4208 - accuracy: 0.8046 
104/296 [=========>....................] - ETA: 9s - loss: 0.4216 - accuracy: 0.8047
105/296 [=========>....................] - ETA: 9s - loss: 0.4216 - accuracy: 0.8048
106/296 [=========>....................] - ETA: 9s - loss: 0.4212 - accuracy: 0.8054
107/296 [=========>....................] - ETA: 9s - loss: 0.4206 - accuracy: 0.8067
108/296 [=========>....................] - ETA: 9s - loss: 0.4217 - accuracy: 0.8061
109/296 [==========>...................] - ETA: 9s - loss: 0.4208 - accuracy: 0.8073
110/296 [==========>...................] - ETA: 9s - loss: 0.4208 - accuracy: 0.8062
111/296 [==========>...................] - ETA: 9s - loss: 0.4200 - accuracy: 0.8069
112/296 [==========>...................] - ETA: 9s - loss: 0.4204 - accuracy: 0.8069
113/296 [==========>...................] - ETA: 9s - loss: 0.4198 - accuracy: 0.8075
114/296 [==========>...................] - ETA: 9s - loss: 0.4188 - accuracy: 0.8081
115/296 [==========>...................] - ETA: 9s - loss: 0.4181 - accuracy: 0.8087
116/296 [==========>...................] - ETA: 9s - loss: 0.4162 - accuracy: 0.8098
117/296 [==========>...................] - ETA: 9s - loss: 0.4148 - accuracy: 0.8109
118/296 [==========>...................] - ETA: 9s - loss: 0.4151 - accuracy: 0.8099
119/296 [===========>..................] - ETA: 9s - loss: 0.4149 - accuracy: 0.8099
120/296 [===========>..................] - ETA: 9s - loss: 0.4151 - accuracy: 0.8099
121/296 [===========>..................] - ETA: 9s - loss: 0.4147 - accuracy: 0.8104
122/296 [===========>..................] - ETA: 8s - loss: 0.4149 - accuracy: 0.8115
123/296 [===========>..................] - ETA: 8s - loss: 0.4159 - accuracy: 0.8120
124/296 [===========>..................] - ETA: 8s - loss: 0.4159 - accuracy: 0.8120
125/296 [===========>..................] - ETA: 8s - loss: 0.4150 - accuracy: 0.8130
126/296 [===========>..................] - ETA: 8s - loss: 0.4132 - accuracy: 0.8140
127/296 [===========>..................] - ETA: 8s - loss: 0.4165 - accuracy: 0.8125
128/296 [===========>..................] - ETA: 8s - loss: 0.4157 - accuracy: 0.8130
129/296 [============>.................] - ETA: 8s - loss: 0.4157 - accuracy: 0.8125
130/296 [============>.................] - ETA: 8s - loss: 0.4141 - accuracy: 0.8135
131/296 [============>.................] - ETA: 8s - loss: 0.4132 - accuracy: 0.8144
132/296 [============>.................] - ETA: 8s - loss: 0.4138 - accuracy: 0.8139
133/296 [============>.................] - ETA: 8s - loss: 0.4122 - accuracy: 0.8148
134/296 [============>.................] - ETA: 8s - loss: 0.4137 - accuracy: 0.8148
135/296 [============>.................] - ETA: 8s - loss: 0.4130 - accuracy: 0.8148
136/296 [============>.................] - ETA: 8s - loss: 0.4112 - accuracy: 0.8157
137/296 [============>.................] - ETA: 8s - loss: 0.4113 - accuracy: 0.8157
138/296 [============>.................] - ETA: 8s - loss: 0.4108 - accuracy: 0.8157
139/296 [=============>................] - ETA: 8s - loss: 0.4113 - accuracy: 0.8152
140/296 [=============>................] - ETA: 8s - loss: 0.4116 - accuracy: 0.8147
141/296 [=============>................] - ETA: 8s - loss: 0.4124 - accuracy: 0.8143
142/296 [=============>................] - ETA: 7s - loss: 0.4125 - accuracy: 0.8138
143/296 [=============>................] - ETA: 7s - loss: 0.4116 - accuracy: 0.8142
144/296 [=============>................] - ETA: 7s - loss: 0.4111 - accuracy: 0.8147
145/296 [=============>................] - ETA: 7s - loss: 0.4115 - accuracy: 0.8147
147/296 [=============>................] - ETA: 7s - loss: 0.4100 - accuracy: 0.8151
148/296 [==============>...............] - ETA: 7s - loss: 0.4108 - accuracy: 0.8146
149/296 [==============>...............] - ETA: 7s - loss: 0.4107 - accuracy: 0.8146
150/296 [==============>...............] - ETA: 7s - loss: 0.4113 - accuracy: 0.8142
151/296 [==============>...............] - ETA: 7s - loss: 0.4116 - accuracy: 0.8146
152/296 [==============>...............] - ETA: 7s - loss: 0.4126 - accuracy: 0.8137
153/296 [==============>...............] - ETA: 7s - loss: 0.4120 - accuracy: 0.8141
154/296 [==============>...............] - ETA: 7s - loss: 0.4141 - accuracy: 0.8133
155/296 [==============>...............] - ETA: 7s - loss: 0.4145 - accuracy: 0.8133
156/296 [==============>...............] - ETA: 7s - loss: 0.4161 - accuracy: 0.8125
157/296 [==============>...............] - ETA: 7s - loss: 0.4159 - accuracy: 0.8121
158/296 [===============>..............] - ETA: 7s - loss: 0.4143 - accuracy: 0.8133
159/296 [===============>..............] - ETA: 7s - loss: 0.4143 - accuracy: 0.8133
160/296 [===============>..............] - ETA: 7s - loss: 0.4137 - accuracy: 0.8137
161/296 [===============>..............] - ETA: 6s - loss: 0.4134 - accuracy: 0.8133
162/296 [===============>..............] - ETA: 6s - loss: 0.4130 - accuracy: 0.8133
163/296 [===============>..............] - ETA: 6s - loss: 0.4128 - accuracy: 0.8137
164/296 [===============>..............] - ETA: 6s - loss: 0.4122 - accuracy: 0.8144
165/296 [===============>..............] - ETA: 6s - loss: 0.4110 - accuracy: 0.8148
166/296 [===============>..............] - ETA: 6s - loss: 0.4107 - accuracy: 0.8148
167/296 [===============>..............] - ETA: 6s - loss: 0.4118 - accuracy: 0.8144
168/296 [================>.............] - ETA: 6s - loss: 0.4113 - accuracy: 0.8147
169/296 [================>.............] - ETA: 6s - loss: 0.4122 - accuracy: 0.8140
170/296 [================>.............] - ETA: 6s - loss: 0.4113 - accuracy: 0.8140
171/296 [================>.............] - ETA: 6s - loss: 0.4116 - accuracy: 0.8140
172/296 [================>.............] - ETA: 6s - loss: 0.4123 - accuracy: 0.8140
173/296 [================>.............] - ETA: 6s - loss: 0.4127 - accuracy: 0.8139
174/296 [================>.............] - ETA: 6s - loss: 0.4120 - accuracy: 0.8139
175/296 [================>.............] - ETA: 6s - loss: 0.4130 - accuracy: 0.8136
176/296 [================>.............] - ETA: 6s - loss: 0.4125 - accuracy: 0.8139
177/296 [================>.............] - ETA: 6s - loss: 0.4128 - accuracy: 0.8136
178/296 [=================>............] - ETA: 6s - loss: 0.4120 - accuracy: 0.8143
179/296 [=================>............] - ETA: 6s - loss: 0.4119 - accuracy: 0.8142
180/296 [=================>............] - ETA: 5s - loss: 0.4112 - accuracy: 0.8146
181/296 [=================>............] - ETA: 5s - loss: 0.4112 - accuracy: 0.8146
182/296 [=================>............] - ETA: 5s - loss: 0.4124 - accuracy: 0.8139
183/296 [=================>............] - ETA: 5s - loss: 0.4132 - accuracy: 0.8128
184/296 [=================>............] - ETA: 5s - loss: 0.4125 - accuracy: 0.8132
185/296 [=================>............] - ETA: 5s - loss: 0.4116 - accuracy: 0.8142
187/296 [=================>............] - ETA: 5s - loss: 0.4119 - accuracy: 0.8138
188/296 [==================>...........] - ETA: 5s - loss: 0.4119 - accuracy: 0.8142
189/296 [==================>...........] - ETA: 5s - loss: 0.4124 - accuracy: 0.8145
190/296 [==================>...........] - ETA: 5s - loss: 0.4127 - accuracy: 0.8145
191/296 [==================>...........] - ETA: 5s - loss: 0.4124 - accuracy: 0.8148
192/296 [==================>...........] - ETA: 5s - loss: 0.4139 - accuracy: 0.8138
193/296 [==================>...........] - ETA: 5s - loss: 0.4129 - accuracy: 0.8144
194/296 [==================>...........] - ETA: 5s - loss: 0.4126 - accuracy: 0.8144
195/296 [==================>...........] - ETA: 5s - loss: 0.4144 - accuracy: 0.8135
196/296 [==================>...........] - ETA: 5s - loss: 0.4146 - accuracy: 0.8131
197/296 [==================>...........] - ETA: 5s - loss: 0.4159 - accuracy: 0.8131
198/296 [===================>..........] - ETA: 5s - loss: 0.4158 - accuracy: 0.8128
199/296 [===================>..........] - ETA: 5s - loss: 0.4159 - accuracy: 0.8128
200/296 [===================>..........] - ETA: 4s - loss: 0.4159 - accuracy: 0.8131
201/296 [===================>..........] - ETA: 4s - loss: 0.4154 - accuracy: 0.8134
202/296 [===================>..........] - ETA: 4s - loss: 0.4156 - accuracy: 0.8131
203/296 [===================>..........] - ETA: 4s - loss: 0.4154 - accuracy: 0.8131
204/296 [===================>..........] - ETA: 4s - loss: 0.4146 - accuracy: 0.8137
205/296 [===================>..........] - ETA: 4s - loss: 0.4146 - accuracy: 0.8134
206/296 [===================>..........] - ETA: 4s - loss: 0.4149 - accuracy: 0.8131
207/296 [===================>..........] - ETA: 4s - loss: 0.4149 - accuracy: 0.8131
208/296 [====================>.........] - ETA: 4s - loss: 0.4143 - accuracy: 0.8134
209/296 [====================>.........] - ETA: 4s - loss: 0.4148 - accuracy: 0.8134
210/296 [====================>.........] - ETA: 4s - loss: 0.4141 - accuracy: 0.8137
211/296 [====================>.........] - ETA: 4s - loss: 0.4139 - accuracy: 0.8137
212/296 [====================>.........] - ETA: 4s - loss: 0.4137 - accuracy: 0.8140
213/296 [====================>.........] - ETA: 4s - loss: 0.4139 - accuracy: 0.8143
214/296 [====================>.........] - ETA: 4s - loss: 0.4135 - accuracy: 0.8145
215/296 [====================>.........] - ETA: 4s - loss: 0.4131 - accuracy: 0.8151
216/296 [====================>.........] - ETA: 4s - loss: 0.4124 - accuracy: 0.8154
217/296 [====================>.........] - ETA: 4s - loss: 0.4126 - accuracy: 0.8154
218/296 [=====================>........] - ETA: 4s - loss: 0.4129 - accuracy: 0.8154
219/296 [=====================>........] - ETA: 3s - loss: 0.4128 - accuracy: 0.8148
220/296 [=====================>........] - ETA: 3s - loss: 0.4125 - accuracy: 0.8151
221/296 [=====================>........] - ETA: 3s - loss: 0.4126 - accuracy: 0.8150
222/296 [=====================>........] - ETA: 3s - loss: 0.4130 - accuracy: 0.8150
223/296 [=====================>........] - ETA: 3s - loss: 0.4123 - accuracy: 0.8153
224/296 [=====================>........] - ETA: 3s - loss: 0.4123 - accuracy: 0.8153
225/296 [=====================>........] - ETA: 3s - loss: 0.4121 - accuracy: 0.8156
226/296 [=====================>........] - ETA: 3s - loss: 0.4120 - accuracy: 0.8161
227/296 [======================>.......] - ETA: 3s - loss: 0.4114 - accuracy: 0.8164
228/296 [======================>.......] - ETA: 3s - loss: 0.4111 - accuracy: 0.8166
229/296 [======================>.......] - ETA: 3s - loss: 0.4115 - accuracy: 0.8163
230/296 [======================>.......] - ETA: 3s - loss: 0.4107 - accuracy: 0.8168
231/296 [======================>.......] - ETA: 3s - loss: 0.4100 - accuracy: 0.8171
232/296 [======================>.......] - ETA: 3s - loss: 0.4095 - accuracy: 0.8168
233/296 [======================>.......] - ETA: 3s - loss: 0.4100 - accuracy: 0.8168
234/296 [======================>.......] - ETA: 3s - loss: 0.4091 - accuracy: 0.8176
235/296 [======================>.......] - ETA: 3s - loss: 0.4090 - accuracy: 0.8176
237/296 [=======================>......] - ETA: 3s - loss: 0.4097 - accuracy: 0.8170
238/296 [=======================>......] - ETA: 2s - loss: 0.4095 - accuracy: 0.8172
240/296 [=======================>......] - ETA: 2s - loss: 0.4086 - accuracy: 0.8174
241/296 [=======================>......] - ETA: 2s - loss: 0.4081 - accuracy: 0.8177
242/296 [=======================>......] - ETA: 2s - loss: 0.4079 - accuracy: 0.8174
243/296 [=======================>......] - ETA: 2s - loss: 0.4077 - accuracy: 0.8171
244/296 [=======================>......] - ETA: 2s - loss: 0.4075 - accuracy: 0.8171
245/296 [=======================>......] - ETA: 2s - loss: 0.4076 - accuracy: 0.8168
246/296 [=======================>......] - ETA: 2s - loss: 0.4080 - accuracy: 0.8163
247/296 [========================>.....] - ETA: 2s - loss: 0.4066 - accuracy: 0.8171
248/296 [========================>.....] - ETA: 2s - loss: 0.4063 - accuracy: 0.8165
249/296 [========================>.....] - ETA: 2s - loss: 0.4073 - accuracy: 0.8163
250/296 [========================>.....] - ETA: 2s - loss: 0.4071 - accuracy: 0.8167
251/296 [========================>.....] - ETA: 2s - loss: 0.4064 - accuracy: 0.8172
252/296 [========================>.....] - ETA: 2s - loss: 0.4057 - accuracy: 0.8177
253/296 [========================>.....] - ETA: 2s - loss: 0.4061 - accuracy: 0.8172
254/296 [========================>.....] - ETA: 2s - loss: 0.4057 - accuracy: 0.8174
255/296 [========================>.....] - ETA: 2s - loss: 0.4050 - accuracy: 0.8176
256/296 [========================>.....] - ETA: 2s - loss: 0.4056 - accuracy: 0.8174
257/296 [=========================>....] - ETA: 2s - loss: 0.4056 - accuracy: 0.8174
258/296 [=========================>....] - ETA: 1s - loss: 0.4055 - accuracy: 0.8173
259/296 [=========================>....] - ETA: 1s - loss: 0.4048 - accuracy: 0.8176
260/296 [=========================>....] - ETA: 1s - loss: 0.4044 - accuracy: 0.8178
261/296 [=========================>....] - ETA: 1s - loss: 0.4042 - accuracy: 0.8182
262/296 [=========================>....] - ETA: 1s - loss: 0.4039 - accuracy: 0.8187
263/296 [=========================>....] - ETA: 1s - loss: 0.4040 - accuracy: 0.8189
264/296 [=========================>....] - ETA: 1s - loss: 0.4043 - accuracy: 0.8184
265/296 [=========================>....] - ETA: 1s - loss: 0.4045 - accuracy: 0.8184
266/296 [=========================>....] - ETA: 1s - loss: 0.4051 - accuracy: 0.8184
267/296 [==========================>...] - ETA: 1s - loss: 0.4049 - accuracy: 0.8186
268/296 [==========================>...] - ETA: 1s - loss: 0.4051 - accuracy: 0.8181
269/296 [==========================>...] - ETA: 1s - loss: 0.4051 - accuracy: 0.8176
270/296 [==========================>...] - ETA: 1s - loss: 0.4047 - accuracy: 0.8181
271/296 [==========================>...] - ETA: 1s - loss: 0.4058 - accuracy: 0.8173
272/296 [==========================>...] - ETA: 1s - loss: 0.4054 - accuracy: 0.8176
273/296 [==========================>...] - ETA: 1s - loss: 0.4051 - accuracy: 0.8178
274/296 [==========================>...] - ETA: 1s - loss: 0.4061 - accuracy: 0.8171
275/296 [==========================>...] - ETA: 1s - loss: 0.4060 - accuracy: 0.8173
276/296 [==========================>...] - ETA: 1s - loss: 0.4060 - accuracy: 0.8175
277/296 [===========================>..] - ETA: 0s - loss: 0.4060 - accuracy: 0.8172
278/296 [===========================>..] - ETA: 0s - loss: 0.4053 - accuracy: 0.8177
279/296 [===========================>..] - ETA: 0s - loss: 0.4051 - accuracy: 0.8177
280/296 [===========================>..] - ETA: 0s - loss: 0.4064 - accuracy: 0.8174
281/296 [===========================>..] - ETA: 0s - loss: 0.4067 - accuracy: 0.8172
282/296 [===========================>..] - ETA: 0s - loss: 0.4082 - accuracy: 0.8163
283/296 [===========================>..] - ETA: 0s - loss: 0.4085 - accuracy: 0.8158
284/296 [===========================>..] - ETA: 0s - loss: 0.4083 - accuracy: 0.8160
285/296 [===========================>..] - ETA: 0s - loss: 0.4076 - accuracy: 0.8164
286/296 [===========================>..] - ETA: 0s - loss: 0.4072 - accuracy: 0.8169
287/296 [============================>.] - ETA: 0s - loss: 0.4075 - accuracy: 0.8164
288/296 [============================>.] - ETA: 0s - loss: 0.4070 - accuracy: 0.8166
289/296 [============================>.] - ETA: 0s - loss: 0.4072 - accuracy: 0.8166
290/296 [============================>.] - ETA: 0s - loss: 0.4067 - accuracy: 0.8170
291/296 [============================>.] - ETA: 0s - loss: 0.4065 - accuracy: 0.8172
292/296 [============================>.] - ETA: 0s - loss: 0.4068 - accuracy: 0.8172
293/296 [============================>.] - ETA: 0s - loss: 0.4067 - accuracy: 0.8172
294/296 [============================>.] - ETA: 0s - loss: 0.4067 - accuracy: 0.8176
295/296 [============================>.] - ETA: 0s - loss: 0.4068 - accuracy: 0.8174
296/296 [==============================] - 15s 52ms/step - loss: 0.4069 - accuracy: 0.8176

296/296 [==============================] - 16s 56ms/step - loss: 0.4069 - accuracy: 0.8176 - val_loss: 0.3898 - val_accuracy: 0.8148
Epoch 10/50

  1/296 [..............................] - ETA: 14s - loss: 0.2913 - accuracy: 0.8125
  2/296 [..............................] - ETA: 15s - loss: 0.2347 - accuracy: 0.8750
  3/296 [..............................] - ETA: 14s - loss: 0.3008 - accuracy: 0.8750
  4/296 [..............................] - ETA: 14s - loss: 0.3346 - accuracy: 0.8281
  5/296 [..............................] - ETA: 15s - loss: 0.3513 - accuracy: 0.8125
  6/296 [..............................] - ETA: 15s - loss: 0.3625 - accuracy: 0.8229
  7/296 [..............................] - ETA: 14s - loss: 0.3458 - accuracy: 0.8393
  8/296 [..............................] - ETA: 14s - loss: 0.3515 - accuracy: 0.8281
  9/296 [..............................] - ETA: 14s - loss: 0.3492 - accuracy: 0.8333
 10/296 [>.............................] - ETA: 14s - loss: 0.3661 - accuracy: 0.8313
 11/296 [>.............................] - ETA: 14s - loss: 0.3654 - accuracy: 0.8239
 12/296 [>.............................] - ETA: 14s - loss: 0.3902 - accuracy: 0.8125
 13/296 [>.............................] - ETA: 14s - loss: 0.3849 - accuracy: 0.8221
 14/296 [>.............................] - ETA: 14s - loss: 0.3756 - accuracy: 0.8304
 15/296 [>.............................] - ETA: 14s - loss: 0.3900 - accuracy: 0.8208
 16/296 [>.............................] - ETA: 14s - loss: 0.3995 - accuracy: 0.8203
 17/296 [>.............................] - ETA: 14s - loss: 0.3893 - accuracy: 0.8272
 18/296 [>.............................] - ETA: 14s - loss: 0.3853 - accuracy: 0.8299
 19/296 [>.............................] - ETA: 14s - loss: 0.3912 - accuracy: 0.8224
 20/296 [=>............................] - ETA: 14s - loss: 0.3833 - accuracy: 0.8281
 21/296 [=>............................] - ETA: 14s - loss: 0.3939 - accuracy: 0.8274
 22/296 [=>............................] - ETA: 14s - loss: 0.3922 - accuracy: 0.8239
 23/296 [=>............................] - ETA: 14s - loss: 0.3898 - accuracy: 0.8261
 24/296 [=>............................] - ETA: 14s - loss: 0.3860 - accuracy: 0.8307
 25/296 [=>............................] - ETA: 14s - loss: 0.3862 - accuracy: 0.8300
 26/296 [=>............................] - ETA: 14s - loss: 0.3903 - accuracy: 0.8245
 27/296 [=>............................] - ETA: 13s - loss: 0.3915 - accuracy: 0.8218
 28/296 [=>............................] - ETA: 13s - loss: 0.3974 - accuracy: 0.8170
 29/296 [=>............................] - ETA: 13s - loss: 0.3941 - accuracy: 0.8190
 30/296 [==>...........................] - ETA: 13s - loss: 0.3967 - accuracy: 0.8167
 31/296 [==>...........................] - ETA: 13s - loss: 0.3966 - accuracy: 0.8185
 32/296 [==>...........................] - ETA: 13s - loss: 0.3898 - accuracy: 0.8223
 33/296 [==>...........................] - ETA: 13s - loss: 0.3857 - accuracy: 0.8239
 34/296 [==>...........................] - ETA: 13s - loss: 0.3873 - accuracy: 0.8217
 35/296 [==>...........................] - ETA: 13s - loss: 0.3908 - accuracy: 0.8196
 36/296 [==>...........................] - ETA: 13s - loss: 0.3931 - accuracy: 0.8160
 37/296 [==>...........................] - ETA: 13s - loss: 0.3945 - accuracy: 0.8142
 38/296 [==>...........................] - ETA: 13s - loss: 0.3935 - accuracy: 0.8158
 39/296 [==>...........................] - ETA: 13s - loss: 0.3891 - accuracy: 0.8173
 40/296 [===>..........................] - ETA: 13s - loss: 0.3882 - accuracy: 0.8172
 41/296 [===>..........................] - ETA: 13s - loss: 0.3868 - accuracy: 0.8186
 42/296 [===>..........................] - ETA: 13s - loss: 0.3856 - accuracy: 0.8199
 43/296 [===>..........................] - ETA: 13s - loss: 0.3836 - accuracy: 0.8198
 44/296 [===>..........................] - ETA: 13s - loss: 0.3876 - accuracy: 0.8182
 45/296 [===>..........................] - ETA: 13s - loss: 0.3856 - accuracy: 0.8181
 46/296 [===>..........................] - ETA: 12s - loss: 0.3851 - accuracy: 0.8179
 47/296 [===>..........................] - ETA: 12s - loss: 0.3917 - accuracy: 0.8125
 48/296 [===>..........................] - ETA: 12s - loss: 0.3950 - accuracy: 0.8138
 49/296 [===>..........................] - ETA: 12s - loss: 0.3949 - accuracy: 0.8138
 50/296 [====>.........................] - ETA: 12s - loss: 0.3942 - accuracy: 0.8138
 51/296 [====>.........................] - ETA: 12s - loss: 0.3976 - accuracy: 0.8113
 52/296 [====>.........................] - ETA: 12s - loss: 0.4009 - accuracy: 0.8065
 53/296 [====>.........................] - ETA: 12s - loss: 0.3979 - accuracy: 0.8090
 54/296 [====>.........................] - ETA: 12s - loss: 0.3980 - accuracy: 0.8079
 55/296 [====>.........................] - ETA: 12s - loss: 0.3976 - accuracy: 0.8102
 56/296 [====>.........................] - ETA: 12s - loss: 0.3965 - accuracy: 0.8114
 57/296 [====>.........................] - ETA: 12s - loss: 0.3931 - accuracy: 0.8136
 58/296 [====>.........................] - ETA: 12s - loss: 0.3908 - accuracy: 0.8157
 59/296 [====>.........................] - ETA: 12s - loss: 0.3914 - accuracy: 0.8157
 60/296 [=====>........................] - ETA: 12s - loss: 0.3895 - accuracy: 0.8167
 61/296 [=====>........................] - ETA: 12s - loss: 0.3917 - accuracy: 0.8145
 62/296 [=====>........................] - ETA: 12s - loss: 0.3888 - accuracy: 0.8165
 63/296 [=====>........................] - ETA: 12s - loss: 0.3898 - accuracy: 0.8165
 64/296 [=====>........................] - ETA: 12s - loss: 0.3867 - accuracy: 0.8193
 65/296 [=====>........................] - ETA: 11s - loss: 0.3831 - accuracy: 0.8221
 66/296 [=====>........................] - ETA: 11s - loss: 0.3836 - accuracy: 0.8210
 67/296 [=====>........................] - ETA: 11s - loss: 0.3850 - accuracy: 0.8209
 68/296 [=====>........................] - ETA: 11s - loss: 0.3880 - accuracy: 0.8217
 69/296 [=====>........................] - ETA: 11s - loss: 0.3847 - accuracy: 0.8243
 70/296 [======>.......................] - ETA: 11s - loss: 0.3904 - accuracy: 0.8214
 71/296 [======>.......................] - ETA: 11s - loss: 0.3932 - accuracy: 0.8195
 72/296 [======>.......................] - ETA: 11s - loss: 0.3933 - accuracy: 0.8194
 73/296 [======>.......................] - ETA: 11s - loss: 0.3943 - accuracy: 0.8193
 74/296 [======>.......................] - ETA: 11s - loss: 0.3947 - accuracy: 0.8193
 75/296 [======>.......................] - ETA: 11s - loss: 0.3961 - accuracy: 0.8183
 76/296 [======>.......................] - ETA: 11s - loss: 0.3979 - accuracy: 0.8166
 77/296 [======>.......................] - ETA: 11s - loss: 0.3958 - accuracy: 0.8174
 78/296 [======>.......................] - ETA: 11s - loss: 0.3977 - accuracy: 0.8173
 79/296 [=======>......................] - ETA: 11s - loss: 0.3996 - accuracy: 0.8149
 80/296 [=======>......................] - ETA: 11s - loss: 0.4010 - accuracy: 0.8141
 81/296 [=======>......................] - ETA: 11s - loss: 0.4000 - accuracy: 0.8148
 82/296 [=======>......................] - ETA: 11s - loss: 0.3993 - accuracy: 0.8148
 83/296 [=======>......................] - ETA: 11s - loss: 0.4006 - accuracy: 0.8125
 84/296 [=======>......................] - ETA: 10s - loss: 0.4002 - accuracy: 0.8132
 85/296 [=======>......................] - ETA: 10s - loss: 0.3995 - accuracy: 0.8140
 86/296 [=======>......................] - ETA: 10s - loss: 0.4020 - accuracy: 0.8118
 87/296 [=======>......................] - ETA: 10s - loss: 0.4025 - accuracy: 0.8111
 88/296 [=======>......................] - ETA: 10s - loss: 0.4034 - accuracy: 0.8104
 89/296 [========>.....................] - ETA: 10s - loss: 0.4039 - accuracy: 0.8090
 90/296 [========>.....................] - ETA: 10s - loss: 0.4032 - accuracy: 0.8090
 91/296 [========>.....................] - ETA: 10s - loss: 0.4018 - accuracy: 0.8098
 92/296 [========>.....................] - ETA: 10s - loss: 0.4012 - accuracy: 0.8098
 93/296 [========>.....................] - ETA: 10s - loss: 0.4023 - accuracy: 0.8085
 94/296 [========>.....................] - ETA: 10s - loss: 0.4025 - accuracy: 0.8085
 95/296 [========>.....................] - ETA: 10s - loss: 0.4027 - accuracy: 0.8086
 96/296 [========>.....................] - ETA: 10s - loss: 0.4017 - accuracy: 0.8092
 97/296 [========>.....................] - ETA: 10s - loss: 0.4006 - accuracy: 0.8106
 98/296 [========>.....................] - ETA: 10s - loss: 0.4015 - accuracy: 0.8099
 99/296 [=========>....................] - ETA: 10s - loss: 0.4017 - accuracy: 0.8100
100/296 [=========>....................] - ETA: 10s - loss: 0.3996 - accuracy: 0.8119
101/296 [=========>....................] - ETA: 10s - loss: 0.4006 - accuracy: 0.8119
102/296 [=========>....................] - ETA: 10s - loss: 0.3986 - accuracy: 0.8131
103/296 [=========>....................] - ETA: 10s - loss: 0.3999 - accuracy: 0.8113
104/296 [=========>....................] - ETA: 9s - loss: 0.4001 - accuracy: 0.8119 
105/296 [=========>....................] - ETA: 9s - loss: 0.3991 - accuracy: 0.8131
106/296 [=========>....................] - ETA: 9s - loss: 0.4036 - accuracy: 0.8107
107/296 [=========>....................] - ETA: 9s - loss: 0.4029 - accuracy: 0.8113
108/296 [=========>....................] - ETA: 9s - loss: 0.4024 - accuracy: 0.8113
109/296 [==========>...................] - ETA: 9s - loss: 0.4056 - accuracy: 0.8102
110/296 [==========>...................] - ETA: 9s - loss: 0.4043 - accuracy: 0.8108
111/296 [==========>...................] - ETA: 9s - loss: 0.4031 - accuracy: 0.8119
112/296 [==========>...................] - ETA: 9s - loss: 0.4034 - accuracy: 0.8119
113/296 [==========>...................] - ETA: 9s - loss: 0.4018 - accuracy: 0.8136
114/296 [==========>...................] - ETA: 9s - loss: 0.3998 - accuracy: 0.8152
115/296 [==========>...................] - ETA: 9s - loss: 0.4000 - accuracy: 0.8147
116/296 [==========>...................] - ETA: 9s - loss: 0.4011 - accuracy: 0.8130
117/296 [==========>...................] - ETA: 9s - loss: 0.4023 - accuracy: 0.8109
118/296 [==========>...................] - ETA: 9s - loss: 0.4029 - accuracy: 0.8099
119/296 [===========>..................] - ETA: 9s - loss: 0.4031 - accuracy: 0.8099
120/296 [===========>..................] - ETA: 9s - loss: 0.4016 - accuracy: 0.8104
121/296 [===========>..................] - ETA: 9s - loss: 0.4041 - accuracy: 0.8084
122/296 [===========>..................] - ETA: 9s - loss: 0.4031 - accuracy: 0.8084
123/296 [===========>..................] - ETA: 8s - loss: 0.4021 - accuracy: 0.8084
124/296 [===========>..................] - ETA: 8s - loss: 0.4032 - accuracy: 0.8080
125/296 [===========>..................] - ETA: 8s - loss: 0.4020 - accuracy: 0.8095
126/296 [===========>..................] - ETA: 8s - loss: 0.4022 - accuracy: 0.8100
127/296 [===========>..................] - ETA: 8s - loss: 0.4022 - accuracy: 0.8105
128/296 [===========>..................] - ETA: 8s - loss: 0.4023 - accuracy: 0.8110
129/296 [============>.................] - ETA: 8s - loss: 0.4034 - accuracy: 0.8096
130/296 [============>.................] - ETA: 8s - loss: 0.4026 - accuracy: 0.8106
131/296 [============>.................] - ETA: 8s - loss: 0.4029 - accuracy: 0.8111
132/296 [============>.................] - ETA: 8s - loss: 0.4032 - accuracy: 0.8106
133/296 [============>.................] - ETA: 8s - loss: 0.4016 - accuracy: 0.8120
134/296 [============>.................] - ETA: 8s - loss: 0.4013 - accuracy: 0.8120
135/296 [============>.................] - ETA: 8s - loss: 0.4042 - accuracy: 0.8106
136/296 [============>.................] - ETA: 8s - loss: 0.4036 - accuracy: 0.8111
137/296 [============>.................] - ETA: 8s - loss: 0.4041 - accuracy: 0.8111
138/296 [============>.................] - ETA: 8s - loss: 0.4044 - accuracy: 0.8111
139/296 [=============>................] - ETA: 8s - loss: 0.4047 - accuracy: 0.8116
140/296 [=============>................] - ETA: 8s - loss: 0.4041 - accuracy: 0.8121
141/296 [=============>................] - ETA: 8s - loss: 0.4068 - accuracy: 0.8112
142/296 [=============>................] - ETA: 7s - loss: 0.4068 - accuracy: 0.8121
143/296 [=============>................] - ETA: 7s - loss: 0.4062 - accuracy: 0.8129
144/296 [=============>................] - ETA: 7s - loss: 0.4062 - accuracy: 0.8129
145/296 [=============>................] - ETA: 7s - loss: 0.4067 - accuracy: 0.8121
146/296 [=============>................] - ETA: 7s - loss: 0.4076 - accuracy: 0.8116
147/296 [=============>................] - ETA: 7s - loss: 0.4076 - accuracy: 0.8121
148/296 [==============>...............] - ETA: 7s - loss: 0.4083 - accuracy: 0.8117
149/296 [==============>...............] - ETA: 7s - loss: 0.4080 - accuracy: 0.8121
150/296 [==============>...............] - ETA: 7s - loss: 0.4072 - accuracy: 0.8129
151/296 [==============>...............] - ETA: 7s - loss: 0.4056 - accuracy: 0.8137
152/296 [==============>...............] - ETA: 7s - loss: 0.4072 - accuracy: 0.8125
153/296 [==============>...............] - ETA: 7s - loss: 0.4070 - accuracy: 0.8129
154/296 [==============>...............] - ETA: 7s - loss: 0.4093 - accuracy: 0.8121
155/296 [==============>...............] - ETA: 7s - loss: 0.4075 - accuracy: 0.8133
156/296 [==============>...............] - ETA: 7s - loss: 0.4092 - accuracy: 0.8117
157/296 [==============>...............] - ETA: 7s - loss: 0.4092 - accuracy: 0.8117
158/296 [===============>..............] - ETA: 7s - loss: 0.4086 - accuracy: 0.8117
159/296 [===============>..............] - ETA: 7s - loss: 0.4089 - accuracy: 0.8117
160/296 [===============>..............] - ETA: 7s - loss: 0.4077 - accuracy: 0.8121
161/296 [===============>..............] - ETA: 6s - loss: 0.4087 - accuracy: 0.8121
162/296 [===============>..............] - ETA: 6s - loss: 0.4084 - accuracy: 0.8121
163/296 [===============>..............] - ETA: 6s - loss: 0.4086 - accuracy: 0.8121
164/296 [===============>..............] - ETA: 6s - loss: 0.4097 - accuracy: 0.8114
165/296 [===============>..............] - ETA: 6s - loss: 0.4104 - accuracy: 0.8102
166/296 [===============>..............] - ETA: 6s - loss: 0.4104 - accuracy: 0.8099
167/296 [===============>..............] - ETA: 6s - loss: 0.4103 - accuracy: 0.8095
168/296 [================>.............] - ETA: 6s - loss: 0.4105 - accuracy: 0.8092
169/296 [================>.............] - ETA: 6s - loss: 0.4108 - accuracy: 0.8088
170/296 [================>.............] - ETA: 6s - loss: 0.4115 - accuracy: 0.8085
171/296 [================>.............] - ETA: 6s - loss: 0.4104 - accuracy: 0.8092
172/296 [================>.............] - ETA: 6s - loss: 0.4107 - accuracy: 0.8092
173/296 [================>.............] - ETA: 6s - loss: 0.4104 - accuracy: 0.8100
174/296 [================>.............] - ETA: 6s - loss: 0.4103 - accuracy: 0.8100
175/296 [================>.............] - ETA: 6s - loss: 0.4099 - accuracy: 0.8100
176/296 [================>.............] - ETA: 6s - loss: 0.4093 - accuracy: 0.8104
177/296 [================>.............] - ETA: 6s - loss: 0.4098 - accuracy: 0.8100
178/296 [=================>............] - ETA: 6s - loss: 0.4101 - accuracy: 0.8097
179/296 [=================>............] - ETA: 6s - loss: 0.4097 - accuracy: 0.8101
180/296 [=================>............] - ETA: 6s - loss: 0.4092 - accuracy: 0.8104
181/296 [=================>............] - ETA: 5s - loss: 0.4094 - accuracy: 0.8097
182/296 [=================>............] - ETA: 5s - loss: 0.4088 - accuracy: 0.8104
183/296 [=================>............] - ETA: 5s - loss: 0.4087 - accuracy: 0.8108
184/296 [=================>............] - ETA: 5s - loss: 0.4088 - accuracy: 0.8105
185/296 [=================>............] - ETA: 5s - loss: 0.4081 - accuracy: 0.8108
186/296 [=================>............] - ETA: 5s - loss: 0.4082 - accuracy: 0.8105
187/296 [=================>............] - ETA: 5s - loss: 0.4088 - accuracy: 0.8108
188/296 [==================>...........] - ETA: 5s - loss: 0.4087 - accuracy: 0.8112
189/296 [==================>...........] - ETA: 5s - loss: 0.4086 - accuracy: 0.8115
190/296 [==================>...........] - ETA: 5s - loss: 0.4098 - accuracy: 0.8109
191/296 [==================>...........] - ETA: 5s - loss: 0.4083 - accuracy: 0.8118
192/296 [==================>...........] - ETA: 5s - loss: 0.4076 - accuracy: 0.8125
193/296 [==================>...........] - ETA: 5s - loss: 0.4078 - accuracy: 0.8128
194/296 [==================>...........] - ETA: 5s - loss: 0.4074 - accuracy: 0.8131
195/296 [==================>...........] - ETA: 5s - loss: 0.4077 - accuracy: 0.8128
196/296 [==================>...........] - ETA: 5s - loss: 0.4092 - accuracy: 0.8125
197/296 [==================>...........] - ETA: 5s - loss: 0.4096 - accuracy: 0.8119
198/296 [===================>..........] - ETA: 5s - loss: 0.4095 - accuracy: 0.8125
199/296 [===================>..........] - ETA: 5s - loss: 0.4091 - accuracy: 0.8125
200/296 [===================>..........] - ETA: 4s - loss: 0.4097 - accuracy: 0.8119
201/296 [===================>..........] - ETA: 4s - loss: 0.4096 - accuracy: 0.8113
202/296 [===================>..........] - ETA: 4s - loss: 0.4082 - accuracy: 0.8122
203/296 [===================>..........] - ETA: 4s - loss: 0.4083 - accuracy: 0.8122
204/296 [===================>..........] - ETA: 4s - loss: 0.4085 - accuracy: 0.8119
205/296 [===================>..........] - ETA: 4s - loss: 0.4073 - accuracy: 0.8125
206/296 [===================>..........] - ETA: 4s - loss: 0.4069 - accuracy: 0.8125
207/296 [===================>..........] - ETA: 4s - loss: 0.4061 - accuracy: 0.8128
208/296 [====================>.........] - ETA: 4s - loss: 0.4069 - accuracy: 0.8122
209/296 [====================>.........] - ETA: 4s - loss: 0.4058 - accuracy: 0.8125
210/296 [====================>.........] - ETA: 4s - loss: 0.4050 - accuracy: 0.8128
211/296 [====================>.........] - ETA: 4s - loss: 0.4066 - accuracy: 0.8119
212/296 [====================>.........] - ETA: 4s - loss: 0.4056 - accuracy: 0.8122
213/296 [====================>.........] - ETA: 4s - loss: 0.4050 - accuracy: 0.8125
214/296 [====================>.........] - ETA: 4s - loss: 0.4049 - accuracy: 0.8128
215/296 [====================>.........] - ETA: 4s - loss: 0.4050 - accuracy: 0.8128
216/296 [====================>.........] - ETA: 4s - loss: 0.4036 - accuracy: 0.8137
217/296 [====================>.........] - ETA: 4s - loss: 0.4029 - accuracy: 0.8142
218/296 [=====================>........] - ETA: 4s - loss: 0.4025 - accuracy: 0.8148
219/296 [=====================>........] - ETA: 3s - loss: 0.4028 - accuracy: 0.8148
220/296 [=====================>........] - ETA: 3s - loss: 0.4025 - accuracy: 0.8148
221/296 [=====================>........] - ETA: 3s - loss: 0.4036 - accuracy: 0.8142
222/296 [=====================>........] - ETA: 3s - loss: 0.4031 - accuracy: 0.8142
223/296 [=====================>........] - ETA: 3s - loss: 0.4025 - accuracy: 0.8145
224/296 [=====================>........] - ETA: 3s - loss: 0.4012 - accuracy: 0.8153
225/296 [=====================>........] - ETA: 3s - loss: 0.4010 - accuracy: 0.8153
226/296 [=====================>........] - ETA: 3s - loss: 0.4004 - accuracy: 0.8155
227/296 [======================>.......] - ETA: 3s - loss: 0.4013 - accuracy: 0.8150
228/296 [======================>.......] - ETA: 3s - loss: 0.4013 - accuracy: 0.8147
229/296 [======================>.......] - ETA: 3s - loss: 0.4004 - accuracy: 0.8152
230/296 [======================>.......] - ETA: 3s - loss: 0.4001 - accuracy: 0.8149
231/296 [======================>.......] - ETA: 3s - loss: 0.4007 - accuracy: 0.8149
232/296 [======================>.......] - ETA: 3s - loss: 0.4007 - accuracy: 0.8144
233/296 [======================>.......] - ETA: 3s - loss: 0.4010 - accuracy: 0.8144
234/296 [======================>.......] - ETA: 3s - loss: 0.4008 - accuracy: 0.8144
235/296 [======================>.......] - ETA: 3s - loss: 0.4006 - accuracy: 0.8141
236/296 [======================>.......] - ETA: 3s - loss: 0.4006 - accuracy: 0.8144
237/296 [=======================>......] - ETA: 3s - loss: 0.4005 - accuracy: 0.8143
238/296 [=======================>......] - ETA: 3s - loss: 0.4012 - accuracy: 0.8141
239/296 [=======================>......] - ETA: 2s - loss: 0.4007 - accuracy: 0.8141
240/296 [=======================>......] - ETA: 2s - loss: 0.4005 - accuracy: 0.8141
241/296 [=======================>......] - ETA: 2s - loss: 0.4007 - accuracy: 0.8141
242/296 [=======================>......] - ETA: 2s - loss: 0.4005 - accuracy: 0.8146
243/296 [=======================>......] - ETA: 2s - loss: 0.3994 - accuracy: 0.8153
244/296 [=======================>......] - ETA: 2s - loss: 0.3993 - accuracy: 0.8153
245/296 [=======================>......] - ETA: 2s - loss: 0.3992 - accuracy: 0.8153
246/296 [=======================>......] - ETA: 2s - loss: 0.3989 - accuracy: 0.8155
247/296 [========================>.....] - ETA: 2s - loss: 0.3995 - accuracy: 0.8150
248/296 [========================>.....] - ETA: 2s - loss: 0.3994 - accuracy: 0.8155
249/296 [========================>.....] - ETA: 2s - loss: 0.3997 - accuracy: 0.8158
250/296 [========================>.....] - ETA: 2s - loss: 0.4014 - accuracy: 0.8148
251/296 [========================>.....] - ETA: 2s - loss: 0.4012 - accuracy: 0.8147
252/296 [========================>.....] - ETA: 2s - loss: 0.4006 - accuracy: 0.8152
253/296 [========================>.....] - ETA: 2s - loss: 0.4006 - accuracy: 0.8147
254/296 [========================>.....] - ETA: 2s - loss: 0.4000 - accuracy: 0.8152
255/296 [========================>.....] - ETA: 2s - loss: 0.4001 - accuracy: 0.8154
256/296 [========================>.....] - ETA: 2s - loss: 0.3999 - accuracy: 0.8154
257/296 [=========================>....] - ETA: 2s - loss: 0.4003 - accuracy: 0.8154
258/296 [=========================>....] - ETA: 1s - loss: 0.4012 - accuracy: 0.8152
259/296 [=========================>....] - ETA: 1s - loss: 0.4019 - accuracy: 0.8154
260/296 [=========================>....] - ETA: 1s - loss: 0.4017 - accuracy: 0.8154
261/296 [=========================>....] - ETA: 1s - loss: 0.4018 - accuracy: 0.8149
262/296 [=========================>....] - ETA: 1s - loss: 0.4022 - accuracy: 0.8146
263/296 [=========================>....] - ETA: 1s - loss: 0.4018 - accuracy: 0.8146
264/296 [=========================>....] - ETA: 1s - loss: 0.4017 - accuracy: 0.8146
265/296 [=========================>....] - ETA: 1s - loss: 0.4012 - accuracy: 0.8146
266/296 [=========================>....] - ETA: 1s - loss: 0.4010 - accuracy: 0.8146
267/296 [==========================>...] - ETA: 1s - loss: 0.4003 - accuracy: 0.8151
268/296 [==========================>...] - ETA: 1s - loss: 0.4002 - accuracy: 0.8148
269/296 [==========================>...] - ETA: 1s - loss: 0.4006 - accuracy: 0.8141
270/296 [==========================>...] - ETA: 1s - loss: 0.4019 - accuracy: 0.8139
271/296 [==========================>...] - ETA: 1s - loss: 0.4021 - accuracy: 0.8134
272/296 [==========================>...] - ETA: 1s - loss: 0.4024 - accuracy: 0.8132
273/296 [==========================>...] - ETA: 1s - loss: 0.4024 - accuracy: 0.8132
274/296 [==========================>...] - ETA: 1s - loss: 0.4017 - accuracy: 0.8139
275/296 [==========================>...] - ETA: 1s - loss: 0.4029 - accuracy: 0.8132
276/296 [==========================>...] - ETA: 1s - loss: 0.4034 - accuracy: 0.8130
277/296 [===========================>..] - ETA: 0s - loss: 0.4028 - accuracy: 0.8134
278/296 [===========================>..] - ETA: 0s - loss: 0.4029 - accuracy: 0.8132
279/296 [===========================>..] - ETA: 0s - loss: 0.4027 - accuracy: 0.8134
280/296 [===========================>..] - ETA: 0s - loss: 0.4025 - accuracy: 0.8134
281/296 [===========================>..] - ETA: 0s - loss: 0.4024 - accuracy: 0.8134
282/296 [===========================>..] - ETA: 0s - loss: 0.4021 - accuracy: 0.8136
283/296 [===========================>..] - ETA: 0s - loss: 0.4017 - accuracy: 0.8140
284/296 [===========================>..] - ETA: 0s - loss: 0.4011 - accuracy: 0.8147
285/296 [===========================>..] - ETA: 0s - loss: 0.4012 - accuracy: 0.8143
286/296 [===========================>..] - ETA: 0s - loss: 0.4017 - accuracy: 0.8138
287/296 [============================>.] - ETA: 0s - loss: 0.4016 - accuracy: 0.8140
288/296 [============================>.] - ETA: 0s - loss: 0.4018 - accuracy: 0.8136
289/296 [============================>.] - ETA: 0s - loss: 0.4016 - accuracy: 0.8136
290/296 [============================>.] - ETA: 0s - loss: 0.4011 - accuracy: 0.8138
291/296 [============================>.] - ETA: 0s - loss: 0.4006 - accuracy: 0.8140
292/296 [============================>.] - ETA: 0s - loss: 0.4007 - accuracy: 0.8140
293/296 [============================>.] - ETA: 0s - loss: 0.4006 - accuracy: 0.8136
294/296 [============================>.] - ETA: 0s - loss: 0.4005 - accuracy: 0.8134
295/296 [============================>.] - ETA: 0s - loss: 0.4006 - accuracy: 0.8131
296/296 [==============================] - 15s 52ms/step - loss: 0.4006 - accuracy: 0.8134

296/296 [==============================] - 17s 56ms/step - loss: 0.4006 - accuracy: 0.8134 - val_loss: 0.3787 - val_accuracy: 0.8282
Epoch 11/50

  1/296 [..............................] - ETA: 14s - loss: 0.5385 - accuracy: 0.6875
  2/296 [..............................] - ETA: 15s - loss: 0.4489 - accuracy: 0.7500
  3/296 [..............................] - ETA: 15s - loss: 0.4220 - accuracy: 0.7917
  4/296 [..............................] - ETA: 15s - loss: 0.4040 - accuracy: 0.8125
  5/296 [..............................] - ETA: 15s - loss: 0.4113 - accuracy: 0.8000
  6/296 [..............................] - ETA: 15s - loss: 0.4069 - accuracy: 0.7917
  7/296 [..............................] - ETA: 15s - loss: 0.4218 - accuracy: 0.7857
  8/296 [..............................] - ETA: 15s - loss: 0.4224 - accuracy: 0.7891
  9/296 [..............................] - ETA: 15s - loss: 0.3975 - accuracy: 0.8125
 10/296 [>.............................] - ETA: 15s - loss: 0.3773 - accuracy: 0.8250
 11/296 [>.............................] - ETA: 14s - loss: 0.4090 - accuracy: 0.8125
 12/296 [>.............................] - ETA: 14s - loss: 0.4035 - accuracy: 0.8125
 13/296 [>.............................] - ETA: 14s - loss: 0.4204 - accuracy: 0.8029
 14/296 [>.............................] - ETA: 14s - loss: 0.4321 - accuracy: 0.7991
 15/296 [>.............................] - ETA: 14s - loss: 0.4305 - accuracy: 0.8000
 16/296 [>.............................] - ETA: 14s - loss: 0.4157 - accuracy: 0.8125
 17/296 [>.............................] - ETA: 14s - loss: 0.4154 - accuracy: 0.8125
 18/296 [>.............................] - ETA: 14s - loss: 0.4071 - accuracy: 0.8125
 19/296 [>.............................] - ETA: 14s - loss: 0.4017 - accuracy: 0.8158
 20/296 [=>............................] - ETA: 14s - loss: 0.4114 - accuracy: 0.8125
 21/296 [=>............................] - ETA: 14s - loss: 0.4125 - accuracy: 0.8125
 22/296 [=>............................] - ETA: 14s - loss: 0.4061 - accuracy: 0.8153
 23/296 [=>............................] - ETA: 14s - loss: 0.4028 - accuracy: 0.8152
 24/296 [=>............................] - ETA: 14s - loss: 0.4030 - accuracy: 0.8151
 25/296 [=>............................] - ETA: 14s - loss: 0.4008 - accuracy: 0.8150
 26/296 [=>............................] - ETA: 14s - loss: 0.4015 - accuracy: 0.8125
 27/296 [=>............................] - ETA: 14s - loss: 0.4027 - accuracy: 0.8102
 28/296 [=>............................] - ETA: 14s - loss: 0.3993 - accuracy: 0.8080
 29/296 [=>............................] - ETA: 13s - loss: 0.3945 - accuracy: 0.8103
 30/296 [==>...........................] - ETA: 13s - loss: 0.3997 - accuracy: 0.8083
 31/296 [==>...........................] - ETA: 13s - loss: 0.3917 - accuracy: 0.8145
 32/296 [==>...........................] - ETA: 13s - loss: 0.3943 - accuracy: 0.8145
 33/296 [==>...........................] - ETA: 13s - loss: 0.3907 - accuracy: 0.8163
 34/296 [==>...........................] - ETA: 13s - loss: 0.3960 - accuracy: 0.8143
 35/296 [==>...........................] - ETA: 13s - loss: 0.3947 - accuracy: 0.8143
 36/296 [==>...........................] - ETA: 13s - loss: 0.3934 - accuracy: 0.8125
 37/296 [==>...........................] - ETA: 13s - loss: 0.3966 - accuracy: 0.8108
 38/296 [==>...........................] - ETA: 13s - loss: 0.3999 - accuracy: 0.8109
 39/296 [==>...........................] - ETA: 13s - loss: 0.3986 - accuracy: 0.8109
 40/296 [===>..........................] - ETA: 13s - loss: 0.3956 - accuracy: 0.8141
 41/296 [===>..........................] - ETA: 13s - loss: 0.3938 - accuracy: 0.8140
 42/296 [===>..........................] - ETA: 13s - loss: 0.3920 - accuracy: 0.8140
 43/296 [===>..........................] - ETA: 13s - loss: 0.3900 - accuracy: 0.8169
 44/296 [===>..........................] - ETA: 13s - loss: 0.3893 - accuracy: 0.8182
 45/296 [===>..........................] - ETA: 13s - loss: 0.3921 - accuracy: 0.8181
 46/296 [===>..........................] - ETA: 13s - loss: 0.3968 - accuracy: 0.8179
 47/296 [===>..........................] - ETA: 13s - loss: 0.3924 - accuracy: 0.8205
 48/296 [===>..........................] - ETA: 12s - loss: 0.3903 - accuracy: 0.8203
 49/296 [===>..........................] - ETA: 12s - loss: 0.3889 - accuracy: 0.8214
 50/296 [====>.........................] - ETA: 12s - loss: 0.3890 - accuracy: 0.8213
 51/296 [====>.........................] - ETA: 12s - loss: 0.3910 - accuracy: 0.8211
 52/296 [====>.........................] - ETA: 12s - loss: 0.3901 - accuracy: 0.8221
 53/296 [====>.........................] - ETA: 12s - loss: 0.3872 - accuracy: 0.8231
 54/296 [====>.........................] - ETA: 12s - loss: 0.3851 - accuracy: 0.8252
 55/296 [====>.........................] - ETA: 12s - loss: 0.3846 - accuracy: 0.8261
 56/296 [====>.........................] - ETA: 12s - loss: 0.3827 - accuracy: 0.8270
 57/296 [====>.........................] - ETA: 12s - loss: 0.3826 - accuracy: 0.8289
 58/296 [====>.........................] - ETA: 12s - loss: 0.3826 - accuracy: 0.8297
 59/296 [====>.........................] - ETA: 12s - loss: 0.3826 - accuracy: 0.8294
 60/296 [=====>........................] - ETA: 12s - loss: 0.3809 - accuracy: 0.8302
 61/296 [=====>........................] - ETA: 12s - loss: 0.3823 - accuracy: 0.8299
 62/296 [=====>........................] - ETA: 12s - loss: 0.3809 - accuracy: 0.8296
 63/296 [=====>........................] - ETA: 12s - loss: 0.3805 - accuracy: 0.8294
 64/296 [=====>........................] - ETA: 12s - loss: 0.3780 - accuracy: 0.8311
 65/296 [=====>........................] - ETA: 12s - loss: 0.3765 - accuracy: 0.8317
 66/296 [=====>........................] - ETA: 12s - loss: 0.3761 - accuracy: 0.8314
 67/296 [=====>........................] - ETA: 11s - loss: 0.3791 - accuracy: 0.8302
 68/296 [=====>........................] - ETA: 11s - loss: 0.3802 - accuracy: 0.8290
 69/296 [=====>........................] - ETA: 11s - loss: 0.3783 - accuracy: 0.8315
 70/296 [======>.......................] - ETA: 11s - loss: 0.3794 - accuracy: 0.8304
 71/296 [======>.......................] - ETA: 11s - loss: 0.3761 - accuracy: 0.8327
 72/296 [======>.......................] - ETA: 11s - loss: 0.3792 - accuracy: 0.8299
 73/296 [======>.......................] - ETA: 11s - loss: 0.3804 - accuracy: 0.8296
 74/296 [======>.......................] - ETA: 11s - loss: 0.3858 - accuracy: 0.8294
 75/296 [======>.......................] - ETA: 11s - loss: 0.3848 - accuracy: 0.8300
 76/296 [======>.......................] - ETA: 11s - loss: 0.3879 - accuracy: 0.8265
 77/296 [======>.......................] - ETA: 11s - loss: 0.3908 - accuracy: 0.8231
 78/296 [======>.......................] - ETA: 11s - loss: 0.3904 - accuracy: 0.8237
 79/296 [=======>......................] - ETA: 11s - loss: 0.3901 - accuracy: 0.8244
 80/296 [=======>......................] - ETA: 11s - loss: 0.3910 - accuracy: 0.8234
 81/296 [=======>......................] - ETA: 11s - loss: 0.3899 - accuracy: 0.8241
 82/296 [=======>......................] - ETA: 11s - loss: 0.3880 - accuracy: 0.8247
 83/296 [=======>......................] - ETA: 11s - loss: 0.3874 - accuracy: 0.8253
 84/296 [=======>......................] - ETA: 11s - loss: 0.3896 - accuracy: 0.8244
 85/296 [=======>......................] - ETA: 11s - loss: 0.3917 - accuracy: 0.8213
 86/296 [=======>......................] - ETA: 10s - loss: 0.3900 - accuracy: 0.8212
 87/296 [=======>......................] - ETA: 10s - loss: 0.3918 - accuracy: 0.8211
 88/296 [=======>......................] - ETA: 10s - loss: 0.3899 - accuracy: 0.8232
 89/296 [========>.....................] - ETA: 10s - loss: 0.3907 - accuracy: 0.8216
 90/296 [========>.....................] - ETA: 10s - loss: 0.3885 - accuracy: 0.8229
 91/296 [========>.....................] - ETA: 10s - loss: 0.3904 - accuracy: 0.8228
 92/296 [========>.....................] - ETA: 10s - loss: 0.3900 - accuracy: 0.8240
 93/296 [========>.....................] - ETA: 10s - loss: 0.3896 - accuracy: 0.8246
 94/296 [========>.....................] - ETA: 10s - loss: 0.3885 - accuracy: 0.8258
 95/296 [========>.....................] - ETA: 10s - loss: 0.3884 - accuracy: 0.8263
 96/296 [========>.....................] - ETA: 10s - loss: 0.3863 - accuracy: 0.8268
 97/296 [========>.....................] - ETA: 10s - loss: 0.3864 - accuracy: 0.8267
 98/296 [========>.....................] - ETA: 10s - loss: 0.3846 - accuracy: 0.8278
 99/296 [=========>....................] - ETA: 10s - loss: 0.3855 - accuracy: 0.8277
100/296 [=========>....................] - ETA: 10s - loss: 0.3862 - accuracy: 0.8275
101/296 [=========>....................] - ETA: 10s - loss: 0.3868 - accuracy: 0.8267
102/296 [=========>....................] - ETA: 10s - loss: 0.3884 - accuracy: 0.8260
103/296 [=========>....................] - ETA: 10s - loss: 0.3881 - accuracy: 0.8252
104/296 [=========>....................] - ETA: 10s - loss: 0.3882 - accuracy: 0.8245
105/296 [=========>....................] - ETA: 10s - loss: 0.3908 - accuracy: 0.8232
106/296 [=========>....................] - ETA: 9s - loss: 0.3953 - accuracy: 0.8213 
107/296 [=========>....................] - ETA: 9s - loss: 0.3953 - accuracy: 0.8207
108/296 [=========>....................] - ETA: 9s - loss: 0.3952 - accuracy: 0.8212
109/296 [==========>...................] - ETA: 9s - loss: 0.3951 - accuracy: 0.8211
110/296 [==========>...................] - ETA: 9s - loss: 0.3947 - accuracy: 0.8205
111/296 [==========>...................] - ETA: 9s - loss: 0.3947 - accuracy: 0.8204
112/296 [==========>...................] - ETA: 9s - loss: 0.3945 - accuracy: 0.8209
113/296 [==========>...................] - ETA: 9s - loss: 0.3927 - accuracy: 0.8219
114/296 [==========>...................] - ETA: 9s - loss: 0.3919 - accuracy: 0.8224
115/296 [==========>...................] - ETA: 9s - loss: 0.3908 - accuracy: 0.8234
116/296 [==========>...................] - ETA: 9s - loss: 0.3906 - accuracy: 0.8233
117/296 [==========>...................] - ETA: 9s - loss: 0.3915 - accuracy: 0.8226
118/296 [==========>...................] - ETA: 9s - loss: 0.3922 - accuracy: 0.8215
119/296 [===========>..................] - ETA: 9s - loss: 0.3919 - accuracy: 0.8214
120/296 [===========>..................] - ETA: 9s - loss: 0.3907 - accuracy: 0.8224
121/296 [===========>..................] - ETA: 9s - loss: 0.3905 - accuracy: 0.8228
122/296 [===========>..................] - ETA: 9s - loss: 0.3910 - accuracy: 0.8227
123/296 [===========>..................] - ETA: 9s - loss: 0.3909 - accuracy: 0.8227
124/296 [===========>..................] - ETA: 9s - loss: 0.3916 - accuracy: 0.8226
125/296 [===========>..................] - ETA: 8s - loss: 0.3910 - accuracy: 0.8235
126/296 [===========>..................] - ETA: 8s - loss: 0.3914 - accuracy: 0.8229
127/296 [===========>..................] - ETA: 8s - loss: 0.3906 - accuracy: 0.8233
128/296 [===========>..................] - ETA: 8s - loss: 0.3902 - accuracy: 0.8237
129/296 [============>.................] - ETA: 8s - loss: 0.3891 - accuracy: 0.8246
130/296 [============>.................] - ETA: 8s - loss: 0.3899 - accuracy: 0.8245
131/296 [============>.................] - ETA: 8s - loss: 0.3893 - accuracy: 0.8249
132/296 [============>.................] - ETA: 8s - loss: 0.3901 - accuracy: 0.8239
133/296 [============>.................] - ETA: 8s - loss: 0.3907 - accuracy: 0.8224
134/296 [============>.................] - ETA: 8s - loss: 0.3912 - accuracy: 0.8223
135/296 [============>.................] - ETA: 8s - loss: 0.3915 - accuracy: 0.8218
136/296 [============>.................] - ETA: 8s - loss: 0.3916 - accuracy: 0.8217
137/296 [============>.................] - ETA: 8s - loss: 0.3914 - accuracy: 0.8212
138/296 [============>.................] - ETA: 8s - loss: 0.3911 - accuracy: 0.8216
139/296 [=============>................] - ETA: 8s - loss: 0.3904 - accuracy: 0.8219
140/296 [=============>................] - ETA: 8s - loss: 0.3908 - accuracy: 0.8210
141/296 [=============>................] - ETA: 8s - loss: 0.3895 - accuracy: 0.8214
142/296 [=============>................] - ETA: 8s - loss: 0.3897 - accuracy: 0.8213
143/296 [=============>................] - ETA: 8s - loss: 0.3890 - accuracy: 0.8217
144/296 [=============>................] - ETA: 7s - loss: 0.3889 - accuracy: 0.8220
145/296 [=============>................] - ETA: 7s - loss: 0.3878 - accuracy: 0.8228
146/296 [=============>................] - ETA: 7s - loss: 0.3873 - accuracy: 0.8228
147/296 [=============>................] - ETA: 7s - loss: 0.3861 - accuracy: 0.8231
148/296 [==============>...............] - ETA: 7s - loss: 0.3859 - accuracy: 0.8231
149/296 [==============>...............] - ETA: 7s - loss: 0.3870 - accuracy: 0.8226
150/296 [==============>...............] - ETA: 7s - loss: 0.3856 - accuracy: 0.8233
151/296 [==============>...............] - ETA: 7s - loss: 0.3850 - accuracy: 0.8233
152/296 [==============>...............] - ETA: 7s - loss: 0.3844 - accuracy: 0.8236
153/296 [==============>...............] - ETA: 7s - loss: 0.3860 - accuracy: 0.8235
154/296 [==============>...............] - ETA: 7s - loss: 0.3862 - accuracy: 0.8231
155/296 [==============>...............] - ETA: 7s - loss: 0.3863 - accuracy: 0.8230
156/296 [==============>...............] - ETA: 7s - loss: 0.3869 - accuracy: 0.8225
157/296 [==============>...............] - ETA: 7s - loss: 0.3882 - accuracy: 0.8225
158/296 [===============>..............] - ETA: 7s - loss: 0.3885 - accuracy: 0.8224
159/296 [===============>..............] - ETA: 7s - loss: 0.3897 - accuracy: 0.8211
160/296 [===============>..............] - ETA: 7s - loss: 0.3891 - accuracy: 0.8215
161/296 [===============>..............] - ETA: 7s - loss: 0.3883 - accuracy: 0.8222
162/296 [===============>..............] - ETA: 7s - loss: 0.3883 - accuracy: 0.8221
163/296 [===============>..............] - ETA: 6s - loss: 0.3890 - accuracy: 0.8221
164/296 [===============>..............] - ETA: 6s - loss: 0.3901 - accuracy: 0.8216
165/296 [===============>..............] - ETA: 6s - loss: 0.3896 - accuracy: 0.8216
166/296 [===============>..............] - ETA: 6s - loss: 0.3919 - accuracy: 0.8208
167/296 [===============>..............] - ETA: 6s - loss: 0.3922 - accuracy: 0.8200
168/296 [================>.............] - ETA: 6s - loss: 0.3918 - accuracy: 0.8199
169/296 [================>.............] - ETA: 6s - loss: 0.3921 - accuracy: 0.8199
170/296 [================>.............] - ETA: 6s - loss: 0.3926 - accuracy: 0.8195
171/296 [================>.............] - ETA: 6s - loss: 0.3926 - accuracy: 0.8187
172/296 [================>.............] - ETA: 6s - loss: 0.3931 - accuracy: 0.8190
173/296 [================>.............] - ETA: 6s - loss: 0.3928 - accuracy: 0.8186
174/296 [================>.............] - ETA: 6s - loss: 0.3934 - accuracy: 0.8179
175/296 [================>.............] - ETA: 6s - loss: 0.3944 - accuracy: 0.8179
176/296 [================>.............] - ETA: 6s - loss: 0.3938 - accuracy: 0.8175
177/296 [================>.............] - ETA: 6s - loss: 0.3934 - accuracy: 0.8178
178/296 [=================>............] - ETA: 6s - loss: 0.3936 - accuracy: 0.8178
179/296 [=================>............] - ETA: 6s - loss: 0.3930 - accuracy: 0.8184
180/296 [=================>............] - ETA: 6s - loss: 0.3932 - accuracy: 0.8177
181/296 [=================>............] - ETA: 6s - loss: 0.3933 - accuracy: 0.8170
182/296 [=================>............] - ETA: 5s - loss: 0.3941 - accuracy: 0.8163
183/296 [=================>............] - ETA: 5s - loss: 0.3952 - accuracy: 0.8152
184/296 [=================>............] - ETA: 5s - loss: 0.3947 - accuracy: 0.8159
185/296 [=================>............] - ETA: 5s - loss: 0.3947 - accuracy: 0.8159
186/296 [=================>............] - ETA: 5s - loss: 0.3948 - accuracy: 0.8159
187/296 [=================>............] - ETA: 5s - loss: 0.3963 - accuracy: 0.8148
188/296 [==================>...........] - ETA: 5s - loss: 0.3954 - accuracy: 0.8158
189/296 [==================>...........] - ETA: 5s - loss: 0.3953 - accuracy: 0.8155
190/296 [==================>...........] - ETA: 5s - loss: 0.3958 - accuracy: 0.8151
191/296 [==================>...........] - ETA: 5s - loss: 0.3955 - accuracy: 0.8151
192/296 [==================>...........] - ETA: 5s - loss: 0.3953 - accuracy: 0.8151
193/296 [==================>...........] - ETA: 5s - loss: 0.3950 - accuracy: 0.8151
194/296 [==================>...........] - ETA: 5s - loss: 0.3956 - accuracy: 0.8148
195/296 [==================>...........] - ETA: 5s - loss: 0.3966 - accuracy: 0.8141
196/296 [==================>...........] - ETA: 5s - loss: 0.3975 - accuracy: 0.8135
197/296 [==================>...........] - ETA: 5s - loss: 0.3974 - accuracy: 0.8131
198/296 [===================>..........] - ETA: 5s - loss: 0.3989 - accuracy: 0.8116
199/296 [===================>..........] - ETA: 5s - loss: 0.3990 - accuracy: 0.8116
200/296 [===================>..........] - ETA: 5s - loss: 0.3988 - accuracy: 0.8119
201/296 [===================>..........] - ETA: 4s - loss: 0.3990 - accuracy: 0.8122
202/296 [===================>..........] - ETA: 4s - loss: 0.3995 - accuracy: 0.8116
203/296 [===================>..........] - ETA: 4s - loss: 0.3994 - accuracy: 0.8119
204/296 [===================>..........] - ETA: 4s - loss: 0.3990 - accuracy: 0.8119
205/296 [===================>..........] - ETA: 4s - loss: 0.3986 - accuracy: 0.8122
206/296 [===================>..........] - ETA: 4s - loss: 0.3987 - accuracy: 0.8125
207/296 [===================>..........] - ETA: 4s - loss: 0.3999 - accuracy: 0.8119
208/296 [====================>.........] - ETA: 4s - loss: 0.3997 - accuracy: 0.8119
209/296 [====================>.........] - ETA: 4s - loss: 0.3993 - accuracy: 0.8122
210/296 [====================>.........] - ETA: 4s - loss: 0.3994 - accuracy: 0.8122
211/296 [====================>.........] - ETA: 4s - loss: 0.4001 - accuracy: 0.8110
212/296 [====================>.........] - ETA: 4s - loss: 0.4006 - accuracy: 0.8104
213/296 [====================>.........] - ETA: 4s - loss: 0.4012 - accuracy: 0.8099
214/296 [====================>.........] - ETA: 4s - loss: 0.4004 - accuracy: 0.8105
215/296 [====================>.........] - ETA: 4s - loss: 0.4004 - accuracy: 0.8099
216/296 [====================>.........] - ETA: 4s - loss: 0.3997 - accuracy: 0.8105
217/296 [====================>.........] - ETA: 4s - loss: 0.4007 - accuracy: 0.8099
218/296 [=====================>........] - ETA: 4s - loss: 0.4008 - accuracy: 0.8099
219/296 [=====================>........] - ETA: 4s - loss: 0.4003 - accuracy: 0.8105
220/296 [=====================>........] - ETA: 3s - loss: 0.3998 - accuracy: 0.8105
221/296 [=====================>........] - ETA: 3s - loss: 0.3993 - accuracy: 0.8108
222/296 [=====================>........] - ETA: 3s - loss: 0.4002 - accuracy: 0.8102
223/296 [=====================>........] - ETA: 3s - loss: 0.3996 - accuracy: 0.8103
224/296 [=====================>........] - ETA: 3s - loss: 0.3992 - accuracy: 0.8103
225/296 [=====================>........] - ETA: 3s - loss: 0.3990 - accuracy: 0.8108
226/296 [=====================>........] - ETA: 3s - loss: 0.3990 - accuracy: 0.8108
227/296 [======================>.......] - ETA: 3s - loss: 0.3997 - accuracy: 0.8108
228/296 [======================>.......] - ETA: 3s - loss: 0.3988 - accuracy: 0.8114
229/296 [======================>.......] - ETA: 3s - loss: 0.3984 - accuracy: 0.8120
230/296 [======================>.......] - ETA: 3s - loss: 0.3982 - accuracy: 0.8120
231/296 [======================>.......] - ETA: 3s - loss: 0.3974 - accuracy: 0.8125
232/296 [======================>.......] - ETA: 3s - loss: 0.3970 - accuracy: 0.8128
233/296 [======================>.......] - ETA: 3s - loss: 0.3964 - accuracy: 0.8130
234/296 [======================>.......] - ETA: 3s - loss: 0.3959 - accuracy: 0.8136
235/296 [======================>.......] - ETA: 3s - loss: 0.3962 - accuracy: 0.8130
236/296 [======================>.......] - ETA: 3s - loss: 0.3967 - accuracy: 0.8128
237/296 [=======================>......] - ETA: 3s - loss: 0.3965 - accuracy: 0.8130
238/296 [=======================>......] - ETA: 3s - loss: 0.3985 - accuracy: 0.8117
239/296 [=======================>......] - ETA: 2s - loss: 0.3996 - accuracy: 0.8112
240/296 [=======================>......] - ETA: 2s - loss: 0.4003 - accuracy: 0.8109
241/296 [=======================>......] - ETA: 2s - loss: 0.4011 - accuracy: 0.8109
242/296 [=======================>......] - ETA: 2s - loss: 0.4006 - accuracy: 0.8112
243/296 [=======================>......] - ETA: 2s - loss: 0.4018 - accuracy: 0.8102
244/296 [=======================>......] - ETA: 2s - loss: 0.4016 - accuracy: 0.8107
245/296 [=======================>......] - ETA: 2s - loss: 0.4012 - accuracy: 0.8107
246/296 [=======================>......] - ETA: 2s - loss: 0.4012 - accuracy: 0.8107
247/296 [========================>.....] - ETA: 2s - loss: 0.4016 - accuracy: 0.8102
248/296 [========================>.....] - ETA: 2s - loss: 0.4016 - accuracy: 0.8102
249/296 [========================>.....] - ETA: 2s - loss: 0.4008 - accuracy: 0.8110
250/296 [========================>.....] - ETA: 2s - loss: 0.4006 - accuracy: 0.8110
251/296 [========================>.....] - ETA: 2s - loss: 0.3998 - accuracy: 0.8115
252/296 [========================>.....] - ETA: 2s - loss: 0.4005 - accuracy: 0.8108
253/296 [========================>.....] - ETA: 2s - loss: 0.3999 - accuracy: 0.8110
254/296 [========================>.....] - ETA: 2s - loss: 0.4004 - accuracy: 0.8105
255/296 [========================>.....] - ETA: 2s - loss: 0.4008 - accuracy: 0.8103
256/296 [========================>.....] - ETA: 2s - loss: 0.4014 - accuracy: 0.8098
257/296 [=========================>....] - ETA: 2s - loss: 0.4015 - accuracy: 0.8096
258/296 [=========================>....] - ETA: 1s - loss: 0.4013 - accuracy: 0.8098
259/296 [=========================>....] - ETA: 1s - loss: 0.4015 - accuracy: 0.8098
260/296 [=========================>....] - ETA: 1s - loss: 0.4014 - accuracy: 0.8096
261/296 [=========================>....] - ETA: 1s - loss: 0.4011 - accuracy: 0.8096
262/296 [=========================>....] - ETA: 1s - loss: 0.4012 - accuracy: 0.8094
263/296 [=========================>....] - ETA: 1s - loss: 0.4006 - accuracy: 0.8096
264/296 [=========================>....] - ETA: 1s - loss: 0.4004 - accuracy: 0.8101
265/296 [=========================>....] - ETA: 1s - loss: 0.4002 - accuracy: 0.8099
266/296 [=========================>....] - ETA: 1s - loss: 0.3998 - accuracy: 0.8099
267/296 [==========================>...] - ETA: 1s - loss: 0.3995 - accuracy: 0.8104
268/296 [==========================>...] - ETA: 1s - loss: 0.4003 - accuracy: 0.8099
269/296 [==========================>...] - ETA: 1s - loss: 0.3999 - accuracy: 0.8099
270/296 [==========================>...] - ETA: 1s - loss: 0.3995 - accuracy: 0.8102
271/296 [==========================>...] - ETA: 1s - loss: 0.3989 - accuracy: 0.8104
272/296 [==========================>...] - ETA: 1s - loss: 0.3986 - accuracy: 0.8107
273/296 [==========================>...] - ETA: 1s - loss: 0.3988 - accuracy: 0.8107
274/296 [==========================>...] - ETA: 1s - loss: 0.3987 - accuracy: 0.8104
275/296 [==========================>...] - ETA: 1s - loss: 0.3984 - accuracy: 0.8107
276/296 [==========================>...] - ETA: 1s - loss: 0.3987 - accuracy: 0.8107
277/296 [===========================>..] - ETA: 0s - loss: 0.3988 - accuracy: 0.8105
278/296 [===========================>..] - ETA: 0s - loss: 0.3985 - accuracy: 0.8105
279/296 [===========================>..] - ETA: 0s - loss: 0.3983 - accuracy: 0.8100
280/296 [===========================>..] - ETA: 0s - loss: 0.3979 - accuracy: 0.8103
281/296 [===========================>..] - ETA: 0s - loss: 0.3972 - accuracy: 0.8107
282/296 [===========================>..] - ETA: 0s - loss: 0.3967 - accuracy: 0.8109
283/296 [===========================>..] - ETA: 0s - loss: 0.3986 - accuracy: 0.8105
284/296 [===========================>..] - ETA: 0s - loss: 0.3982 - accuracy: 0.8105
285/296 [===========================>..] - ETA: 0s - loss: 0.3986 - accuracy: 0.8105
286/296 [===========================>..] - ETA: 0s - loss: 0.3985 - accuracy: 0.8103
287/296 [============================>.] - ETA: 0s - loss: 0.3986 - accuracy: 0.8099
288/296 [============================>.] - ETA: 0s - loss: 0.3993 - accuracy: 0.8099
289/296 [============================>.] - ETA: 0s - loss: 0.3999 - accuracy: 0.8095
290/296 [============================>.] - ETA: 0s - loss: 0.3999 - accuracy: 0.8095
291/296 [============================>.] - ETA: 0s - loss: 0.3994 - accuracy: 0.8099
292/296 [============================>.] - ETA: 0s - loss: 0.3993 - accuracy: 0.8099
293/296 [============================>.] - ETA: 0s - loss: 0.3996 - accuracy: 0.8099
294/296 [============================>.] - ETA: 0s - loss: 0.3998 - accuracy: 0.8099
295/296 [============================>.] - ETA: 0s - loss: 0.3996 - accuracy: 0.8100
296/296 [==============================] - 16s 52ms/step - loss: 0.3992 - accuracy: 0.8102

296/296 [==============================] - 17s 56ms/step - loss: 0.3992 - accuracy: 0.8102 - val_loss: 0.3831 - val_accuracy: 0.8129
Epoch 12/50

  1/296 [..............................] - ETA: 14s - loss: 0.3426 - accuracy: 0.7500
  2/296 [..............................] - ETA: 15s - loss: 0.4076 - accuracy: 0.8125
  3/296 [..............................] - ETA: 15s - loss: 0.4027 - accuracy: 0.8125
  4/296 [..............................] - ETA: 15s - loss: 0.3887 - accuracy: 0.8281
  5/296 [..............................] - ETA: 15s - loss: 0.3890 - accuracy: 0.8250
  6/296 [..............................] - ETA: 15s - loss: 0.3912 - accuracy: 0.7917
  7/296 [..............................] - ETA: 15s - loss: 0.3661 - accuracy: 0.8214
  8/296 [..............................] - ETA: 14s - loss: 0.3580 - accuracy: 0.8281
  9/296 [..............................] - ETA: 14s - loss: 0.3619 - accuracy: 0.8264
 10/296 [>.............................] - ETA: 14s - loss: 0.3612 - accuracy: 0.8250
 11/296 [>.............................] - ETA: 14s - loss: 0.3669 - accuracy: 0.8182
 12/296 [>.............................] - ETA: 14s - loss: 0.3581 - accuracy: 0.8229
 13/296 [>.............................] - ETA: 14s - loss: 0.3533 - accuracy: 0.8221
 14/296 [>.............................] - ETA: 14s - loss: 0.3526 - accuracy: 0.8259
 15/296 [>.............................] - ETA: 14s - loss: 0.3698 - accuracy: 0.8250
 16/296 [>.............................] - ETA: 14s - loss: 0.3655 - accuracy: 0.8281
 17/296 [>.............................] - ETA: 14s - loss: 0.3615 - accuracy: 0.8309
 18/296 [>.............................] - ETA: 14s - loss: 0.3550 - accuracy: 0.8333
 19/296 [>.............................] - ETA: 14s - loss: 0.3452 - accuracy: 0.8388
 20/296 [=>............................] - ETA: 14s - loss: 0.3392 - accuracy: 0.8438
 21/296 [=>............................] - ETA: 14s - loss: 0.3515 - accuracy: 0.8304
 22/296 [=>............................] - ETA: 14s - loss: 0.3535 - accuracy: 0.8324
 23/296 [=>............................] - ETA: 14s - loss: 0.3511 - accuracy: 0.8315
 24/296 [=>............................] - ETA: 14s - loss: 0.3627 - accuracy: 0.8281
 25/296 [=>............................] - ETA: 14s - loss: 0.3608 - accuracy: 0.8300
 26/296 [=>............................] - ETA: 14s - loss: 0.3749 - accuracy: 0.8269
 27/296 [=>............................] - ETA: 14s - loss: 0.3766 - accuracy: 0.8287
 28/296 [=>............................] - ETA: 14s - loss: 0.3738 - accuracy: 0.8304
 29/296 [=>............................] - ETA: 14s - loss: 0.3777 - accuracy: 0.8233
 30/296 [==>...........................] - ETA: 14s - loss: 0.3773 - accuracy: 0.8250
 31/296 [==>...........................] - ETA: 13s - loss: 0.3833 - accuracy: 0.8206
 32/296 [==>...........................] - ETA: 13s - loss: 0.3839 - accuracy: 0.8203
 33/296 [==>...........................] - ETA: 13s - loss: 0.3828 - accuracy: 0.8163
 34/296 [==>...........................] - ETA: 13s - loss: 0.3775 - accuracy: 0.8217
 35/296 [==>...........................] - ETA: 13s - loss: 0.3751 - accuracy: 0.8214
 36/296 [==>...........................] - ETA: 13s - loss: 0.3773 - accuracy: 0.8177
 37/296 [==>...........................] - ETA: 13s - loss: 0.3764 - accuracy: 0.8159
 38/296 [==>...........................] - ETA: 13s - loss: 0.3724 - accuracy: 0.8174
 39/296 [==>...........................] - ETA: 13s - loss: 0.3742 - accuracy: 0.8157
 40/296 [===>..........................] - ETA: 13s - loss: 0.3685 - accuracy: 0.8172
 41/296 [===>..........................] - ETA: 13s - loss: 0.3799 - accuracy: 0.8140
 42/296 [===>..........................] - ETA: 13s - loss: 0.3824 - accuracy: 0.8140
 43/296 [===>..........................] - ETA: 13s - loss: 0.3769 - accuracy: 0.8183
 44/296 [===>..........................] - ETA: 13s - loss: 0.3754 - accuracy: 0.8168
 45/296 [===>..........................] - ETA: 13s - loss: 0.3730 - accuracy: 0.8167
 46/296 [===>..........................] - ETA: 13s - loss: 0.3747 - accuracy: 0.8139
 47/296 [===>..........................] - ETA: 13s - loss: 0.3713 - accuracy: 0.8178
 48/296 [===>..........................] - ETA: 13s - loss: 0.3712 - accuracy: 0.8164
 49/296 [===>..........................] - ETA: 12s - loss: 0.3785 - accuracy: 0.8138
 50/296 [====>.........................] - ETA: 12s - loss: 0.3852 - accuracy: 0.8125
 51/296 [====>.........................] - ETA: 12s - loss: 0.3887 - accuracy: 0.8064
 52/296 [====>.........................] - ETA: 12s - loss: 0.3875 - accuracy: 0.8065
 53/296 [====>.........................] - ETA: 12s - loss: 0.3890 - accuracy: 0.8066
 54/296 [====>.........................] - ETA: 12s - loss: 0.3912 - accuracy: 0.8067
 55/296 [====>.........................] - ETA: 12s - loss: 0.3890 - accuracy: 0.8091
 56/296 [====>.........................] - ETA: 12s - loss: 0.3890 - accuracy: 0.8092
 57/296 [====>.........................] - ETA: 12s - loss: 0.3926 - accuracy: 0.8081
 58/296 [====>.........................] - ETA: 12s - loss: 0.3954 - accuracy: 0.8071
 59/296 [====>.........................] - ETA: 12s - loss: 0.3966 - accuracy: 0.8072
 60/296 [=====>........................] - ETA: 12s - loss: 0.3978 - accuracy: 0.8073
 61/296 [=====>........................] - ETA: 12s - loss: 0.3973 - accuracy: 0.8105
 62/296 [=====>........................] - ETA: 12s - loss: 0.3979 - accuracy: 0.8105
 63/296 [=====>........................] - ETA: 12s - loss: 0.3985 - accuracy: 0.8105
 64/296 [=====>........................] - ETA: 12s - loss: 0.3995 - accuracy: 0.8105
 65/296 [=====>........................] - ETA: 12s - loss: 0.3989 - accuracy: 0.8106
 66/296 [=====>........................] - ETA: 12s - loss: 0.3989 - accuracy: 0.8116
 67/296 [=====>........................] - ETA: 12s - loss: 0.3965 - accuracy: 0.8125
 68/296 [=====>........................] - ETA: 11s - loss: 0.3945 - accuracy: 0.8134
 69/296 [=====>........................] - ETA: 11s - loss: 0.3932 - accuracy: 0.8152
 70/296 [======>.......................] - ETA: 11s - loss: 0.3919 - accuracy: 0.8161
 71/296 [======>.......................] - ETA: 11s - loss: 0.3937 - accuracy: 0.8134
 72/296 [======>.......................] - ETA: 11s - loss: 0.3949 - accuracy: 0.8125
 73/296 [======>.......................] - ETA: 11s - loss: 0.3936 - accuracy: 0.8134
 74/296 [======>.......................] - ETA: 11s - loss: 0.3939 - accuracy: 0.8133
 75/296 [======>.......................] - ETA: 11s - loss: 0.3909 - accuracy: 0.8150
 76/296 [======>.......................] - ETA: 11s - loss: 0.3922 - accuracy: 0.8150
 77/296 [======>.......................] - ETA: 11s - loss: 0.3904 - accuracy: 0.8157
 78/296 [======>.......................] - ETA: 11s - loss: 0.3918 - accuracy: 0.8149
 79/296 [=======>......................] - ETA: 11s - loss: 0.3973 - accuracy: 0.8117
 80/296 [=======>......................] - ETA: 11s - loss: 0.3949 - accuracy: 0.8133
 81/296 [=======>......................] - ETA: 11s - loss: 0.3955 - accuracy: 0.8133
 82/296 [=======>......................] - ETA: 11s - loss: 0.3967 - accuracy: 0.8117
 83/296 [=======>......................] - ETA: 11s - loss: 0.3935 - accuracy: 0.8140
 84/296 [=======>......................] - ETA: 11s - loss: 0.3974 - accuracy: 0.8118
 85/296 [=======>......................] - ETA: 11s - loss: 0.3951 - accuracy: 0.8132
 86/296 [=======>......................] - ETA: 11s - loss: 0.3997 - accuracy: 0.8103
 87/296 [=======>......................] - ETA: 10s - loss: 0.4010 - accuracy: 0.8089
 88/296 [=======>......................] - ETA: 10s - loss: 0.3997 - accuracy: 0.8089
 89/296 [========>.....................] - ETA: 10s - loss: 0.3977 - accuracy: 0.8111
 90/296 [========>.....................] - ETA: 10s - loss: 0.3960 - accuracy: 0.8125
 91/296 [========>.....................] - ETA: 10s - loss: 0.4000 - accuracy: 0.8111
 92/296 [========>.....................] - ETA: 10s - loss: 0.4012 - accuracy: 0.8098
 93/296 [========>.....................] - ETA: 10s - loss: 0.3987 - accuracy: 0.8112
 94/296 [========>.....................] - ETA: 10s - loss: 0.3977 - accuracy: 0.8118
 95/296 [========>.....................] - ETA: 10s - loss: 0.3973 - accuracy: 0.8125
 96/296 [========>.....................] - ETA: 10s - loss: 0.3984 - accuracy: 0.8112
 97/296 [========>.....................] - ETA: 10s - loss: 0.3981 - accuracy: 0.8106
 98/296 [========>.....................] - ETA: 10s - loss: 0.3992 - accuracy: 0.8099
 99/296 [=========>....................] - ETA: 10s - loss: 0.4002 - accuracy: 0.8100
100/296 [=========>....................] - ETA: 10s - loss: 0.4019 - accuracy: 0.8094
101/296 [=========>....................] - ETA: 10s - loss: 0.4040 - accuracy: 0.8069
102/296 [=========>....................] - ETA: 10s - loss: 0.4026 - accuracy: 0.8076
103/296 [=========>....................] - ETA: 10s - loss: 0.4036 - accuracy: 0.8058
104/296 [=========>....................] - ETA: 10s - loss: 0.4036 - accuracy: 0.8065
105/296 [=========>....................] - ETA: 10s - loss: 0.4034 - accuracy: 0.8071
106/296 [=========>....................] - ETA: 9s - loss: 0.4034 - accuracy: 0.8072 
107/296 [=========>....................] - ETA: 9s - loss: 0.4051 - accuracy: 0.8049
108/296 [=========>....................] - ETA: 9s - loss: 0.4054 - accuracy: 0.8050
109/296 [==========>...................] - ETA: 9s - loss: 0.4059 - accuracy: 0.8045
110/296 [==========>...................] - ETA: 9s - loss: 0.4059 - accuracy: 0.8057
111/296 [==========>...................] - ETA: 9s - loss: 0.4043 - accuracy: 0.8069
112/296 [==========>...................] - ETA: 9s - loss: 0.4041 - accuracy: 0.8069
113/296 [==========>...................] - ETA: 9s - loss: 0.4044 - accuracy: 0.8059
114/296 [==========>...................] - ETA: 9s - loss: 0.4036 - accuracy: 0.8065
115/296 [==========>...................] - ETA: 9s - loss: 0.4025 - accuracy: 0.8076
116/296 [==========>...................] - ETA: 9s - loss: 0.4034 - accuracy: 0.8071
117/296 [==========>...................] - ETA: 9s - loss: 0.4043 - accuracy: 0.8061
118/296 [==========>...................] - ETA: 9s - loss: 0.4025 - accuracy: 0.8072
119/296 [===========>..................] - ETA: 9s - loss: 0.4013 - accuracy: 0.8078
120/296 [===========>..................] - ETA: 9s - loss: 0.4028 - accuracy: 0.8078
121/296 [===========>..................] - ETA: 9s - loss: 0.4033 - accuracy: 0.8079
122/296 [===========>..................] - ETA: 9s - loss: 0.4025 - accuracy: 0.8084
123/296 [===========>..................] - ETA: 9s - loss: 0.4023 - accuracy: 0.8079
124/296 [===========>..................] - ETA: 9s - loss: 0.4005 - accuracy: 0.8090
125/296 [===========>..................] - ETA: 8s - loss: 0.4003 - accuracy: 0.8090
126/296 [===========>..................] - ETA: 8s - loss: 0.3991 - accuracy: 0.8100
127/296 [===========>..................] - ETA: 8s - loss: 0.3979 - accuracy: 0.8105
128/296 [===========>..................] - ETA: 8s - loss: 0.3987 - accuracy: 0.8105
129/296 [============>.................] - ETA: 8s - loss: 0.3973 - accuracy: 0.8110
130/296 [============>.................] - ETA: 8s - loss: 0.3987 - accuracy: 0.8101
131/296 [============>.................] - ETA: 8s - loss: 0.3980 - accuracy: 0.8106
132/296 [============>.................] - ETA: 8s - loss: 0.3969 - accuracy: 0.8111
133/296 [============>.................] - ETA: 8s - loss: 0.3973 - accuracy: 0.8106
134/296 [============>.................] - ETA: 8s - loss: 0.3967 - accuracy: 0.8111
135/296 [============>.................] - ETA: 8s - loss: 0.4009 - accuracy: 0.8102
136/296 [============>.................] - ETA: 8s - loss: 0.4024 - accuracy: 0.8093
137/296 [============>.................] - ETA: 8s - loss: 0.4008 - accuracy: 0.8107
138/296 [============>.................] - ETA: 8s - loss: 0.4005 - accuracy: 0.8107
139/296 [=============>................] - ETA: 8s - loss: 0.4005 - accuracy: 0.8103
140/296 [=============>................] - ETA: 8s - loss: 0.3998 - accuracy: 0.8107
141/296 [=============>................] - ETA: 8s - loss: 0.4007 - accuracy: 0.8098
142/296 [=============>................] - ETA: 8s - loss: 0.4003 - accuracy: 0.8099
143/296 [=============>................] - ETA: 8s - loss: 0.3995 - accuracy: 0.8099
144/296 [=============>................] - ETA: 7s - loss: 0.3995 - accuracy: 0.8095
145/296 [=============>................] - ETA: 7s - loss: 0.3984 - accuracy: 0.8108
146/296 [=============>................] - ETA: 7s - loss: 0.3980 - accuracy: 0.8112
147/296 [=============>................] - ETA: 7s - loss: 0.3989 - accuracy: 0.8108
148/296 [==============>...............] - ETA: 7s - loss: 0.4007 - accuracy: 0.8100
149/296 [==============>...............] - ETA: 7s - loss: 0.4003 - accuracy: 0.8104
150/296 [==============>...............] - ETA: 7s - loss: 0.3990 - accuracy: 0.8112
151/296 [==============>...............] - ETA: 7s - loss: 0.4002 - accuracy: 0.8117
152/296 [==============>...............] - ETA: 7s - loss: 0.4022 - accuracy: 0.8113
153/296 [==============>...............] - ETA: 7s - loss: 0.4011 - accuracy: 0.8121
154/296 [==============>...............] - ETA: 7s - loss: 0.4015 - accuracy: 0.8113
155/296 [==============>...............] - ETA: 7s - loss: 0.4006 - accuracy: 0.8117
156/296 [==============>...............] - ETA: 7s - loss: 0.4001 - accuracy: 0.8125
157/296 [==============>...............] - ETA: 7s - loss: 0.4003 - accuracy: 0.8125
158/296 [===============>..............] - ETA: 7s - loss: 0.4010 - accuracy: 0.8117
159/296 [===============>..............] - ETA: 7s - loss: 0.4005 - accuracy: 0.8121
160/296 [===============>..............] - ETA: 7s - loss: 0.3993 - accuracy: 0.8129
161/296 [===============>..............] - ETA: 7s - loss: 0.3988 - accuracy: 0.8125
162/296 [===============>..............] - ETA: 7s - loss: 0.3989 - accuracy: 0.8121
163/296 [===============>..............] - ETA: 6s - loss: 0.4007 - accuracy: 0.8113
164/296 [===============>..............] - ETA: 6s - loss: 0.3993 - accuracy: 0.8121
165/296 [===============>..............] - ETA: 6s - loss: 0.3986 - accuracy: 0.8129
166/296 [===============>..............] - ETA: 6s - loss: 0.3983 - accuracy: 0.8136
167/296 [===============>..............] - ETA: 6s - loss: 0.3978 - accuracy: 0.8140
168/296 [================>.............] - ETA: 6s - loss: 0.3971 - accuracy: 0.8147
169/296 [================>.............] - ETA: 6s - loss: 0.3988 - accuracy: 0.8140
170/296 [================>.............] - ETA: 6s - loss: 0.3993 - accuracy: 0.8132
171/296 [================>.............] - ETA: 6s - loss: 0.3996 - accuracy: 0.8136
172/296 [================>.............] - ETA: 6s - loss: 0.4007 - accuracy: 0.8132
173/296 [================>.............] - ETA: 6s - loss: 0.4023 - accuracy: 0.8111
174/296 [================>.............] - ETA: 6s - loss: 0.4021 - accuracy: 0.8111
175/296 [================>.............] - ETA: 6s - loss: 0.4013 - accuracy: 0.8114
176/296 [================>.............] - ETA: 6s - loss: 0.4011 - accuracy: 0.8118
177/296 [================>.............] - ETA: 6s - loss: 0.4013 - accuracy: 0.8118
178/296 [=================>............] - ETA: 6s - loss: 0.4028 - accuracy: 0.8104
179/296 [=================>............] - ETA: 6s - loss: 0.4019 - accuracy: 0.8108
180/296 [=================>............] - ETA: 6s - loss: 0.4021 - accuracy: 0.8104
181/296 [=================>............] - ETA: 6s - loss: 0.4024 - accuracy: 0.8101
182/296 [=================>............] - ETA: 6s - loss: 0.4036 - accuracy: 0.8091
183/296 [=================>............] - ETA: 5s - loss: 0.4040 - accuracy: 0.8087
184/296 [=================>............] - ETA: 5s - loss: 0.4042 - accuracy: 0.8088
185/296 [=================>............] - ETA: 5s - loss: 0.4033 - accuracy: 0.8095
186/296 [=================>............] - ETA: 5s - loss: 0.4026 - accuracy: 0.8095
187/296 [=================>............] - ETA: 5s - loss: 0.4016 - accuracy: 0.8102
188/296 [==================>...........] - ETA: 5s - loss: 0.4014 - accuracy: 0.8105
189/296 [==================>...........] - ETA: 5s - loss: 0.4004 - accuracy: 0.8112
190/296 [==================>...........] - ETA: 5s - loss: 0.3998 - accuracy: 0.8115
191/296 [==================>...........] - ETA: 5s - loss: 0.4000 - accuracy: 0.8115
192/296 [==================>...........] - ETA: 5s - loss: 0.4009 - accuracy: 0.8109
193/296 [==================>...........] - ETA: 5s - loss: 0.4002 - accuracy: 0.8112
194/296 [==================>...........] - ETA: 5s - loss: 0.3991 - accuracy: 0.8119
195/296 [==================>...........] - ETA: 5s - loss: 0.3985 - accuracy: 0.8122
196/296 [==================>...........] - ETA: 5s - loss: 0.3981 - accuracy: 0.8125
197/296 [==================>...........] - ETA: 5s - loss: 0.4005 - accuracy: 0.8115
198/296 [===================>..........] - ETA: 5s - loss: 0.4000 - accuracy: 0.8119
199/296 [===================>..........] - ETA: 5s - loss: 0.3990 - accuracy: 0.8125
200/296 [===================>..........] - ETA: 5s - loss: 0.3994 - accuracy: 0.8122
201/296 [===================>..........] - ETA: 5s - loss: 0.3998 - accuracy: 0.8119
202/296 [===================>..........] - ETA: 4s - loss: 0.3989 - accuracy: 0.8122
203/296 [===================>..........] - ETA: 4s - loss: 0.3981 - accuracy: 0.8128
204/296 [===================>..........] - ETA: 4s - loss: 0.3983 - accuracy: 0.8125
205/296 [===================>..........] - ETA: 4s - loss: 0.3982 - accuracy: 0.8128
206/296 [===================>..........] - ETA: 4s - loss: 0.3980 - accuracy: 0.8128
207/296 [===================>..........] - ETA: 4s - loss: 0.3981 - accuracy: 0.8128
208/296 [====================>.........] - ETA: 4s - loss: 0.3980 - accuracy: 0.8128
209/296 [====================>.........] - ETA: 4s - loss: 0.3980 - accuracy: 0.8134
210/296 [====================>.........] - ETA: 4s - loss: 0.3977 - accuracy: 0.8137
211/296 [====================>.........] - ETA: 4s - loss: 0.3980 - accuracy: 0.8134
212/296 [====================>.........] - ETA: 4s - loss: 0.3982 - accuracy: 0.8134
213/296 [====================>.........] - ETA: 4s - loss: 0.3979 - accuracy: 0.8131
214/296 [====================>.........] - ETA: 4s - loss: 0.3982 - accuracy: 0.8128
215/296 [====================>.........] - ETA: 4s - loss: 0.3975 - accuracy: 0.8137
216/296 [====================>.........] - ETA: 4s - loss: 0.3970 - accuracy: 0.8139
217/296 [====================>.........] - ETA: 4s - loss: 0.3962 - accuracy: 0.8142
218/296 [=====================>........] - ETA: 4s - loss: 0.3968 - accuracy: 0.8142
219/296 [=====================>........] - ETA: 4s - loss: 0.3989 - accuracy: 0.8131
220/296 [=====================>........] - ETA: 4s - loss: 0.3996 - accuracy: 0.8131
221/296 [=====================>........] - ETA: 3s - loss: 0.3998 - accuracy: 0.8131
222/296 [=====================>........] - ETA: 3s - loss: 0.3998 - accuracy: 0.8133
223/296 [=====================>........] - ETA: 3s - loss: 0.3993 - accuracy: 0.8136
224/296 [=====================>........] - ETA: 3s - loss: 0.3983 - accuracy: 0.8139
225/296 [=====================>........] - ETA: 3s - loss: 0.3979 - accuracy: 0.8139
226/296 [=====================>........] - ETA: 3s - loss: 0.3978 - accuracy: 0.8142
227/296 [======================>.......] - ETA: 3s - loss: 0.3975 - accuracy: 0.8144
228/296 [======================>.......] - ETA: 3s - loss: 0.3965 - accuracy: 0.8152
229/296 [======================>.......] - ETA: 3s - loss: 0.3961 - accuracy: 0.8152
230/296 [======================>.......] - ETA: 3s - loss: 0.3965 - accuracy: 0.8149
231/296 [======================>.......] - ETA: 3s - loss: 0.3960 - accuracy: 0.8152
232/296 [======================>.......] - ETA: 3s - loss: 0.3962 - accuracy: 0.8152
233/296 [======================>.......] - ETA: 3s - loss: 0.3961 - accuracy: 0.8155
234/296 [======================>.......] - ETA: 3s - loss: 0.3955 - accuracy: 0.8157
235/296 [======================>.......] - ETA: 3s - loss: 0.3954 - accuracy: 0.8152
236/296 [======================>.......] - ETA: 3s - loss: 0.3953 - accuracy: 0.8149
237/296 [=======================>......] - ETA: 3s - loss: 0.3954 - accuracy: 0.8149
238/296 [=======================>......] - ETA: 3s - loss: 0.3949 - accuracy: 0.8151
239/296 [=======================>......] - ETA: 3s - loss: 0.3943 - accuracy: 0.8156
240/296 [=======================>......] - ETA: 2s - loss: 0.3951 - accuracy: 0.8151
241/296 [=======================>......] - ETA: 2s - loss: 0.3944 - accuracy: 0.8156
242/296 [=======================>......] - ETA: 2s - loss: 0.3945 - accuracy: 0.8161
243/296 [=======================>......] - ETA: 2s - loss: 0.3934 - accuracy: 0.8169
244/296 [=======================>......] - ETA: 2s - loss: 0.3949 - accuracy: 0.8163
245/296 [=======================>......] - ETA: 2s - loss: 0.3947 - accuracy: 0.8163
246/296 [=======================>......] - ETA: 2s - loss: 0.3952 - accuracy: 0.8163
247/296 [========================>.....] - ETA: 2s - loss: 0.3970 - accuracy: 0.8155
248/296 [========================>.....] - ETA: 2s - loss: 0.3961 - accuracy: 0.8163
249/296 [========================>.....] - ETA: 2s - loss: 0.3955 - accuracy: 0.8168
250/296 [========================>.....] - ETA: 2s - loss: 0.3951 - accuracy: 0.8170
251/296 [========================>.....] - ETA: 2s - loss: 0.3948 - accuracy: 0.8170
252/296 [========================>.....] - ETA: 2s - loss: 0.3953 - accuracy: 0.8167
253/296 [========================>.....] - ETA: 2s - loss: 0.3967 - accuracy: 0.8160
254/296 [========================>.....] - ETA: 2s - loss: 0.3973 - accuracy: 0.8155
255/296 [========================>.....] - ETA: 2s - loss: 0.3973 - accuracy: 0.8157
256/296 [========================>.....] - ETA: 2s - loss: 0.3975 - accuracy: 0.8152
257/296 [=========================>....] - ETA: 2s - loss: 0.3980 - accuracy: 0.8149
258/296 [=========================>....] - ETA: 2s - loss: 0.3986 - accuracy: 0.8142
259/296 [=========================>....] - ETA: 1s - loss: 0.3986 - accuracy: 0.8142
260/296 [=========================>....] - ETA: 1s - loss: 0.3982 - accuracy: 0.8144
261/296 [=========================>....] - ETA: 1s - loss: 0.3981 - accuracy: 0.8147
262/296 [=========================>....] - ETA: 1s - loss: 0.3976 - accuracy: 0.8151
263/296 [=========================>....] - ETA: 1s - loss: 0.3975 - accuracy: 0.8156
264/296 [=========================>....] - ETA: 1s - loss: 0.3979 - accuracy: 0.8156
265/296 [=========================>....] - ETA: 1s - loss: 0.3971 - accuracy: 0.8160
266/296 [=========================>....] - ETA: 1s - loss: 0.3971 - accuracy: 0.8163
267/296 [==========================>...] - ETA: 1s - loss: 0.3978 - accuracy: 0.8158
268/296 [==========================>...] - ETA: 1s - loss: 0.3975 - accuracy: 0.8160
269/296 [==========================>...] - ETA: 1s - loss: 0.3971 - accuracy: 0.8160
270/296 [==========================>...] - ETA: 1s - loss: 0.3982 - accuracy: 0.8155
271/296 [==========================>...] - ETA: 1s - loss: 0.3979 - accuracy: 0.8153
272/296 [==========================>...] - ETA: 1s - loss: 0.3973 - accuracy: 0.8159
273/296 [==========================>...] - ETA: 1s - loss: 0.3979 - accuracy: 0.8155
274/296 [==========================>...] - ETA: 1s - loss: 0.3975 - accuracy: 0.8159
275/296 [==========================>...] - ETA: 1s - loss: 0.3980 - accuracy: 0.8157
276/296 [==========================>...] - ETA: 1s - loss: 0.3973 - accuracy: 0.8159
277/296 [===========================>..] - ETA: 1s - loss: 0.3972 - accuracy: 0.8159
278/296 [===========================>..] - ETA: 0s - loss: 0.3969 - accuracy: 0.8163
279/296 [===========================>..] - ETA: 0s - loss: 0.3964 - accuracy: 0.8165
280/296 [===========================>..] - ETA: 0s - loss: 0.3968 - accuracy: 0.8165
281/296 [===========================>..] - ETA: 0s - loss: 0.3970 - accuracy: 0.8163
282/296 [===========================>..] - ETA: 0s - loss: 0.3968 - accuracy: 0.8163
283/296 [===========================>..] - ETA: 0s - loss: 0.3968 - accuracy: 0.8163
284/296 [===========================>..] - ETA: 0s - loss: 0.3966 - accuracy: 0.8165
285/296 [===========================>..] - ETA: 0s - loss: 0.3961 - accuracy: 0.8171
286/296 [===========================>..] - ETA: 0s - loss: 0.3959 - accuracy: 0.8171
287/296 [============================>.] - ETA: 0s - loss: 0.3962 - accuracy: 0.8169
288/296 [============================>.] - ETA: 0s - loss: 0.3969 - accuracy: 0.8168
289/296 [============================>.] - ETA: 0s - loss: 0.3968 - accuracy: 0.8170
290/296 [============================>.] - ETA: 0s - loss: 0.3971 - accuracy: 0.8166
291/296 [============================>.] - ETA: 0s - loss: 0.3968 - accuracy: 0.8168
292/296 [============================>.] - ETA: 0s - loss: 0.3969 - accuracy: 0.8170
293/296 [============================>.] - ETA: 0s - loss: 0.3968 - accuracy: 0.8170
294/296 [============================>.] - ETA: 0s - loss: 0.3965 - accuracy: 0.8170
295/296 [============================>.] - ETA: 0s - loss: 0.3964 - accuracy: 0.8169
296/296 [==============================] - 16s 53ms/step - loss: 0.3966 - accuracy: 0.8172

296/296 [==============================] - 17s 58ms/step - loss: 0.3966 - accuracy: 0.8172 - val_loss: 0.3786 - val_accuracy: 0.8244
Epoch 13/50

  1/296 [..............................] - ETA: 17s - loss: 0.4245 - accuracy: 0.8125
  2/296 [..............................] - ETA: 18s - loss: 0.3706 - accuracy: 0.8438
  3/296 [..............................] - ETA: 17s - loss: 0.3358 - accuracy: 0.8750
  4/296 [..............................] - ETA: 16s - loss: 0.3381 - accuracy: 0.8750
  5/296 [..............................] - ETA: 16s - loss: 0.3531 - accuracy: 0.8750
  6/296 [..............................] - ETA: 15s - loss: 0.3421 - accuracy: 0.8854
  7/296 [..............................] - ETA: 15s - loss: 0.3317 - accuracy: 0.8839
  8/296 [..............................] - ETA: 15s - loss: 0.3284 - accuracy: 0.8828
  9/296 [..............................] - ETA: 15s - loss: 0.3316 - accuracy: 0.8750
 10/296 [>.............................] - ETA: 15s - loss: 0.3166 - accuracy: 0.8813
 11/296 [>.............................] - ETA: 15s - loss: 0.3447 - accuracy: 0.8636
 12/296 [>.............................] - ETA: 15s - loss: 0.3270 - accuracy: 0.8646
 13/296 [>.............................] - ETA: 15s - loss: 0.3385 - accuracy: 0.8558
 14/296 [>.............................] - ETA: 15s - loss: 0.3381 - accuracy: 0.8527
 15/296 [>.............................] - ETA: 15s - loss: 0.3507 - accuracy: 0.8458
 16/296 [>.............................] - ETA: 15s - loss: 0.3555 - accuracy: 0.8398
 17/296 [>.............................] - ETA: 15s - loss: 0.3492 - accuracy: 0.8456
 18/296 [>.............................] - ETA: 15s - loss: 0.3520 - accuracy: 0.8438
 19/296 [>.............................] - ETA: 15s - loss: 0.3488 - accuracy: 0.8421
 20/296 [=>............................] - ETA: 14s - loss: 0.3645 - accuracy: 0.8375
 21/296 [=>............................] - ETA: 14s - loss: 0.3666 - accuracy: 0.8363
 22/296 [=>............................] - ETA: 14s - loss: 0.3665 - accuracy: 0.8381
 23/296 [=>............................] - ETA: 14s - loss: 0.3681 - accuracy: 0.8342
 24/296 [=>............................] - ETA: 14s - loss: 0.3668 - accuracy: 0.8359
 25/296 [=>............................] - ETA: 14s - loss: 0.3720 - accuracy: 0.8375
 26/296 [=>............................] - ETA: 14s - loss: 0.3759 - accuracy: 0.8365
 27/296 [=>............................] - ETA: 14s - loss: 0.3728 - accuracy: 0.8380
 28/296 [=>............................] - ETA: 14s - loss: 0.3696 - accuracy: 0.8371
 29/296 [=>............................] - ETA: 14s - loss: 0.3744 - accuracy: 0.8341
 30/296 [==>...........................] - ETA: 14s - loss: 0.3712 - accuracy: 0.8354
 31/296 [==>...........................] - ETA: 14s - loss: 0.3668 - accuracy: 0.8387
 32/296 [==>...........................] - ETA: 14s - loss: 0.3649 - accuracy: 0.8398
 33/296 [==>...........................] - ETA: 14s - loss: 0.3681 - accuracy: 0.8352
 34/296 [==>...........................] - ETA: 14s - loss: 0.3680 - accuracy: 0.8346
 35/296 [==>...........................] - ETA: 14s - loss: 0.3684 - accuracy: 0.8321
 36/296 [==>...........................] - ETA: 14s - loss: 0.3710 - accuracy: 0.8281
 37/296 [==>...........................] - ETA: 14s - loss: 0.3694 - accuracy: 0.8277
 38/296 [==>...........................] - ETA: 14s - loss: 0.3659 - accuracy: 0.8289
 39/296 [==>...........................] - ETA: 14s - loss: 0.3641 - accuracy: 0.8285
 40/296 [===>..........................] - ETA: 13s - loss: 0.3620 - accuracy: 0.8281
 41/296 [===>..........................] - ETA: 13s - loss: 0.3697 - accuracy: 0.8247
 42/296 [===>..........................] - ETA: 13s - loss: 0.3678 - accuracy: 0.8259
 43/296 [===>..........................] - ETA: 13s - loss: 0.3672 - accuracy: 0.8256
 44/296 [===>..........................] - ETA: 13s - loss: 0.3724 - accuracy: 0.8239
 45/296 [===>..........................] - ETA: 13s - loss: 0.3750 - accuracy: 0.8236
 46/296 [===>..........................] - ETA: 13s - loss: 0.3738 - accuracy: 0.8247
 47/296 [===>..........................] - ETA: 13s - loss: 0.3789 - accuracy: 0.8231
 48/296 [===>..........................] - ETA: 13s - loss: 0.3797 - accuracy: 0.8216
 49/296 [===>..........................] - ETA: 13s - loss: 0.3806 - accuracy: 0.8214
 50/296 [====>.........................] - ETA: 13s - loss: 0.3833 - accuracy: 0.8188
 51/296 [====>.........................] - ETA: 13s - loss: 0.3888 - accuracy: 0.8125
 52/296 [====>.........................] - ETA: 13s - loss: 0.3869 - accuracy: 0.8149
 53/296 [====>.........................] - ETA: 13s - loss: 0.3882 - accuracy: 0.8125
 54/296 [====>.........................] - ETA: 13s - loss: 0.3864 - accuracy: 0.8137
 55/296 [====>.........................] - ETA: 13s - loss: 0.3873 - accuracy: 0.8159
 56/296 [====>.........................] - ETA: 13s - loss: 0.3907 - accuracy: 0.8136
 57/296 [====>.........................] - ETA: 13s - loss: 0.3911 - accuracy: 0.8136
 58/296 [====>.........................] - ETA: 12s - loss: 0.3917 - accuracy: 0.8125
 59/296 [====>.........................] - ETA: 12s - loss: 0.3917 - accuracy: 0.8114
 60/296 [=====>........................] - ETA: 12s - loss: 0.3900 - accuracy: 0.8125
 61/296 [=====>........................] - ETA: 12s - loss: 0.3923 - accuracy: 0.8105
 62/296 [=====>........................] - ETA: 12s - loss: 0.3946 - accuracy: 0.8095
 63/296 [=====>........................] - ETA: 12s - loss: 0.3944 - accuracy: 0.8085
 64/296 [=====>........................] - ETA: 12s - loss: 0.3922 - accuracy: 0.8105
 65/296 [=====>........................] - ETA: 12s - loss: 0.3923 - accuracy: 0.8096
 66/296 [=====>........................] - ETA: 12s - loss: 0.3918 - accuracy: 0.8106
 67/296 [=====>........................] - ETA: 12s - loss: 0.3930 - accuracy: 0.8097
 68/296 [=====>........................] - ETA: 12s - loss: 0.3972 - accuracy: 0.8061
 69/296 [=====>........................] - ETA: 12s - loss: 0.3968 - accuracy: 0.8062
 70/296 [======>.......................] - ETA: 12s - loss: 0.3985 - accuracy: 0.8062
 71/296 [======>.......................] - ETA: 12s - loss: 0.4027 - accuracy: 0.8063
 72/296 [======>.......................] - ETA: 12s - loss: 0.4031 - accuracy: 0.8056
 73/296 [======>.......................] - ETA: 12s - loss: 0.4045 - accuracy: 0.8048
 74/296 [======>.......................] - ETA: 12s - loss: 0.4046 - accuracy: 0.8049
 75/296 [======>.......................] - ETA: 12s - loss: 0.4016 - accuracy: 0.8075
 76/296 [======>.......................] - ETA: 12s - loss: 0.4010 - accuracy: 0.8084
 77/296 [======>.......................] - ETA: 12s - loss: 0.4018 - accuracy: 0.8068
 78/296 [======>.......................] - ETA: 12s - loss: 0.4010 - accuracy: 0.8085
 79/296 [=======>......................] - ETA: 12s - loss: 0.4021 - accuracy: 0.8062
 80/296 [=======>......................] - ETA: 12s - loss: 0.4037 - accuracy: 0.8047
 81/296 [=======>......................] - ETA: 12s - loss: 0.4015 - accuracy: 0.8063
 82/296 [=======>......................] - ETA: 12s - loss: 0.4025 - accuracy: 0.8049
 83/296 [=======>......................] - ETA: 12s - loss: 0.4042 - accuracy: 0.8057
 84/296 [=======>......................] - ETA: 12s - loss: 0.4032 - accuracy: 0.8058
 85/296 [=======>......................] - ETA: 12s - loss: 0.4023 - accuracy: 0.8066
 86/296 [=======>......................] - ETA: 12s - loss: 0.4031 - accuracy: 0.8074
 87/296 [=======>......................] - ETA: 12s - loss: 0.4065 - accuracy: 0.8068
 88/296 [=======>......................] - ETA: 12s - loss: 0.4055 - accuracy: 0.8068
 89/296 [========>.....................] - ETA: 11s - loss: 0.4067 - accuracy: 0.8062
 90/296 [========>.....................] - ETA: 11s - loss: 0.4060 - accuracy: 0.8069
 91/296 [========>.....................] - ETA: 11s - loss: 0.4071 - accuracy: 0.8063
 92/296 [========>.....................] - ETA: 11s - loss: 0.4068 - accuracy: 0.8057
 93/296 [========>.....................] - ETA: 11s - loss: 0.4072 - accuracy: 0.8044
 94/296 [========>.....................] - ETA: 11s - loss: 0.4058 - accuracy: 0.8059
 95/296 [========>.....................] - ETA: 11s - loss: 0.4073 - accuracy: 0.8046
 96/296 [========>.....................] - ETA: 11s - loss: 0.4073 - accuracy: 0.8040
 97/296 [========>.....................] - ETA: 11s - loss: 0.4085 - accuracy: 0.8035
 98/296 [========>.....................] - ETA: 11s - loss: 0.4091 - accuracy: 0.8017
 99/296 [=========>....................] - ETA: 11s - loss: 0.4086 - accuracy: 0.8024
100/296 [=========>....................] - ETA: 11s - loss: 0.4080 - accuracy: 0.8025
101/296 [=========>....................] - ETA: 11s - loss: 0.4075 - accuracy: 0.8032
102/296 [=========>....................] - ETA: 11s - loss: 0.4081 - accuracy: 0.8027
103/296 [=========>....................] - ETA: 11s - loss: 0.4068 - accuracy: 0.8034
104/296 [=========>....................] - ETA: 10s - loss: 0.4070 - accuracy: 0.8029
105/296 [=========>....................] - ETA: 10s - loss: 0.4102 - accuracy: 0.8012
106/296 [=========>....................] - ETA: 10s - loss: 0.4106 - accuracy: 0.8019
107/296 [=========>....................] - ETA: 10s - loss: 0.4085 - accuracy: 0.8037
108/296 [=========>....................] - ETA: 10s - loss: 0.4080 - accuracy: 0.8038
109/296 [==========>...................] - ETA: 10s - loss: 0.4090 - accuracy: 0.8033
110/296 [==========>...................] - ETA: 10s - loss: 0.4067 - accuracy: 0.8051
111/296 [==========>...................] - ETA: 10s - loss: 0.4076 - accuracy: 0.8041
112/296 [==========>...................] - ETA: 10s - loss: 0.4091 - accuracy: 0.8041
113/296 [==========>...................] - ETA: 10s - loss: 0.4081 - accuracy: 0.8053
114/296 [==========>...................] - ETA: 10s - loss: 0.4075 - accuracy: 0.8043
115/296 [==========>...................] - ETA: 10s - loss: 0.4055 - accuracy: 0.8054
116/296 [==========>...................] - ETA: 10s - loss: 0.4037 - accuracy: 0.8066
117/296 [==========>...................] - ETA: 10s - loss: 0.4025 - accuracy: 0.8072
118/296 [==========>...................] - ETA: 10s - loss: 0.4023 - accuracy: 0.8077
119/296 [===========>..................] - ETA: 10s - loss: 0.4015 - accuracy: 0.8083
120/296 [===========>..................] - ETA: 10s - loss: 0.4002 - accuracy: 0.8089
121/296 [===========>..................] - ETA: 10s - loss: 0.4001 - accuracy: 0.8089
122/296 [===========>..................] - ETA: 9s - loss: 0.3991 - accuracy: 0.8099 
123/296 [===========>..................] - ETA: 9s - loss: 0.3973 - accuracy: 0.8115
124/296 [===========>..................] - ETA: 9s - loss: 0.3987 - accuracy: 0.8110
125/296 [===========>..................] - ETA: 9s - loss: 0.4001 - accuracy: 0.8100
126/296 [===========>..................] - ETA: 9s - loss: 0.3993 - accuracy: 0.8105
127/296 [===========>..................] - ETA: 9s - loss: 0.3988 - accuracy: 0.8100
128/296 [===========>..................] - ETA: 9s - loss: 0.4002 - accuracy: 0.8096
129/296 [============>.................] - ETA: 9s - loss: 0.3983 - accuracy: 0.8106
130/296 [============>.................] - ETA: 9s - loss: 0.3971 - accuracy: 0.8115
131/296 [============>.................] - ETA: 9s - loss: 0.3984 - accuracy: 0.8101
132/296 [============>.................] - ETA: 9s - loss: 0.3992 - accuracy: 0.8097
133/296 [============>.................] - ETA: 9s - loss: 0.3992 - accuracy: 0.8097
134/296 [============>.................] - ETA: 9s - loss: 0.3998 - accuracy: 0.8088
135/296 [============>.................] - ETA: 9s - loss: 0.4004 - accuracy: 0.8079
136/296 [============>.................] - ETA: 9s - loss: 0.3997 - accuracy: 0.8088
137/296 [============>.................] - ETA: 9s - loss: 0.3993 - accuracy: 0.8093
138/296 [============>.................] - ETA: 9s - loss: 0.3983 - accuracy: 0.8102
139/296 [=============>................] - ETA: 9s - loss: 0.3991 - accuracy: 0.8089
140/296 [=============>................] - ETA: 8s - loss: 0.3985 - accuracy: 0.8085
141/296 [=============>................] - ETA: 8s - loss: 0.3988 - accuracy: 0.8081
142/296 [=============>................] - ETA: 8s - loss: 0.3988 - accuracy: 0.8081
143/296 [=============>................] - ETA: 8s - loss: 0.3982 - accuracy: 0.8086
144/296 [=============>................] - ETA: 8s - loss: 0.3978 - accuracy: 0.8082
145/296 [=============>................] - ETA: 8s - loss: 0.3974 - accuracy: 0.8086
146/296 [=============>................] - ETA: 8s - loss: 0.3964 - accuracy: 0.8086
147/296 [=============>................] - ETA: 8s - loss: 0.3955 - accuracy: 0.8091
148/296 [==============>...............] - ETA: 8s - loss: 0.3954 - accuracy: 0.8087
149/296 [==============>...............] - ETA: 8s - loss: 0.3961 - accuracy: 0.8087
150/296 [==============>...............] - ETA: 8s - loss: 0.3956 - accuracy: 0.8096
151/296 [==============>...............] - ETA: 8s - loss: 0.3952 - accuracy: 0.8088
152/296 [==============>...............] - ETA: 8s - loss: 0.3952 - accuracy: 0.8088
153/296 [==============>...............] - ETA: 8s - loss: 0.3949 - accuracy: 0.8088
154/296 [==============>...............] - ETA: 8s - loss: 0.3951 - accuracy: 0.8084
155/296 [==============>...............] - ETA: 8s - loss: 0.3952 - accuracy: 0.8081
156/296 [==============>...............] - ETA: 8s - loss: 0.3949 - accuracy: 0.8077
157/296 [==============>...............] - ETA: 7s - loss: 0.3969 - accuracy: 0.8081
158/296 [===============>..............] - ETA: 7s - loss: 0.3961 - accuracy: 0.8089
159/296 [===============>..............] - ETA: 7s - loss: 0.3960 - accuracy: 0.8094
160/296 [===============>..............] - ETA: 7s - loss: 0.3956 - accuracy: 0.8094
161/296 [===============>..............] - ETA: 7s - loss: 0.3951 - accuracy: 0.8098
162/296 [===============>..............] - ETA: 7s - loss: 0.3957 - accuracy: 0.8094
163/296 [===============>..............] - ETA: 7s - loss: 0.3952 - accuracy: 0.8098
164/296 [===============>..............] - ETA: 7s - loss: 0.3952 - accuracy: 0.8098
165/296 [===============>..............] - ETA: 7s - loss: 0.3945 - accuracy: 0.8102
166/296 [===============>..............] - ETA: 7s - loss: 0.3943 - accuracy: 0.8099
167/296 [===============>..............] - ETA: 7s - loss: 0.3941 - accuracy: 0.8099
168/296 [================>.............] - ETA: 7s - loss: 0.3946 - accuracy: 0.8099
169/296 [================>.............] - ETA: 7s - loss: 0.3938 - accuracy: 0.8107
170/296 [================>.............] - ETA: 7s - loss: 0.3936 - accuracy: 0.8110
171/296 [================>.............] - ETA: 7s - loss: 0.3931 - accuracy: 0.8118
172/296 [================>.............] - ETA: 7s - loss: 0.3926 - accuracy: 0.8121
173/296 [================>.............] - ETA: 7s - loss: 0.3938 - accuracy: 0.8111
174/296 [================>.............] - ETA: 6s - loss: 0.3932 - accuracy: 0.8111
175/296 [================>.............] - ETA: 6s - loss: 0.3919 - accuracy: 0.8118
176/296 [================>.............] - ETA: 6s - loss: 0.3923 - accuracy: 0.8111
177/296 [================>.............] - ETA: 6s - loss: 0.3925 - accuracy: 0.8118
178/296 [=================>............] - ETA: 6s - loss: 0.3914 - accuracy: 0.8125
179/296 [=================>............] - ETA: 6s - loss: 0.3906 - accuracy: 0.8122
180/296 [=================>............] - ETA: 6s - loss: 0.3904 - accuracy: 0.8118
181/296 [=================>............] - ETA: 6s - loss: 0.3917 - accuracy: 0.8115
182/296 [=================>............] - ETA: 6s - loss: 0.3934 - accuracy: 0.8115
183/296 [=================>............] - ETA: 6s - loss: 0.3930 - accuracy: 0.8118
184/296 [=================>............] - ETA: 6s - loss: 0.3936 - accuracy: 0.8108
185/296 [=================>............] - ETA: 6s - loss: 0.3938 - accuracy: 0.8108
186/296 [=================>............] - ETA: 6s - loss: 0.3936 - accuracy: 0.8108
187/296 [=================>............] - ETA: 6s - loss: 0.3935 - accuracy: 0.8115
188/296 [==================>...........] - ETA: 6s - loss: 0.3930 - accuracy: 0.8118
189/296 [==================>...........] - ETA: 6s - loss: 0.3938 - accuracy: 0.8108
190/296 [==================>...........] - ETA: 6s - loss: 0.3934 - accuracy: 0.8105
191/296 [==================>...........] - ETA: 6s - loss: 0.3938 - accuracy: 0.8105
192/296 [==================>...........] - ETA: 5s - loss: 0.3942 - accuracy: 0.8105
193/296 [==================>...........] - ETA: 5s - loss: 0.3938 - accuracy: 0.8112
194/296 [==================>...........] - ETA: 5s - loss: 0.3951 - accuracy: 0.8106
195/296 [==================>...........] - ETA: 5s - loss: 0.3951 - accuracy: 0.8106
196/296 [==================>...........] - ETA: 5s - loss: 0.3959 - accuracy: 0.8109
197/296 [==================>...........] - ETA: 5s - loss: 0.3960 - accuracy: 0.8112
198/296 [===================>..........] - ETA: 5s - loss: 0.3954 - accuracy: 0.8116
199/296 [===================>..........] - ETA: 5s - loss: 0.3954 - accuracy: 0.8119
200/296 [===================>..........] - ETA: 5s - loss: 0.3961 - accuracy: 0.8112
201/296 [===================>..........] - ETA: 5s - loss: 0.3968 - accuracy: 0.8113
202/296 [===================>..........] - ETA: 5s - loss: 0.3965 - accuracy: 0.8110
203/296 [===================>..........] - ETA: 5s - loss: 0.3965 - accuracy: 0.8110
204/296 [===================>..........] - ETA: 5s - loss: 0.3957 - accuracy: 0.8119
205/296 [===================>..........] - ETA: 5s - loss: 0.3968 - accuracy: 0.8113
206/296 [===================>..........] - ETA: 5s - loss: 0.3969 - accuracy: 0.8113
207/296 [===================>..........] - ETA: 5s - loss: 0.3974 - accuracy: 0.8113
208/296 [====================>.........] - ETA: 5s - loss: 0.3965 - accuracy: 0.8122
209/296 [====================>.........] - ETA: 4s - loss: 0.3970 - accuracy: 0.8119
210/296 [====================>.........] - ETA: 4s - loss: 0.3967 - accuracy: 0.8122
211/296 [====================>.........] - ETA: 4s - loss: 0.3967 - accuracy: 0.8122
212/296 [====================>.........] - ETA: 4s - loss: 0.3970 - accuracy: 0.8119
213/296 [====================>.........] - ETA: 4s - loss: 0.3962 - accuracy: 0.8128
214/296 [====================>.........] - ETA: 4s - loss: 0.3957 - accuracy: 0.8137
215/296 [====================>.........] - ETA: 4s - loss: 0.3956 - accuracy: 0.8137
216/296 [====================>.........] - ETA: 4s - loss: 0.3954 - accuracy: 0.8139
217/296 [====================>.........] - ETA: 4s - loss: 0.3949 - accuracy: 0.8142
218/296 [=====================>........] - ETA: 4s - loss: 0.3946 - accuracy: 0.8142
219/296 [=====================>........] - ETA: 4s - loss: 0.3957 - accuracy: 0.8139
220/296 [=====================>........] - ETA: 4s - loss: 0.3946 - accuracy: 0.8145
221/296 [=====================>........] - ETA: 4s - loss: 0.3960 - accuracy: 0.8136
222/296 [=====================>........] - ETA: 4s - loss: 0.3963 - accuracy: 0.8133
223/296 [=====================>........] - ETA: 4s - loss: 0.3963 - accuracy: 0.8136
224/296 [=====================>........] - ETA: 4s - loss: 0.3961 - accuracy: 0.8139
225/296 [=====================>........] - ETA: 4s - loss: 0.3953 - accuracy: 0.8142
226/296 [=====================>........] - ETA: 4s - loss: 0.3945 - accuracy: 0.8147
227/296 [======================>.......] - ETA: 3s - loss: 0.3944 - accuracy: 0.8147
228/296 [======================>.......] - ETA: 3s - loss: 0.3937 - accuracy: 0.8152
229/296 [======================>.......] - ETA: 3s - loss: 0.3942 - accuracy: 0.8147
230/296 [======================>.......] - ETA: 3s - loss: 0.3946 - accuracy: 0.8147
231/296 [======================>.......] - ETA: 3s - loss: 0.3943 - accuracy: 0.8149
232/296 [======================>.......] - ETA: 3s - loss: 0.3940 - accuracy: 0.8152
233/296 [======================>.......] - ETA: 3s - loss: 0.3950 - accuracy: 0.8144
234/296 [======================>.......] - ETA: 3s - loss: 0.3956 - accuracy: 0.8141
235/296 [======================>.......] - ETA: 3s - loss: 0.3952 - accuracy: 0.8144
236/296 [======================>.......] - ETA: 3s - loss: 0.3952 - accuracy: 0.8144
237/296 [=======================>......] - ETA: 3s - loss: 0.3950 - accuracy: 0.8143
238/296 [=======================>......] - ETA: 3s - loss: 0.3952 - accuracy: 0.8141
239/296 [=======================>......] - ETA: 3s - loss: 0.3954 - accuracy: 0.8141
240/296 [=======================>......] - ETA: 3s - loss: 0.3954 - accuracy: 0.8138
241/296 [=======================>......] - ETA: 3s - loss: 0.3957 - accuracy: 0.8133
242/296 [=======================>......] - ETA: 3s - loss: 0.3952 - accuracy: 0.8135
243/296 [=======================>......] - ETA: 3s - loss: 0.3942 - accuracy: 0.8143
244/296 [=======================>......] - ETA: 2s - loss: 0.3950 - accuracy: 0.8138
245/296 [=======================>......] - ETA: 2s - loss: 0.3953 - accuracy: 0.8135
246/296 [=======================>......] - ETA: 2s - loss: 0.3949 - accuracy: 0.8140
247/296 [========================>.....] - ETA: 2s - loss: 0.3945 - accuracy: 0.8143
248/296 [========================>.....] - ETA: 2s - loss: 0.3945 - accuracy: 0.8140
249/296 [========================>.....] - ETA: 2s - loss: 0.3950 - accuracy: 0.8135
250/296 [========================>.....] - ETA: 2s - loss: 0.3955 - accuracy: 0.8130
251/296 [========================>.....] - ETA: 2s - loss: 0.3950 - accuracy: 0.8132
252/296 [========================>.....] - ETA: 2s - loss: 0.3949 - accuracy: 0.8132
253/296 [========================>.....] - ETA: 2s - loss: 0.3943 - accuracy: 0.8137
254/296 [========================>.....] - ETA: 2s - loss: 0.3944 - accuracy: 0.8135
255/296 [========================>.....] - ETA: 2s - loss: 0.3937 - accuracy: 0.8140
256/296 [========================>.....] - ETA: 2s - loss: 0.3937 - accuracy: 0.8140
257/296 [=========================>....] - ETA: 2s - loss: 0.3938 - accuracy: 0.8140
258/296 [=========================>....] - ETA: 2s - loss: 0.3943 - accuracy: 0.8132
259/296 [=========================>....] - ETA: 2s - loss: 0.3934 - accuracy: 0.8137
260/296 [=========================>....] - ETA: 2s - loss: 0.3937 - accuracy: 0.8135
261/296 [=========================>....] - ETA: 1s - loss: 0.3953 - accuracy: 0.8130
262/296 [=========================>....] - ETA: 1s - loss: 0.3957 - accuracy: 0.8130
263/296 [=========================>....] - ETA: 1s - loss: 0.3960 - accuracy: 0.8130
264/296 [=========================>....] - ETA: 1s - loss: 0.3959 - accuracy: 0.8127
265/296 [=========================>....] - ETA: 1s - loss: 0.3955 - accuracy: 0.8127
266/296 [=========================>....] - ETA: 1s - loss: 0.3956 - accuracy: 0.8125
267/296 [==========================>...] - ETA: 1s - loss: 0.3958 - accuracy: 0.8127
268/296 [==========================>...] - ETA: 1s - loss: 0.3956 - accuracy: 0.8130
269/296 [==========================>...] - ETA: 1s - loss: 0.3957 - accuracy: 0.8132
270/296 [==========================>...] - ETA: 1s - loss: 0.3955 - accuracy: 0.8132
271/296 [==========================>...] - ETA: 1s - loss: 0.3961 - accuracy: 0.8127
272/296 [==========================>...] - ETA: 1s - loss: 0.3963 - accuracy: 0.8125
273/296 [==========================>...] - ETA: 1s - loss: 0.3958 - accuracy: 0.8130
274/296 [==========================>...] - ETA: 1s - loss: 0.3953 - accuracy: 0.8132
275/296 [==========================>...] - ETA: 1s - loss: 0.3955 - accuracy: 0.8134
276/296 [==========================>...] - ETA: 1s - loss: 0.3968 - accuracy: 0.8132
277/296 [===========================>..] - ETA: 1s - loss: 0.3970 - accuracy: 0.8127
278/296 [===========================>..] - ETA: 1s - loss: 0.3962 - accuracy: 0.8129
279/296 [===========================>..] - ETA: 0s - loss: 0.3952 - accuracy: 0.8136
280/296 [===========================>..] - ETA: 0s - loss: 0.3950 - accuracy: 0.8138
281/296 [===========================>..] - ETA: 0s - loss: 0.3952 - accuracy: 0.8134
282/296 [===========================>..] - ETA: 0s - loss: 0.3951 - accuracy: 0.8136
283/296 [===========================>..] - ETA: 0s - loss: 0.3941 - accuracy: 0.8143
284/296 [===========================>..] - ETA: 0s - loss: 0.3950 - accuracy: 0.8138
285/296 [===========================>..] - ETA: 0s - loss: 0.3942 - accuracy: 0.8145
286/296 [===========================>..] - ETA: 0s - loss: 0.3948 - accuracy: 0.8142
287/296 [============================>.] - ETA: 0s - loss: 0.3944 - accuracy: 0.8145
288/296 [============================>.] - ETA: 0s - loss: 0.3944 - accuracy: 0.8142
289/296 [============================>.] - ETA: 0s - loss: 0.3946 - accuracy: 0.8140
290/296 [============================>.] - ETA: 0s - loss: 0.3945 - accuracy: 0.8142
291/296 [============================>.] - ETA: 0s - loss: 0.3949 - accuracy: 0.8140
292/296 [============================>.] - ETA: 0s - loss: 0.3945 - accuracy: 0.8140
293/296 [============================>.] - ETA: 0s - loss: 0.3944 - accuracy: 0.8142
294/296 [============================>.] - ETA: 0s - loss: 0.3944 - accuracy: 0.8138
295/296 [============================>.] - ETA: 0s - loss: 0.3949 - accuracy: 0.8136
296/296 [==============================] - 17s 57ms/step - loss: 0.3949 - accuracy: 0.8136

296/296 [==============================] - 18s 61ms/step - loss: 0.3949 - accuracy: 0.8136 - val_loss: 0.3736 - val_accuracy: 0.8212
Epoch 14/50

  1/296 [..............................] - ETA: 15s - loss: 0.3795 - accuracy: 0.8125
  2/296 [..............................] - ETA: 15s - loss: 0.3734 - accuracy: 0.7812
  3/296 [..............................] - ETA: 15s - loss: 0.3640 - accuracy: 0.7917
  4/296 [..............................] - ETA: 15s - loss: 0.3489 - accuracy: 0.8281
  5/296 [..............................] - ETA: 15s - loss: 0.3712 - accuracy: 0.8375
  6/296 [..............................] - ETA: 15s - loss: 0.3839 - accuracy: 0.8229
  7/296 [..............................] - ETA: 15s - loss: 0.3588 - accuracy: 0.8393
  8/296 [..............................] - ETA: 15s - loss: 0.3674 - accuracy: 0.8516
  9/296 [..............................] - ETA: 15s - loss: 0.3723 - accuracy: 0.8542
 10/296 [>.............................] - ETA: 15s - loss: 0.3739 - accuracy: 0.8375
 11/296 [>.............................] - ETA: 15s - loss: 0.3678 - accuracy: 0.8409
 12/296 [>.............................] - ETA: 15s - loss: 0.3699 - accuracy: 0.8333
 13/296 [>.............................] - ETA: 15s - loss: 0.3781 - accuracy: 0.8221
 14/296 [>.............................] - ETA: 15s - loss: 0.3856 - accuracy: 0.8214
 15/296 [>.............................] - ETA: 15s - loss: 0.3945 - accuracy: 0.8083
 16/296 [>.............................] - ETA: 15s - loss: 0.3844 - accuracy: 0.8203
 17/296 [>.............................] - ETA: 15s - loss: 0.3934 - accuracy: 0.8125
 18/296 [>.............................] - ETA: 15s - loss: 0.3959 - accuracy: 0.8125
 19/296 [>.............................] - ETA: 15s - loss: 0.3921 - accuracy: 0.8125
 20/296 [=>............................] - ETA: 15s - loss: 0.3966 - accuracy: 0.8062
 21/296 [=>............................] - ETA: 14s - loss: 0.3938 - accuracy: 0.8065
 22/296 [=>............................] - ETA: 14s - loss: 0.3870 - accuracy: 0.8125
 23/296 [=>............................] - ETA: 14s - loss: 0.3807 - accuracy: 0.8179
 24/296 [=>............................] - ETA: 14s - loss: 0.3838 - accuracy: 0.8125
 25/296 [=>............................] - ETA: 14s - loss: 0.3870 - accuracy: 0.8075
 26/296 [=>............................] - ETA: 14s - loss: 0.3855 - accuracy: 0.8077
 27/296 [=>............................] - ETA: 14s - loss: 0.3825 - accuracy: 0.8102
 28/296 [=>............................] - ETA: 14s - loss: 0.3856 - accuracy: 0.8103
 29/296 [=>............................] - ETA: 14s - loss: 0.3871 - accuracy: 0.8082
 30/296 [==>...........................] - ETA: 14s - loss: 0.3864 - accuracy: 0.8104
 31/296 [==>...........................] - ETA: 14s - loss: 0.3861 - accuracy: 0.8125
 32/296 [==>...........................] - ETA: 14s - loss: 0.3859 - accuracy: 0.8125
 33/296 [==>...........................] - ETA: 14s - loss: 0.3856 - accuracy: 0.8125
 34/296 [==>...........................] - ETA: 14s - loss: 0.3888 - accuracy: 0.8143
 35/296 [==>...........................] - ETA: 14s - loss: 0.3920 - accuracy: 0.8125
 36/296 [==>...........................] - ETA: 14s - loss: 0.3887 - accuracy: 0.8160
 37/296 [==>...........................] - ETA: 14s - loss: 0.3874 - accuracy: 0.8176
 38/296 [==>...........................] - ETA: 14s - loss: 0.3851 - accuracy: 0.8207
 39/296 [==>...........................] - ETA: 14s - loss: 0.3844 - accuracy: 0.8221
 40/296 [===>..........................] - ETA: 14s - loss: 0.3851 - accuracy: 0.8234
 41/296 [===>..........................] - ETA: 13s - loss: 0.3825 - accuracy: 0.8262
 42/296 [===>..........................] - ETA: 13s - loss: 0.3791 - accuracy: 0.8289
 43/296 [===>..........................] - ETA: 13s - loss: 0.3846 - accuracy: 0.8241
 44/296 [===>..........................] - ETA: 13s - loss: 0.3920 - accuracy: 0.8210
 45/296 [===>..........................] - ETA: 13s - loss: 0.3919 - accuracy: 0.8208
 46/296 [===>..........................] - ETA: 13s - loss: 0.3932 - accuracy: 0.8179
 47/296 [===>..........................] - ETA: 13s - loss: 0.3969 - accuracy: 0.8191
 48/296 [===>..........................] - ETA: 13s - loss: 0.3911 - accuracy: 0.8229
 49/296 [===>..........................] - ETA: 13s - loss: 0.3909 - accuracy: 0.8227
 50/296 [====>.........................] - ETA: 13s - loss: 0.3944 - accuracy: 0.8188
 51/296 [====>.........................] - ETA: 13s - loss: 0.3949 - accuracy: 0.8174
 52/296 [====>.........................] - ETA: 13s - loss: 0.3944 - accuracy: 0.8173
 53/296 [====>.........................] - ETA: 13s - loss: 0.3924 - accuracy: 0.8184
 54/296 [====>.........................] - ETA: 13s - loss: 0.3897 - accuracy: 0.8206
 55/296 [====>.........................] - ETA: 13s - loss: 0.3893 - accuracy: 0.8205
 56/296 [====>.........................] - ETA: 13s - loss: 0.3930 - accuracy: 0.8192
 57/296 [====>.........................] - ETA: 13s - loss: 0.3908 - accuracy: 0.8213
 58/296 [====>.........................] - ETA: 13s - loss: 0.3910 - accuracy: 0.8211
 59/296 [====>.........................] - ETA: 13s - loss: 0.3892 - accuracy: 0.8220
 60/296 [=====>........................] - ETA: 13s - loss: 0.3886 - accuracy: 0.8208
 61/296 [=====>........................] - ETA: 13s - loss: 0.3901 - accuracy: 0.8207
 62/296 [=====>........................] - ETA: 13s - loss: 0.3882 - accuracy: 0.8216
 63/296 [=====>........................] - ETA: 13s - loss: 0.3864 - accuracy: 0.8224
 64/296 [=====>........................] - ETA: 12s - loss: 0.3854 - accuracy: 0.8223
 65/296 [=====>........................] - ETA: 12s - loss: 0.3850 - accuracy: 0.8221
 66/296 [=====>........................] - ETA: 12s - loss: 0.3866 - accuracy: 0.8210
 67/296 [=====>........................] - ETA: 12s - loss: 0.3870 - accuracy: 0.8200
 68/296 [=====>........................] - ETA: 12s - loss: 0.3877 - accuracy: 0.8199
 69/296 [=====>........................] - ETA: 12s - loss: 0.3860 - accuracy: 0.8197
 70/296 [======>.......................] - ETA: 12s - loss: 0.3830 - accuracy: 0.8223
 71/296 [======>.......................] - ETA: 12s - loss: 0.3811 - accuracy: 0.8231
 72/296 [======>.......................] - ETA: 12s - loss: 0.3790 - accuracy: 0.8247
 73/296 [======>.......................] - ETA: 12s - loss: 0.3781 - accuracy: 0.8245
 74/296 [======>.......................] - ETA: 12s - loss: 0.3759 - accuracy: 0.8252
 75/296 [======>.......................] - ETA: 12s - loss: 0.3747 - accuracy: 0.8267
 76/296 [======>.......................] - ETA: 12s - loss: 0.3759 - accuracy: 0.8265
 77/296 [======>.......................] - ETA: 12s - loss: 0.3759 - accuracy: 0.8263
 78/296 [======>.......................] - ETA: 12s - loss: 0.3762 - accuracy: 0.8261
 79/296 [=======>......................] - ETA: 12s - loss: 0.3767 - accuracy: 0.8259
 80/296 [=======>......................] - ETA: 12s - loss: 0.3764 - accuracy: 0.8258
 81/296 [=======>......................] - ETA: 11s - loss: 0.3773 - accuracy: 0.8241
 82/296 [=======>......................] - ETA: 11s - loss: 0.3788 - accuracy: 0.8232
 83/296 [=======>......................] - ETA: 11s - loss: 0.3784 - accuracy: 0.8238
 84/296 [=======>......................] - ETA: 11s - loss: 0.3776 - accuracy: 0.8237
 85/296 [=======>......................] - ETA: 11s - loss: 0.3792 - accuracy: 0.8228
 86/296 [=======>......................] - ETA: 11s - loss: 0.3823 - accuracy: 0.8198
 87/296 [=======>......................] - ETA: 11s - loss: 0.3816 - accuracy: 0.8204
 88/296 [=======>......................] - ETA: 11s - loss: 0.3830 - accuracy: 0.8203
 89/296 [========>.....................] - ETA: 11s - loss: 0.3837 - accuracy: 0.8202
 90/296 [========>.....................] - ETA: 11s - loss: 0.3848 - accuracy: 0.8194
 91/296 [========>.....................] - ETA: 11s - loss: 0.3837 - accuracy: 0.8194
 92/296 [========>.....................] - ETA: 11s - loss: 0.3831 - accuracy: 0.8200
 93/296 [========>.....................] - ETA: 11s - loss: 0.3839 - accuracy: 0.8185
 94/296 [========>.....................] - ETA: 11s - loss: 0.3865 - accuracy: 0.8152
 95/296 [========>.....................] - ETA: 11s - loss: 0.3861 - accuracy: 0.8158
 96/296 [========>.....................] - ETA: 11s - loss: 0.3878 - accuracy: 0.8158
 97/296 [========>.....................] - ETA: 11s - loss: 0.3894 - accuracy: 0.8144
 98/296 [========>.....................] - ETA: 11s - loss: 0.3896 - accuracy: 0.8138
 99/296 [=========>....................] - ETA: 10s - loss: 0.3886 - accuracy: 0.8138
100/296 [=========>....................] - ETA: 10s - loss: 0.3873 - accuracy: 0.8144
101/296 [=========>....................] - ETA: 10s - loss: 0.3876 - accuracy: 0.8144
102/296 [=========>....................] - ETA: 10s - loss: 0.3860 - accuracy: 0.8162
103/296 [=========>....................] - ETA: 10s - loss: 0.3856 - accuracy: 0.8161
104/296 [=========>....................] - ETA: 10s - loss: 0.3861 - accuracy: 0.8167
105/296 [=========>....................] - ETA: 10s - loss: 0.3858 - accuracy: 0.8173
106/296 [=========>....................] - ETA: 10s - loss: 0.3870 - accuracy: 0.8154
107/296 [=========>....................] - ETA: 10s - loss: 0.3854 - accuracy: 0.8172
108/296 [=========>....................] - ETA: 10s - loss: 0.3846 - accuracy: 0.8183
109/296 [==========>...................] - ETA: 10s - loss: 0.3856 - accuracy: 0.8182
110/296 [==========>...................] - ETA: 10s - loss: 0.3868 - accuracy: 0.8176
111/296 [==========>...................] - ETA: 10s - loss: 0.3868 - accuracy: 0.8176
112/296 [==========>...................] - ETA: 10s - loss: 0.3858 - accuracy: 0.8186
113/296 [==========>...................] - ETA: 10s - loss: 0.3851 - accuracy: 0.8197
114/296 [==========>...................] - ETA: 10s - loss: 0.3848 - accuracy: 0.8191
115/296 [==========>...................] - ETA: 10s - loss: 0.3869 - accuracy: 0.8168
116/296 [==========>...................] - ETA: 10s - loss: 0.3872 - accuracy: 0.8173
117/296 [==========>...................] - ETA: 9s - loss: 0.3874 - accuracy: 0.8173 
118/296 [==========>...................] - ETA: 9s - loss: 0.3873 - accuracy: 0.8178
119/296 [===========>..................] - ETA: 9s - loss: 0.3865 - accuracy: 0.8183
120/296 [===========>..................] - ETA: 9s - loss: 0.3869 - accuracy: 0.8182
121/296 [===========>..................] - ETA: 9s - loss: 0.3873 - accuracy: 0.8182
122/296 [===========>..................] - ETA: 9s - loss: 0.3890 - accuracy: 0.8176
123/296 [===========>..................] - ETA: 9s - loss: 0.3890 - accuracy: 0.8171
124/296 [===========>..................] - ETA: 9s - loss: 0.3897 - accuracy: 0.8170
125/296 [===========>..................] - ETA: 9s - loss: 0.3888 - accuracy: 0.8175
126/296 [===========>..................] - ETA: 9s - loss: 0.3890 - accuracy: 0.8175
127/296 [===========>..................] - ETA: 9s - loss: 0.3897 - accuracy: 0.8164
128/296 [===========>..................] - ETA: 9s - loss: 0.3885 - accuracy: 0.8174
129/296 [============>.................] - ETA: 9s - loss: 0.3889 - accuracy: 0.8169
130/296 [============>.................] - ETA: 9s - loss: 0.3891 - accuracy: 0.8168
131/296 [============>.................] - ETA: 9s - loss: 0.3886 - accuracy: 0.8173
132/296 [============>.................] - ETA: 9s - loss: 0.3874 - accuracy: 0.8177
133/296 [============>.................] - ETA: 9s - loss: 0.3885 - accuracy: 0.8172
134/296 [============>.................] - ETA: 9s - loss: 0.3886 - accuracy: 0.8172
135/296 [============>.................] - ETA: 8s - loss: 0.3889 - accuracy: 0.8167
136/296 [============>.................] - ETA: 8s - loss: 0.3890 - accuracy: 0.8166
137/296 [============>.................] - ETA: 8s - loss: 0.3895 - accuracy: 0.8171
138/296 [============>.................] - ETA: 8s - loss: 0.3900 - accuracy: 0.8161
139/296 [=============>................] - ETA: 8s - loss: 0.3892 - accuracy: 0.8161
140/296 [=============>................] - ETA: 8s - loss: 0.3896 - accuracy: 0.8152
141/296 [=============>................] - ETA: 8s - loss: 0.3888 - accuracy: 0.8156
142/296 [=============>................] - ETA: 8s - loss: 0.3884 - accuracy: 0.8156
143/296 [=============>................] - ETA: 8s - loss: 0.3870 - accuracy: 0.8164
144/296 [=============>................] - ETA: 8s - loss: 0.3868 - accuracy: 0.8160
145/296 [=============>................] - ETA: 8s - loss: 0.3877 - accuracy: 0.8155
146/296 [=============>................] - ETA: 8s - loss: 0.3874 - accuracy: 0.8155
147/296 [=============>................] - ETA: 8s - loss: 0.3870 - accuracy: 0.8155
148/296 [==============>...............] - ETA: 8s - loss: 0.3869 - accuracy: 0.8155
149/296 [==============>...............] - ETA: 8s - loss: 0.3871 - accuracy: 0.8159
150/296 [==============>...............] - ETA: 8s - loss: 0.3883 - accuracy: 0.8158
151/296 [==============>...............] - ETA: 8s - loss: 0.3880 - accuracy: 0.8154
152/296 [==============>...............] - ETA: 8s - loss: 0.3885 - accuracy: 0.8154
153/296 [==============>...............] - ETA: 7s - loss: 0.3870 - accuracy: 0.8166
154/296 [==============>...............] - ETA: 7s - loss: 0.3889 - accuracy: 0.8170
155/296 [==============>...............] - ETA: 7s - loss: 0.3901 - accuracy: 0.8161
156/296 [==============>...............] - ETA: 7s - loss: 0.3900 - accuracy: 0.8161
157/296 [==============>...............] - ETA: 7s - loss: 0.3892 - accuracy: 0.8165
158/296 [===============>..............] - ETA: 7s - loss: 0.3906 - accuracy: 0.8165
159/296 [===============>..............] - ETA: 7s - loss: 0.3910 - accuracy: 0.8156
160/296 [===============>..............] - ETA: 7s - loss: 0.3906 - accuracy: 0.8160
161/296 [===============>..............] - ETA: 7s - loss: 0.3900 - accuracy: 0.8164
162/296 [===============>..............] - ETA: 7s - loss: 0.3900 - accuracy: 0.8164
163/296 [===============>..............] - ETA: 7s - loss: 0.3891 - accuracy: 0.8171
164/296 [===============>..............] - ETA: 7s - loss: 0.3885 - accuracy: 0.8178
165/296 [===============>..............] - ETA: 7s - loss: 0.3878 - accuracy: 0.8178
166/296 [===============>..............] - ETA: 7s - loss: 0.3885 - accuracy: 0.8174
167/296 [===============>..............] - ETA: 7s - loss: 0.3892 - accuracy: 0.8170
168/296 [================>.............] - ETA: 7s - loss: 0.3881 - accuracy: 0.8173
169/296 [================>.............] - ETA: 7s - loss: 0.3876 - accuracy: 0.8177
170/296 [================>.............] - ETA: 7s - loss: 0.3873 - accuracy: 0.8180
171/296 [================>.............] - ETA: 6s - loss: 0.3881 - accuracy: 0.8169
172/296 [================>.............] - ETA: 6s - loss: 0.3891 - accuracy: 0.8172
173/296 [================>.............] - ETA: 6s - loss: 0.3881 - accuracy: 0.8179
174/296 [================>.............] - ETA: 6s - loss: 0.3874 - accuracy: 0.8182
175/296 [================>.............] - ETA: 6s - loss: 0.3889 - accuracy: 0.8171
176/296 [================>.............] - ETA: 6s - loss: 0.3883 - accuracy: 0.8171
177/296 [================>.............] - ETA: 6s - loss: 0.3884 - accuracy: 0.8171
178/296 [=================>............] - ETA: 6s - loss: 0.3882 - accuracy: 0.8174
179/296 [=================>............] - ETA: 6s - loss: 0.3886 - accuracy: 0.8174
180/296 [=================>............] - ETA: 6s - loss: 0.3885 - accuracy: 0.8177
181/296 [=================>............] - ETA: 6s - loss: 0.3890 - accuracy: 0.8173
182/296 [=================>............] - ETA: 6s - loss: 0.3887 - accuracy: 0.8177
183/296 [=================>............] - ETA: 6s - loss: 0.3891 - accuracy: 0.8176
184/296 [=================>............] - ETA: 6s - loss: 0.3900 - accuracy: 0.8173
185/296 [=================>............] - ETA: 6s - loss: 0.3924 - accuracy: 0.8159
186/296 [=================>............] - ETA: 6s - loss: 0.3929 - accuracy: 0.8159
187/296 [=================>............] - ETA: 6s - loss: 0.3928 - accuracy: 0.8162
188/296 [==================>...........] - ETA: 6s - loss: 0.3940 - accuracy: 0.8155
189/296 [==================>...........] - ETA: 6s - loss: 0.3936 - accuracy: 0.8155
190/296 [==================>...........] - ETA: 5s - loss: 0.3932 - accuracy: 0.8158
191/296 [==================>...........] - ETA: 5s - loss: 0.3925 - accuracy: 0.8168
192/296 [==================>...........] - ETA: 5s - loss: 0.3933 - accuracy: 0.8164
193/296 [==================>...........] - ETA: 5s - loss: 0.3937 - accuracy: 0.8161
194/296 [==================>...........] - ETA: 5s - loss: 0.3928 - accuracy: 0.8167
195/296 [==================>...........] - ETA: 5s - loss: 0.3937 - accuracy: 0.8160
196/296 [==================>...........] - ETA: 5s - loss: 0.3944 - accuracy: 0.8154
197/296 [==================>...........] - ETA: 5s - loss: 0.3942 - accuracy: 0.8157
198/296 [===================>..........] - ETA: 5s - loss: 0.3938 - accuracy: 0.8160
199/296 [===================>..........] - ETA: 5s - loss: 0.3935 - accuracy: 0.8166
200/296 [===================>..........] - ETA: 5s - loss: 0.3932 - accuracy: 0.8169
201/296 [===================>..........] - ETA: 5s - loss: 0.3924 - accuracy: 0.8175
202/296 [===================>..........] - ETA: 5s - loss: 0.3911 - accuracy: 0.8184
203/296 [===================>..........] - ETA: 5s - loss: 0.3913 - accuracy: 0.8180
204/296 [===================>..........] - ETA: 5s - loss: 0.3920 - accuracy: 0.8177
205/296 [===================>..........] - ETA: 5s - loss: 0.3922 - accuracy: 0.8177
206/296 [===================>..........] - ETA: 5s - loss: 0.3908 - accuracy: 0.8183
207/296 [===================>..........] - ETA: 4s - loss: 0.3911 - accuracy: 0.8179
208/296 [====================>.........] - ETA: 4s - loss: 0.3913 - accuracy: 0.8179
209/296 [====================>.........] - ETA: 4s - loss: 0.3921 - accuracy: 0.8173
210/296 [====================>.........] - ETA: 4s - loss: 0.3931 - accuracy: 0.8167
211/296 [====================>.........] - ETA: 4s - loss: 0.3936 - accuracy: 0.8166
212/296 [====================>.........] - ETA: 4s - loss: 0.3938 - accuracy: 0.8163
213/296 [====================>.........] - ETA: 4s - loss: 0.3937 - accuracy: 0.8163
214/296 [====================>.........] - ETA: 4s - loss: 0.3929 - accuracy: 0.8166
215/296 [====================>.........] - ETA: 4s - loss: 0.3937 - accuracy: 0.8157
216/296 [====================>.........] - ETA: 4s - loss: 0.3943 - accuracy: 0.8154
217/296 [====================>.........] - ETA: 4s - loss: 0.3944 - accuracy: 0.8157
218/296 [=====================>........] - ETA: 4s - loss: 0.3942 - accuracy: 0.8159
219/296 [=====================>........] - ETA: 4s - loss: 0.3944 - accuracy: 0.8154
220/296 [=====================>........] - ETA: 4s - loss: 0.3955 - accuracy: 0.8151
221/296 [=====================>........] - ETA: 4s - loss: 0.3957 - accuracy: 0.8150
222/296 [=====================>........] - ETA: 4s - loss: 0.3951 - accuracy: 0.8153
223/296 [=====================>........] - ETA: 4s - loss: 0.3951 - accuracy: 0.8150
224/296 [=====================>........] - ETA: 4s - loss: 0.3951 - accuracy: 0.8150
225/296 [=====================>........] - ETA: 3s - loss: 0.3963 - accuracy: 0.8142
226/296 [=====================>........] - ETA: 3s - loss: 0.3967 - accuracy: 0.8139
227/296 [======================>.......] - ETA: 3s - loss: 0.3961 - accuracy: 0.8142
228/296 [======================>.......] - ETA: 3s - loss: 0.3957 - accuracy: 0.8144
229/296 [======================>.......] - ETA: 3s - loss: 0.3956 - accuracy: 0.8147
230/296 [======================>.......] - ETA: 3s - loss: 0.3949 - accuracy: 0.8152
231/296 [======================>.......] - ETA: 3s - loss: 0.3948 - accuracy: 0.8149
232/296 [======================>.......] - ETA: 3s - loss: 0.3941 - accuracy: 0.8152
233/296 [======================>.......] - ETA: 3s - loss: 0.3958 - accuracy: 0.8138
234/296 [======================>.......] - ETA: 3s - loss: 0.3952 - accuracy: 0.8141
235/296 [======================>.......] - ETA: 3s - loss: 0.3961 - accuracy: 0.8141
236/296 [======================>.......] - ETA: 3s - loss: 0.3980 - accuracy: 0.8136
237/296 [=======================>......] - ETA: 3s - loss: 0.3975 - accuracy: 0.8136
238/296 [=======================>......] - ETA: 3s - loss: 0.3987 - accuracy: 0.8133
239/296 [=======================>......] - ETA: 3s - loss: 0.3981 - accuracy: 0.8138
240/296 [=======================>......] - ETA: 3s - loss: 0.3978 - accuracy: 0.8138
241/296 [=======================>......] - ETA: 3s - loss: 0.3971 - accuracy: 0.8143
242/296 [=======================>......] - ETA: 3s - loss: 0.3972 - accuracy: 0.8140
243/296 [=======================>......] - ETA: 2s - loss: 0.3972 - accuracy: 0.8140
244/296 [=======================>......] - ETA: 2s - loss: 0.3969 - accuracy: 0.8138
245/296 [=======================>......] - ETA: 2s - loss: 0.3961 - accuracy: 0.8145
246/296 [=======================>......] - ETA: 2s - loss: 0.3960 - accuracy: 0.8143
247/296 [========================>.....] - ETA: 2s - loss: 0.3963 - accuracy: 0.8138
248/296 [========================>.....] - ETA: 2s - loss: 0.3960 - accuracy: 0.8138
249/296 [========================>.....] - ETA: 2s - loss: 0.3959 - accuracy: 0.8133
250/296 [========================>.....] - ETA: 2s - loss: 0.3958 - accuracy: 0.8135
251/296 [========================>.....] - ETA: 2s - loss: 0.3950 - accuracy: 0.8140
252/296 [========================>.....] - ETA: 2s - loss: 0.3954 - accuracy: 0.8140
253/296 [========================>.....] - ETA: 2s - loss: 0.3953 - accuracy: 0.8142
254/296 [========================>.....] - ETA: 2s - loss: 0.3956 - accuracy: 0.8140
255/296 [========================>.....] - ETA: 2s - loss: 0.3946 - accuracy: 0.8145
256/296 [========================>.....] - ETA: 2s - loss: 0.3956 - accuracy: 0.8142
257/296 [=========================>....] - ETA: 2s - loss: 0.3954 - accuracy: 0.8144
258/296 [=========================>....] - ETA: 2s - loss: 0.3950 - accuracy: 0.8144
259/296 [=========================>....] - ETA: 2s - loss: 0.3957 - accuracy: 0.8142
260/296 [=========================>....] - ETA: 2s - loss: 0.3953 - accuracy: 0.8144
261/296 [=========================>....] - ETA: 1s - loss: 0.3949 - accuracy: 0.8149
262/296 [=========================>....] - ETA: 1s - loss: 0.3947 - accuracy: 0.8149
263/296 [=========================>....] - ETA: 1s - loss: 0.3948 - accuracy: 0.8146
264/296 [=========================>....] - ETA: 1s - loss: 0.3949 - accuracy: 0.8146
265/296 [=========================>....] - ETA: 1s - loss: 0.3949 - accuracy: 0.8149
266/296 [=========================>....] - ETA: 1s - loss: 0.3950 - accuracy: 0.8151
267/296 [==========================>...] - ETA: 1s - loss: 0.3946 - accuracy: 0.8153
268/296 [==========================>...] - ETA: 1s - loss: 0.3937 - accuracy: 0.8160
269/296 [==========================>...] - ETA: 1s - loss: 0.3940 - accuracy: 0.8155
270/296 [==========================>...] - ETA: 1s - loss: 0.3946 - accuracy: 0.8153
271/296 [==========================>...] - ETA: 1s - loss: 0.3942 - accuracy: 0.8155
272/296 [==========================>...] - ETA: 1s - loss: 0.3941 - accuracy: 0.8155
273/296 [==========================>...] - ETA: 1s - loss: 0.3940 - accuracy: 0.8155
274/296 [==========================>...] - ETA: 1s - loss: 0.3937 - accuracy: 0.8157
275/296 [==========================>...] - ETA: 1s - loss: 0.3937 - accuracy: 0.8152
276/296 [==========================>...] - ETA: 1s - loss: 0.3934 - accuracy: 0.8154
277/296 [===========================>..] - ETA: 1s - loss: 0.3941 - accuracy: 0.8148
278/296 [===========================>..] - ETA: 1s - loss: 0.3940 - accuracy: 0.8145
279/296 [===========================>..] - ETA: 0s - loss: 0.3932 - accuracy: 0.8150
280/296 [===========================>..] - ETA: 0s - loss: 0.3934 - accuracy: 0.8152
281/296 [===========================>..] - ETA: 0s - loss: 0.3931 - accuracy: 0.8154
282/296 [===========================>..] - ETA: 0s - loss: 0.3928 - accuracy: 0.8158
283/296 [===========================>..] - ETA: 0s - loss: 0.3929 - accuracy: 0.8158
284/296 [===========================>..] - ETA: 0s - loss: 0.3930 - accuracy: 0.8154
285/296 [===========================>..] - ETA: 0s - loss: 0.3939 - accuracy: 0.8147
286/296 [===========================>..] - ETA: 0s - loss: 0.3940 - accuracy: 0.8145
287/296 [============================>.] - ETA: 0s - loss: 0.3935 - accuracy: 0.8149
288/296 [============================>.] - ETA: 0s - loss: 0.3939 - accuracy: 0.8145
289/296 [============================>.] - ETA: 0s - loss: 0.3931 - accuracy: 0.8149
290/296 [============================>.] - ETA: 0s - loss: 0.3936 - accuracy: 0.8147
291/296 [============================>.] - ETA: 0s - loss: 0.3948 - accuracy: 0.8144
292/296 [============================>.] - ETA: 0s - loss: 0.3943 - accuracy: 0.8149
293/296 [============================>.] - ETA: 0s - loss: 0.3941 - accuracy: 0.8148
294/296 [============================>.] - ETA: 0s - loss: 0.3943 - accuracy: 0.8146
295/296 [============================>.] - ETA: 0s - loss: 0.3934 - accuracy: 0.8150
296/296 [==============================] - 17s 57ms/step - loss: 0.3932 - accuracy: 0.8150

296/296 [==============================] - 18s 61ms/step - loss: 0.3932 - accuracy: 0.8150 - val_loss: 0.3740 - val_accuracy: 0.8218
Epoch 15/50

  1/296 [..............................] - ETA: 15s - loss: 0.5368 - accuracy: 0.6250
  2/296 [..............................] - ETA: 15s - loss: 0.4984 - accuracy: 0.6250
  3/296 [..............................] - ETA: 15s - loss: 0.4984 - accuracy: 0.6458
  4/296 [..............................] - ETA: 15s - loss: 0.4469 - accuracy: 0.7188
  5/296 [..............................] - ETA: 15s - loss: 0.4338 - accuracy: 0.7500
  6/296 [..............................] - ETA: 15s - loss: 0.4399 - accuracy: 0.7396
  7/296 [..............................] - ETA: 15s - loss: 0.4272 - accuracy: 0.7500
  8/296 [..............................] - ETA: 15s - loss: 0.4143 - accuracy: 0.7734
  9/296 [..............................] - ETA: 15s - loss: 0.4250 - accuracy: 0.7708
 10/296 [>.............................] - ETA: 15s - loss: 0.4355 - accuracy: 0.7688
 11/296 [>.............................] - ETA: 15s - loss: 0.4393 - accuracy: 0.7727
 12/296 [>.............................] - ETA: 15s - loss: 0.4362 - accuracy: 0.7812
 13/296 [>.............................] - ETA: 15s - loss: 0.4272 - accuracy: 0.7885
 14/296 [>.............................] - ETA: 15s - loss: 0.4443 - accuracy: 0.7857
 15/296 [>.............................] - ETA: 15s - loss: 0.4467 - accuracy: 0.7792
 16/296 [>.............................] - ETA: 15s - loss: 0.4368 - accuracy: 0.7852
 17/296 [>.............................] - ETA: 15s - loss: 0.4336 - accuracy: 0.7868
 18/296 [>.............................] - ETA: 15s - loss: 0.4449 - accuracy: 0.7847
 19/296 [>.............................] - ETA: 15s - loss: 0.4367 - accuracy: 0.7928
 20/296 [=>............................] - ETA: 15s - loss: 0.4353 - accuracy: 0.7969
 21/296 [=>............................] - ETA: 15s - loss: 0.4306 - accuracy: 0.7946
 22/296 [=>............................] - ETA: 15s - loss: 0.4438 - accuracy: 0.7869
 23/296 [=>............................] - ETA: 15s - loss: 0.4349 - accuracy: 0.7908
 24/296 [=>............................] - ETA: 15s - loss: 0.4271 - accuracy: 0.7995
 25/296 [=>............................] - ETA: 15s - loss: 0.4192 - accuracy: 0.8025
 26/296 [=>............................] - ETA: 14s - loss: 0.4172 - accuracy: 0.8005
 27/296 [=>............................] - ETA: 14s - loss: 0.4146 - accuracy: 0.8009
 28/296 [=>............................] - ETA: 14s - loss: 0.4077 - accuracy: 0.8036
 29/296 [=>............................] - ETA: 14s - loss: 0.4025 - accuracy: 0.8060
 30/296 [==>...........................] - ETA: 14s - loss: 0.3998 - accuracy: 0.8062
 31/296 [==>...........................] - ETA: 14s - loss: 0.3951 - accuracy: 0.8105
 32/296 [==>...........................] - ETA: 14s - loss: 0.3959 - accuracy: 0.8086
 33/296 [==>...........................] - ETA: 14s - loss: 0.4014 - accuracy: 0.8030
 34/296 [==>...........................] - ETA: 14s - loss: 0.3965 - accuracy: 0.8070
 35/296 [==>...........................] - ETA: 14s - loss: 0.3944 - accuracy: 0.8071
 36/296 [==>...........................] - ETA: 14s - loss: 0.3929 - accuracy: 0.8073
 37/296 [==>...........................] - ETA: 14s - loss: 0.3901 - accuracy: 0.8091
 38/296 [==>...........................] - ETA: 14s - loss: 0.3903 - accuracy: 0.8092
 39/296 [==>...........................] - ETA: 14s - loss: 0.3922 - accuracy: 0.8061
 40/296 [===>..........................] - ETA: 14s - loss: 0.3944 - accuracy: 0.8047
 41/296 [===>..........................] - ETA: 14s - loss: 0.4020 - accuracy: 0.7973
 42/296 [===>..........................] - ETA: 14s - loss: 0.3991 - accuracy: 0.8006
 43/296 [===>..........................] - ETA: 14s - loss: 0.4012 - accuracy: 0.7994
 44/296 [===>..........................] - ETA: 14s - loss: 0.4052 - accuracy: 0.7969
 45/296 [===>..........................] - ETA: 13s - loss: 0.4029 - accuracy: 0.7986
 46/296 [===>..........................] - ETA: 13s - loss: 0.4015 - accuracy: 0.7989
 47/296 [===>..........................] - ETA: 13s - loss: 0.4001 - accuracy: 0.7979
 48/296 [===>..........................] - ETA: 13s - loss: 0.3945 - accuracy: 0.8021
 49/296 [===>..........................] - ETA: 13s - loss: 0.3926 - accuracy: 0.8023
 50/296 [====>.........................] - ETA: 13s - loss: 0.4036 - accuracy: 0.8000
 51/296 [====>.........................] - ETA: 13s - loss: 0.3998 - accuracy: 0.8039
 52/296 [====>.........................] - ETA: 13s - loss: 0.4024 - accuracy: 0.8041
 53/296 [====>.........................] - ETA: 13s - loss: 0.4010 - accuracy: 0.8031
 54/296 [====>.........................] - ETA: 13s - loss: 0.4055 - accuracy: 0.8009
 55/296 [====>.........................] - ETA: 13s - loss: 0.4076 - accuracy: 0.7989
 56/296 [====>.........................] - ETA: 13s - loss: 0.4077 - accuracy: 0.7980
 57/296 [====>.........................] - ETA: 13s - loss: 0.4154 - accuracy: 0.7950
 58/296 [====>.........................] - ETA: 13s - loss: 0.4160 - accuracy: 0.7942
 59/296 [====>.........................] - ETA: 13s - loss: 0.4155 - accuracy: 0.7945
 60/296 [=====>........................] - ETA: 13s - loss: 0.4124 - accuracy: 0.7969
 61/296 [=====>........................] - ETA: 13s - loss: 0.4159 - accuracy: 0.7941
 62/296 [=====>........................] - ETA: 13s - loss: 0.4184 - accuracy: 0.7923
 63/296 [=====>........................] - ETA: 13s - loss: 0.4190 - accuracy: 0.7917
 64/296 [=====>........................] - ETA: 12s - loss: 0.4187 - accuracy: 0.7910
 65/296 [=====>........................] - ETA: 12s - loss: 0.4183 - accuracy: 0.7923
 66/296 [=====>........................] - ETA: 12s - loss: 0.4189 - accuracy: 0.7936
 67/296 [=====>........................] - ETA: 12s - loss: 0.4171 - accuracy: 0.7966
 68/296 [=====>........................] - ETA: 12s - loss: 0.4165 - accuracy: 0.7978
 69/296 [=====>........................] - ETA: 12s - loss: 0.4147 - accuracy: 0.7998
 70/296 [======>.......................] - ETA: 12s - loss: 0.4150 - accuracy: 0.7991
 71/296 [======>.......................] - ETA: 12s - loss: 0.4134 - accuracy: 0.8002
 72/296 [======>.......................] - ETA: 12s - loss: 0.4122 - accuracy: 0.8012
 73/296 [======>.......................] - ETA: 12s - loss: 0.4120 - accuracy: 0.8014
 74/296 [======>.......................] - ETA: 12s - loss: 0.4099 - accuracy: 0.8024
 75/296 [======>.......................] - ETA: 12s - loss: 0.4078 - accuracy: 0.8042
 76/296 [======>.......................] - ETA: 12s - loss: 0.4084 - accuracy: 0.8043
 77/296 [======>.......................] - ETA: 12s - loss: 0.4087 - accuracy: 0.8044
 78/296 [======>.......................] - ETA: 12s - loss: 0.4073 - accuracy: 0.8061
 79/296 [=======>......................] - ETA: 12s - loss: 0.4063 - accuracy: 0.8070
 80/296 [=======>......................] - ETA: 12s - loss: 0.4048 - accuracy: 0.8078
 81/296 [=======>......................] - ETA: 12s - loss: 0.4054 - accuracy: 0.8079
 82/296 [=======>......................] - ETA: 11s - loss: 0.4042 - accuracy: 0.8079
 83/296 [=======>......................] - ETA: 11s - loss: 0.4066 - accuracy: 0.8080
 84/296 [=======>......................] - ETA: 11s - loss: 0.4060 - accuracy: 0.8073
 85/296 [=======>......................] - ETA: 11s - loss: 0.4091 - accuracy: 0.8059
 86/296 [=======>......................] - ETA: 11s - loss: 0.4082 - accuracy: 0.8067
 87/296 [=======>......................] - ETA: 11s - loss: 0.4071 - accuracy: 0.8068
 88/296 [=======>......................] - ETA: 11s - loss: 0.4090 - accuracy: 0.8040
 89/296 [========>.....................] - ETA: 11s - loss: 0.4077 - accuracy: 0.8048
 90/296 [========>.....................] - ETA: 11s - loss: 0.4062 - accuracy: 0.8049
 91/296 [========>.....................] - ETA: 11s - loss: 0.4053 - accuracy: 0.8049
 92/296 [========>.....................] - ETA: 11s - loss: 0.4050 - accuracy: 0.8050
 93/296 [========>.....................] - ETA: 11s - loss: 0.4045 - accuracy: 0.8065
 94/296 [========>.....................] - ETA: 11s - loss: 0.4026 - accuracy: 0.8072
 95/296 [========>.....................] - ETA: 11s - loss: 0.4014 - accuracy: 0.8072
 96/296 [========>.....................] - ETA: 11s - loss: 0.4028 - accuracy: 0.8053
 97/296 [========>.....................] - ETA: 11s - loss: 0.4015 - accuracy: 0.8054
 98/296 [========>.....................] - ETA: 11s - loss: 0.3996 - accuracy: 0.8074
 99/296 [=========>....................] - ETA: 11s - loss: 0.3971 - accuracy: 0.8093
100/296 [=========>....................] - ETA: 10s - loss: 0.3961 - accuracy: 0.8106
101/296 [=========>....................] - ETA: 10s - loss: 0.3939 - accuracy: 0.8119
102/296 [=========>....................] - ETA: 10s - loss: 0.3945 - accuracy: 0.8125
103/296 [=========>....................] - ETA: 10s - loss: 0.3942 - accuracy: 0.8125
104/296 [=========>....................] - ETA: 10s - loss: 0.3940 - accuracy: 0.8119
105/296 [=========>....................] - ETA: 10s - loss: 0.3927 - accuracy: 0.8119
106/296 [=========>....................] - ETA: 10s - loss: 0.3953 - accuracy: 0.8113
107/296 [=========>....................] - ETA: 10s - loss: 0.3956 - accuracy: 0.8107
108/296 [=========>....................] - ETA: 10s - loss: 0.3948 - accuracy: 0.8113
109/296 [==========>...................] - ETA: 10s - loss: 0.3944 - accuracy: 0.8108
110/296 [==========>...................] - ETA: 10s - loss: 0.3935 - accuracy: 0.8108
111/296 [==========>...................] - ETA: 10s - loss: 0.3966 - accuracy: 0.8097
112/296 [==========>...................] - ETA: 10s - loss: 0.3956 - accuracy: 0.8097
113/296 [==========>...................] - ETA: 10s - loss: 0.3963 - accuracy: 0.8097
114/296 [==========>...................] - ETA: 10s - loss: 0.3961 - accuracy: 0.8103
115/296 [==========>...................] - ETA: 10s - loss: 0.3958 - accuracy: 0.8103
116/296 [==========>...................] - ETA: 10s - loss: 0.3951 - accuracy: 0.8103
117/296 [==========>...................] - ETA: 10s - loss: 0.3952 - accuracy: 0.8104
118/296 [==========>...................] - ETA: 10s - loss: 0.3947 - accuracy: 0.8109
119/296 [===========>..................] - ETA: 10s - loss: 0.3944 - accuracy: 0.8109
120/296 [===========>..................] - ETA: 10s - loss: 0.3948 - accuracy: 0.8115
121/296 [===========>..................] - ETA: 9s - loss: 0.3941 - accuracy: 0.8115 
122/296 [===========>..................] - ETA: 9s - loss: 0.3936 - accuracy: 0.8120
123/296 [===========>..................] - ETA: 9s - loss: 0.3930 - accuracy: 0.8125
124/296 [===========>..................] - ETA: 9s - loss: 0.3930 - accuracy: 0.8130
125/296 [===========>..................] - ETA: 9s - loss: 0.3942 - accuracy: 0.8115
126/296 [===========>..................] - ETA: 9s - loss: 0.3943 - accuracy: 0.8115
127/296 [===========>..................] - ETA: 9s - loss: 0.3935 - accuracy: 0.8120
128/296 [===========>..................] - ETA: 9s - loss: 0.3926 - accuracy: 0.8125
129/296 [============>.................] - ETA: 9s - loss: 0.3937 - accuracy: 0.8125
130/296 [============>.................] - ETA: 9s - loss: 0.3935 - accuracy: 0.8135
131/296 [============>.................] - ETA: 9s - loss: 0.3938 - accuracy: 0.8135
132/296 [============>.................] - ETA: 9s - loss: 0.3931 - accuracy: 0.8134
133/296 [============>.................] - ETA: 9s - loss: 0.3952 - accuracy: 0.8116
134/296 [============>.................] - ETA: 9s - loss: 0.3952 - accuracy: 0.8116
135/296 [============>.................] - ETA: 9s - loss: 0.3948 - accuracy: 0.8116
136/296 [============>.................] - ETA: 9s - loss: 0.3973 - accuracy: 0.8102
137/296 [============>.................] - ETA: 9s - loss: 0.3979 - accuracy: 0.8089
138/296 [============>.................] - ETA: 9s - loss: 0.3969 - accuracy: 0.8089
139/296 [=============>................] - ETA: 9s - loss: 0.3971 - accuracy: 0.8089
140/296 [=============>................] - ETA: 9s - loss: 0.3981 - accuracy: 0.8080
141/296 [=============>................] - ETA: 8s - loss: 0.3984 - accuracy: 0.8081
142/296 [=============>................] - ETA: 8s - loss: 0.3977 - accuracy: 0.8081
143/296 [=============>................] - ETA: 8s - loss: 0.3967 - accuracy: 0.8090
144/296 [=============>................] - ETA: 8s - loss: 0.3955 - accuracy: 0.8103
145/296 [=============>................] - ETA: 8s - loss: 0.3946 - accuracy: 0.8112
146/296 [=============>................] - ETA: 8s - loss: 0.3932 - accuracy: 0.8121
147/296 [=============>................] - ETA: 8s - loss: 0.3926 - accuracy: 0.8125
148/296 [==============>...............] - ETA: 8s - loss: 0.3911 - accuracy: 0.8138
149/296 [==============>...............] - ETA: 8s - loss: 0.3896 - accuracy: 0.8146
150/296 [==============>...............] - ETA: 8s - loss: 0.3885 - accuracy: 0.8150
151/296 [==============>...............] - ETA: 8s - loss: 0.3888 - accuracy: 0.8150
152/296 [==============>...............] - ETA: 8s - loss: 0.3866 - accuracy: 0.8162
153/296 [==============>...............] - ETA: 8s - loss: 0.3864 - accuracy: 0.8166
154/296 [==============>...............] - ETA: 8s - loss: 0.3868 - accuracy: 0.8166
155/296 [==============>...............] - ETA: 8s - loss: 0.3873 - accuracy: 0.8161
156/296 [==============>...............] - ETA: 8s - loss: 0.3871 - accuracy: 0.8161
157/296 [==============>...............] - ETA: 8s - loss: 0.3865 - accuracy: 0.8165
158/296 [===============>..............] - ETA: 8s - loss: 0.3853 - accuracy: 0.8172
159/296 [===============>..............] - ETA: 8s - loss: 0.3855 - accuracy: 0.8172
160/296 [===============>..............] - ETA: 7s - loss: 0.3860 - accuracy: 0.8176
161/296 [===============>..............] - ETA: 7s - loss: 0.3854 - accuracy: 0.8183
162/296 [===============>..............] - ETA: 7s - loss: 0.3854 - accuracy: 0.8187
163/296 [===============>..............] - ETA: 7s - loss: 0.3849 - accuracy: 0.8183
164/296 [===============>..............] - ETA: 7s - loss: 0.3843 - accuracy: 0.8186
165/296 [===============>..............] - ETA: 7s - loss: 0.3833 - accuracy: 0.8189
166/296 [===============>..............] - ETA: 7s - loss: 0.3823 - accuracy: 0.8197
167/296 [===============>..............] - ETA: 7s - loss: 0.3822 - accuracy: 0.8192
168/296 [================>.............] - ETA: 7s - loss: 0.3828 - accuracy: 0.8188
169/296 [================>.............] - ETA: 7s - loss: 0.3824 - accuracy: 0.8188
170/296 [================>.............] - ETA: 7s - loss: 0.3834 - accuracy: 0.8184
171/296 [================>.............] - ETA: 7s - loss: 0.3851 - accuracy: 0.8165
172/296 [================>.............] - ETA: 7s - loss: 0.3882 - accuracy: 0.8154
173/296 [================>.............] - ETA: 7s - loss: 0.3876 - accuracy: 0.8154
174/296 [================>.............] - ETA: 7s - loss: 0.3873 - accuracy: 0.8157
175/296 [================>.............] - ETA: 7s - loss: 0.3867 - accuracy: 0.8168
176/296 [================>.............] - ETA: 7s - loss: 0.3865 - accuracy: 0.8171
177/296 [================>.............] - ETA: 7s - loss: 0.3859 - accuracy: 0.8178
178/296 [=================>............] - ETA: 6s - loss: 0.3851 - accuracy: 0.8188
179/296 [=================>............] - ETA: 6s - loss: 0.3860 - accuracy: 0.8184
180/296 [=================>............] - ETA: 6s - loss: 0.3851 - accuracy: 0.8191
181/296 [=================>............] - ETA: 6s - loss: 0.3859 - accuracy: 0.8184
182/296 [=================>............] - ETA: 6s - loss: 0.3863 - accuracy: 0.8187
183/296 [=================>............] - ETA: 6s - loss: 0.3868 - accuracy: 0.8183
184/296 [=================>............] - ETA: 6s - loss: 0.3885 - accuracy: 0.8169
185/296 [=================>............] - ETA: 6s - loss: 0.3894 - accuracy: 0.8155
186/296 [=================>............] - ETA: 6s - loss: 0.3892 - accuracy: 0.8159
187/296 [=================>............] - ETA: 6s - loss: 0.3882 - accuracy: 0.8168
188/296 [==================>...........] - ETA: 6s - loss: 0.3879 - accuracy: 0.8168
189/296 [==================>...........] - ETA: 6s - loss: 0.3868 - accuracy: 0.8175
190/296 [==================>...........] - ETA: 6s - loss: 0.3874 - accuracy: 0.8174
191/296 [==================>...........] - ETA: 6s - loss: 0.3887 - accuracy: 0.8168
192/296 [==================>...........] - ETA: 6s - loss: 0.3910 - accuracy: 0.8167
193/296 [==================>...........] - ETA: 6s - loss: 0.3907 - accuracy: 0.8167
194/296 [==================>...........] - ETA: 6s - loss: 0.3904 - accuracy: 0.8170
195/296 [==================>...........] - ETA: 6s - loss: 0.3904 - accuracy: 0.8167
196/296 [==================>...........] - ETA: 5s - loss: 0.3910 - accuracy: 0.8170
197/296 [==================>...........] - ETA: 5s - loss: 0.3908 - accuracy: 0.8173
198/296 [===================>..........] - ETA: 5s - loss: 0.3913 - accuracy: 0.8166
199/296 [===================>..........] - ETA: 5s - loss: 0.3909 - accuracy: 0.8166
200/296 [===================>..........] - ETA: 5s - loss: 0.3906 - accuracy: 0.8169
201/296 [===================>..........] - ETA: 5s - loss: 0.3904 - accuracy: 0.8172
202/296 [===================>..........] - ETA: 5s - loss: 0.3899 - accuracy: 0.8178
203/296 [===================>..........] - ETA: 5s - loss: 0.3893 - accuracy: 0.8180
204/296 [===================>..........] - ETA: 5s - loss: 0.3900 - accuracy: 0.8174
205/296 [===================>..........] - ETA: 5s - loss: 0.3907 - accuracy: 0.8174
206/296 [===================>..........] - ETA: 5s - loss: 0.3925 - accuracy: 0.8164
207/296 [===================>..........] - ETA: 5s - loss: 0.3925 - accuracy: 0.8164
208/296 [====================>.........] - ETA: 5s - loss: 0.3924 - accuracy: 0.8164
209/296 [====================>.........] - ETA: 5s - loss: 0.3925 - accuracy: 0.8161
210/296 [====================>.........] - ETA: 5s - loss: 0.3929 - accuracy: 0.8158
211/296 [====================>.........] - ETA: 5s - loss: 0.3935 - accuracy: 0.8152
212/296 [====================>.........] - ETA: 5s - loss: 0.3931 - accuracy: 0.8154
213/296 [====================>.........] - ETA: 4s - loss: 0.3925 - accuracy: 0.8163
214/296 [====================>.........] - ETA: 4s - loss: 0.3925 - accuracy: 0.8166
215/296 [====================>.........] - ETA: 4s - loss: 0.3935 - accuracy: 0.8160
216/296 [====================>.........] - ETA: 4s - loss: 0.3935 - accuracy: 0.8157
217/296 [====================>.........] - ETA: 4s - loss: 0.3940 - accuracy: 0.8154
218/296 [=====================>........] - ETA: 4s - loss: 0.3945 - accuracy: 0.8148
219/296 [=====================>........] - ETA: 4s - loss: 0.3948 - accuracy: 0.8142
220/296 [=====================>........] - ETA: 4s - loss: 0.3944 - accuracy: 0.8142
221/296 [=====================>........] - ETA: 4s - loss: 0.3939 - accuracy: 0.8145
222/296 [=====================>........] - ETA: 4s - loss: 0.3938 - accuracy: 0.8148
223/296 [=====================>........] - ETA: 4s - loss: 0.3941 - accuracy: 0.8142
224/296 [=====================>........] - ETA: 4s - loss: 0.3943 - accuracy: 0.8139
225/296 [=====================>........] - ETA: 4s - loss: 0.3935 - accuracy: 0.8144
226/296 [=====================>........] - ETA: 4s - loss: 0.3940 - accuracy: 0.8144
227/296 [======================>.......] - ETA: 4s - loss: 0.3947 - accuracy: 0.8139
228/296 [======================>.......] - ETA: 4s - loss: 0.3948 - accuracy: 0.8141
229/296 [======================>.......] - ETA: 4s - loss: 0.3941 - accuracy: 0.8147
230/296 [======================>.......] - ETA: 3s - loss: 0.3932 - accuracy: 0.8155
231/296 [======================>.......] - ETA: 3s - loss: 0.3927 - accuracy: 0.8160
232/296 [======================>.......] - ETA: 3s - loss: 0.3926 - accuracy: 0.8163
233/296 [======================>.......] - ETA: 3s - loss: 0.3936 - accuracy: 0.8163
234/296 [======================>.......] - ETA: 3s - loss: 0.3932 - accuracy: 0.8165
235/296 [======================>.......] - ETA: 3s - loss: 0.3927 - accuracy: 0.8168
236/296 [======================>.......] - ETA: 3s - loss: 0.3921 - accuracy: 0.8170
237/296 [=======================>......] - ETA: 3s - loss: 0.3917 - accuracy: 0.8178
238/296 [=======================>......] - ETA: 3s - loss: 0.3910 - accuracy: 0.8180
239/296 [=======================>......] - ETA: 3s - loss: 0.3920 - accuracy: 0.8175
240/296 [=======================>......] - ETA: 3s - loss: 0.3913 - accuracy: 0.8180
241/296 [=======================>......] - ETA: 3s - loss: 0.3916 - accuracy: 0.8182
242/296 [=======================>......] - ETA: 3s - loss: 0.3919 - accuracy: 0.8177
243/296 [=======================>......] - ETA: 3s - loss: 0.3915 - accuracy: 0.8179
244/296 [=======================>......] - ETA: 3s - loss: 0.3909 - accuracy: 0.8181
245/296 [=======================>......] - ETA: 3s - loss: 0.3913 - accuracy: 0.8179
246/296 [=======================>......] - ETA: 3s - loss: 0.3911 - accuracy: 0.8181
247/296 [========================>.....] - ETA: 2s - loss: 0.3910 - accuracy: 0.8186
248/296 [========================>.....] - ETA: 2s - loss: 0.3908 - accuracy: 0.8183
249/296 [========================>.....] - ETA: 2s - loss: 0.3913 - accuracy: 0.8180
250/296 [========================>.....] - ETA: 2s - loss: 0.3920 - accuracy: 0.8177
251/296 [========================>.....] - ETA: 2s - loss: 0.3918 - accuracy: 0.8177
252/296 [========================>.....] - ETA: 2s - loss: 0.3909 - accuracy: 0.8182
253/296 [========================>.....] - ETA: 2s - loss: 0.3908 - accuracy: 0.8179
254/296 [========================>.....] - ETA: 2s - loss: 0.3912 - accuracy: 0.8177
255/296 [========================>.....] - ETA: 2s - loss: 0.3908 - accuracy: 0.8179
256/296 [========================>.....] - ETA: 2s - loss: 0.3913 - accuracy: 0.8176
257/296 [=========================>....] - ETA: 2s - loss: 0.3909 - accuracy: 0.8181
258/296 [=========================>....] - ETA: 2s - loss: 0.3908 - accuracy: 0.8181
259/296 [=========================>....] - ETA: 2s - loss: 0.3905 - accuracy: 0.8183
260/296 [=========================>....] - ETA: 2s - loss: 0.3905 - accuracy: 0.8183
261/296 [=========================>....] - ETA: 2s - loss: 0.3906 - accuracy: 0.8182
262/296 [=========================>....] - ETA: 2s - loss: 0.3914 - accuracy: 0.8177
263/296 [=========================>....] - ETA: 1s - loss: 0.3924 - accuracy: 0.8170
264/296 [=========================>....] - ETA: 1s - loss: 0.3930 - accuracy: 0.8163
265/296 [=========================>....] - ETA: 1s - loss: 0.3925 - accuracy: 0.8165
266/296 [=========================>....] - ETA: 1s - loss: 0.3922 - accuracy: 0.8167
267/296 [==========================>...] - ETA: 1s - loss: 0.3923 - accuracy: 0.8162
268/296 [==========================>...] - ETA: 1s - loss: 0.3917 - accuracy: 0.8169
269/296 [==========================>...] - ETA: 1s - loss: 0.3912 - accuracy: 0.8171
270/296 [==========================>...] - ETA: 1s - loss: 0.3913 - accuracy: 0.8171
271/296 [==========================>...] - ETA: 1s - loss: 0.3913 - accuracy: 0.8169
272/296 [==========================>...] - ETA: 1s - loss: 0.3912 - accuracy: 0.8169
273/296 [==========================>...] - ETA: 1s - loss: 0.3912 - accuracy: 0.8166
274/296 [==========================>...] - ETA: 1s - loss: 0.3907 - accuracy: 0.8168
275/296 [==========================>...] - ETA: 1s - loss: 0.3919 - accuracy: 0.8164
276/296 [==========================>...] - ETA: 1s - loss: 0.3913 - accuracy: 0.8168
277/296 [===========================>..] - ETA: 1s - loss: 0.3916 - accuracy: 0.8168
278/296 [===========================>..] - ETA: 1s - loss: 0.3915 - accuracy: 0.8170
279/296 [===========================>..] - ETA: 1s - loss: 0.3914 - accuracy: 0.8170
280/296 [===========================>..] - ETA: 0s - loss: 0.3918 - accuracy: 0.8170
281/296 [===========================>..] - ETA: 0s - loss: 0.3919 - accuracy: 0.8169
282/296 [===========================>..] - ETA: 0s - loss: 0.3915 - accuracy: 0.8174
283/296 [===========================>..] - ETA: 0s - loss: 0.3919 - accuracy: 0.8174
284/296 [===========================>..] - ETA: 0s - loss: 0.3912 - accuracy: 0.8178
285/296 [===========================>..] - ETA: 0s - loss: 0.3908 - accuracy: 0.8180
286/296 [===========================>..] - ETA: 0s - loss: 0.3906 - accuracy: 0.8182
287/296 [============================>.] - ETA: 0s - loss: 0.3903 - accuracy: 0.8184
288/296 [============================>.] - ETA: 0s - loss: 0.3901 - accuracy: 0.8186
289/296 [============================>.] - ETA: 0s - loss: 0.3896 - accuracy: 0.8188
290/296 [============================>.] - ETA: 0s - loss: 0.3894 - accuracy: 0.8185
291/296 [============================>.] - ETA: 0s - loss: 0.3896 - accuracy: 0.8185
292/296 [============================>.] - ETA: 0s - loss: 0.3890 - accuracy: 0.8189
293/296 [============================>.] - ETA: 0s - loss: 0.3893 - accuracy: 0.8187
294/296 [============================>.] - ETA: 0s - loss: 0.3893 - accuracy: 0.8187
295/296 [============================>.] - ETA: 0s - loss: 0.3895 - accuracy: 0.8184
296/296 [==============================] - 18s 60ms/step - loss: 0.3893 - accuracy: 0.8184

296/296 [==============================] - 19s 65ms/step - loss: 0.3893 - accuracy: 0.8184 - val_loss: 0.3824 - val_accuracy: 0.8174
Epoch 16/50

  1/296 [..............................] - ETA: 15s - loss: 0.3064 - accuracy: 0.8125
  2/296 [..............................] - ETA: 16s - loss: 0.3257 - accuracy: 0.8125
  3/296 [..............................] - ETA: 16s - loss: 0.3040 - accuracy: 0.8333
  4/296 [..............................] - ETA: 16s - loss: 0.2958 - accuracy: 0.8438
  5/296 [..............................] - ETA: 16s - loss: 0.3454 - accuracy: 0.8000
  6/296 [..............................] - ETA: 16s - loss: 0.4312 - accuracy: 0.7604
  7/296 [..............................] - ETA: 16s - loss: 0.4157 - accuracy: 0.7768
  8/296 [..............................] - ETA: 16s - loss: 0.4254 - accuracy: 0.7656
  9/296 [..............................] - ETA: 16s - loss: 0.4307 - accuracy: 0.7639
 10/296 [>.............................] - ETA: 15s - loss: 0.4231 - accuracy: 0.7688
 11/296 [>.............................] - ETA: 15s - loss: 0.4194 - accuracy: 0.7727
 12/296 [>.............................] - ETA: 15s - loss: 0.4046 - accuracy: 0.7812
 13/296 [>.............................] - ETA: 15s - loss: 0.3935 - accuracy: 0.7885
 14/296 [>.............................] - ETA: 15s - loss: 0.3821 - accuracy: 0.7991
 15/296 [>.............................] - ETA: 15s - loss: 0.3913 - accuracy: 0.7917
 16/296 [>.............................] - ETA: 15s - loss: 0.3835 - accuracy: 0.8008
 17/296 [>.............................] - ETA: 15s - loss: 0.3729 - accuracy: 0.8088
 18/296 [>.............................] - ETA: 15s - loss: 0.3712 - accuracy: 0.8090
 19/296 [>.............................] - ETA: 15s - loss: 0.3760 - accuracy: 0.8092
 20/296 [=>............................] - ETA: 15s - loss: 0.3771 - accuracy: 0.8031
 21/296 [=>............................] - ETA: 15s - loss: 0.3807 - accuracy: 0.7976
 22/296 [=>............................] - ETA: 15s - loss: 0.3755 - accuracy: 0.8011
 23/296 [=>............................] - ETA: 15s - loss: 0.3691 - accuracy: 0.8043
 24/296 [=>............................] - ETA: 16s - loss: 0.3778 - accuracy: 0.8021
 25/296 [=>............................] - ETA: 16s - loss: 0.3787 - accuracy: 0.8025
 26/296 [=>............................] - ETA: 16s - loss: 0.3819 - accuracy: 0.8005
 27/296 [=>............................] - ETA: 16s - loss: 0.3813 - accuracy: 0.8009
 28/296 [=>............................] - ETA: 16s - loss: 0.3754 - accuracy: 0.8058
 29/296 [=>............................] - ETA: 16s - loss: 0.3745 - accuracy: 0.8060
 30/296 [==>...........................] - ETA: 16s - loss: 0.3710 - accuracy: 0.8062
 31/296 [==>...........................] - ETA: 16s - loss: 0.3715 - accuracy: 0.8044
 32/296 [==>...........................] - ETA: 16s - loss: 0.3705 - accuracy: 0.8086
 33/296 [==>...........................] - ETA: 16s - loss: 0.3716 - accuracy: 0.8049
 34/296 [==>...........................] - ETA: 16s - loss: 0.3713 - accuracy: 0.8033
 35/296 [==>...........................] - ETA: 16s - loss: 0.3766 - accuracy: 0.7982
 36/296 [==>...........................] - ETA: 16s - loss: 0.3765 - accuracy: 0.7951
 37/296 [==>...........................] - ETA: 16s - loss: 0.3742 - accuracy: 0.7990
 38/296 [==>...........................] - ETA: 16s - loss: 0.3743 - accuracy: 0.8010
 39/296 [==>...........................] - ETA: 16s - loss: 0.3724 - accuracy: 0.8045
 40/296 [===>..........................] - ETA: 16s - loss: 0.3715 - accuracy: 0.8062
 41/296 [===>..........................] - ETA: 15s - loss: 0.3723 - accuracy: 0.8064
 42/296 [===>..........................] - ETA: 15s - loss: 0.3705 - accuracy: 0.8065
 43/296 [===>..........................] - ETA: 15s - loss: 0.3664 - accuracy: 0.8096
 44/296 [===>..........................] - ETA: 15s - loss: 0.3697 - accuracy: 0.8111
 45/296 [===>..........................] - ETA: 15s - loss: 0.3708 - accuracy: 0.8097
 46/296 [===>..........................] - ETA: 15s - loss: 0.3683 - accuracy: 0.8084
 47/296 [===>..........................] - ETA: 15s - loss: 0.3654 - accuracy: 0.8098
 48/296 [===>..........................] - ETA: 15s - loss: 0.3673 - accuracy: 0.8073
 49/296 [===>..........................] - ETA: 15s - loss: 0.3723 - accuracy: 0.8036
 50/296 [====>.........................] - ETA: 15s - loss: 0.3718 - accuracy: 0.8037
 51/296 [====>.........................] - ETA: 15s - loss: 0.3778 - accuracy: 0.8015
 52/296 [====>.........................] - ETA: 15s - loss: 0.3760 - accuracy: 0.8029
 53/296 [====>.........................] - ETA: 15s - loss: 0.3752 - accuracy: 0.8054
 54/296 [====>.........................] - ETA: 15s - loss: 0.3741 - accuracy: 0.8032
 55/296 [====>.........................] - ETA: 15s - loss: 0.3738 - accuracy: 0.8034
 56/296 [====>.........................] - ETA: 15s - loss: 0.3748 - accuracy: 0.8036
 57/296 [====>.........................] - ETA: 14s - loss: 0.3846 - accuracy: 0.7971
 58/296 [====>.........................] - ETA: 14s - loss: 0.3847 - accuracy: 0.7985
 59/296 [====>.........................] - ETA: 14s - loss: 0.3830 - accuracy: 0.8008
 60/296 [=====>........................] - ETA: 14s - loss: 0.3819 - accuracy: 0.8010
 61/296 [=====>........................] - ETA: 14s - loss: 0.3811 - accuracy: 0.8023
 62/296 [=====>........................] - ETA: 14s - loss: 0.3806 - accuracy: 0.8034
 63/296 [=====>........................] - ETA: 14s - loss: 0.3788 - accuracy: 0.8056
 64/296 [=====>........................] - ETA: 14s - loss: 0.3769 - accuracy: 0.8076
 65/296 [=====>........................] - ETA: 14s - loss: 0.3770 - accuracy: 0.8067
 66/296 [=====>........................] - ETA: 14s - loss: 0.3752 - accuracy: 0.8097
 67/296 [=====>........................] - ETA: 14s - loss: 0.3765 - accuracy: 0.8078
 68/296 [=====>........................] - ETA: 14s - loss: 0.3740 - accuracy: 0.8107
 69/296 [=====>........................] - ETA: 13s - loss: 0.3799 - accuracy: 0.8089
 70/296 [======>.......................] - ETA: 13s - loss: 0.3781 - accuracy: 0.8107
 71/296 [======>.......................] - ETA: 13s - loss: 0.3810 - accuracy: 0.8090
 72/296 [======>.......................] - ETA: 13s - loss: 0.3841 - accuracy: 0.8090
 73/296 [======>.......................] - ETA: 13s - loss: 0.3819 - accuracy: 0.8099
 74/296 [======>.......................] - ETA: 13s - loss: 0.3873 - accuracy: 0.8083
 75/296 [======>.......................] - ETA: 13s - loss: 0.3869 - accuracy: 0.8083
 76/296 [======>.......................] - ETA: 13s - loss: 0.3867 - accuracy: 0.8084
 77/296 [======>.......................] - ETA: 13s - loss: 0.3866 - accuracy: 0.8093
 78/296 [======>.......................] - ETA: 13s - loss: 0.3871 - accuracy: 0.8085
 79/296 [=======>......................] - ETA: 13s - loss: 0.3841 - accuracy: 0.8101
 80/296 [=======>......................] - ETA: 13s - loss: 0.3840 - accuracy: 0.8102
 81/296 [=======>......................] - ETA: 13s - loss: 0.3830 - accuracy: 0.8110
 82/296 [=======>......................] - ETA: 12s - loss: 0.3820 - accuracy: 0.8117
 83/296 [=======>......................] - ETA: 12s - loss: 0.3842 - accuracy: 0.8102
 84/296 [=======>......................] - ETA: 12s - loss: 0.3866 - accuracy: 0.8088
 85/296 [=======>......................] - ETA: 12s - loss: 0.3858 - accuracy: 0.8096
 86/296 [=======>......................] - ETA: 12s - loss: 0.3853 - accuracy: 0.8103
 87/296 [=======>......................] - ETA: 12s - loss: 0.3846 - accuracy: 0.8103
 88/296 [=======>......................] - ETA: 12s - loss: 0.3843 - accuracy: 0.8111
 89/296 [========>.....................] - ETA: 12s - loss: 0.3845 - accuracy: 0.8111
 90/296 [========>.....................] - ETA: 12s - loss: 0.3848 - accuracy: 0.8111
 91/296 [========>.....................] - ETA: 12s - loss: 0.3843 - accuracy: 0.8125
 92/296 [========>.....................] - ETA: 12s - loss: 0.3833 - accuracy: 0.8132
 93/296 [========>.....................] - ETA: 12s - loss: 0.3819 - accuracy: 0.8132
 94/296 [========>.....................] - ETA: 12s - loss: 0.3819 - accuracy: 0.8132
 95/296 [========>.....................] - ETA: 12s - loss: 0.3822 - accuracy: 0.8112
 96/296 [========>.....................] - ETA: 11s - loss: 0.3821 - accuracy: 0.8105
 97/296 [========>.....................] - ETA: 11s - loss: 0.3803 - accuracy: 0.8112
 98/296 [========>.....................] - ETA: 11s - loss: 0.3801 - accuracy: 0.8112
 99/296 [=========>....................] - ETA: 11s - loss: 0.3780 - accuracy: 0.8125
100/296 [=========>....................] - ETA: 11s - loss: 0.3783 - accuracy: 0.8125
101/296 [=========>....................] - ETA: 11s - loss: 0.3782 - accuracy: 0.8119
102/296 [=========>....................] - ETA: 11s - loss: 0.3778 - accuracy: 0.8125
103/296 [=========>....................] - ETA: 11s - loss: 0.3778 - accuracy: 0.8119
104/296 [=========>....................] - ETA: 11s - loss: 0.3773 - accuracy: 0.8125
105/296 [=========>....................] - ETA: 11s - loss: 0.3790 - accuracy: 0.8101
106/296 [=========>....................] - ETA: 11s - loss: 0.3788 - accuracy: 0.8101
107/296 [=========>....................] - ETA: 11s - loss: 0.3788 - accuracy: 0.8102
108/296 [=========>....................] - ETA: 11s - loss: 0.3786 - accuracy: 0.8096
109/296 [==========>...................] - ETA: 11s - loss: 0.3766 - accuracy: 0.8108
110/296 [==========>...................] - ETA: 11s - loss: 0.3756 - accuracy: 0.8114
111/296 [==========>...................] - ETA: 10s - loss: 0.3768 - accuracy: 0.8108
112/296 [==========>...................] - ETA: 10s - loss: 0.3790 - accuracy: 0.8097
113/296 [==========>...................] - ETA: 10s - loss: 0.3797 - accuracy: 0.8092
114/296 [==========>...................] - ETA: 10s - loss: 0.3783 - accuracy: 0.8103
115/296 [==========>...................] - ETA: 10s - loss: 0.3780 - accuracy: 0.8103
116/296 [==========>...................] - ETA: 10s - loss: 0.3783 - accuracy: 0.8093
117/296 [==========>...................] - ETA: 10s - loss: 0.3778 - accuracy: 0.8098
118/296 [==========>...................] - ETA: 10s - loss: 0.3783 - accuracy: 0.8104
119/296 [===========>..................] - ETA: 10s - loss: 0.3780 - accuracy: 0.8099
120/296 [===========>..................] - ETA: 10s - loss: 0.3780 - accuracy: 0.8109
121/296 [===========>..................] - ETA: 10s - loss: 0.3771 - accuracy: 0.8115
122/296 [===========>..................] - ETA: 10s - loss: 0.3764 - accuracy: 0.8120
123/296 [===========>..................] - ETA: 10s - loss: 0.3780 - accuracy: 0.8120
124/296 [===========>..................] - ETA: 10s - loss: 0.3784 - accuracy: 0.8115
125/296 [===========>..................] - ETA: 10s - loss: 0.3793 - accuracy: 0.8110
126/296 [===========>..................] - ETA: 10s - loss: 0.3785 - accuracy: 0.8115
127/296 [===========>..................] - ETA: 9s - loss: 0.3774 - accuracy: 0.8120 
128/296 [===========>..................] - ETA: 9s - loss: 0.3769 - accuracy: 0.8125
129/296 [============>.................] - ETA: 9s - loss: 0.3788 - accuracy: 0.8120
130/296 [============>.................] - ETA: 9s - loss: 0.3795 - accuracy: 0.8106
131/296 [============>.................] - ETA: 9s - loss: 0.3801 - accuracy: 0.8106
132/296 [============>.................] - ETA: 9s - loss: 0.3790 - accuracy: 0.8111
133/296 [============>.................] - ETA: 9s - loss: 0.3793 - accuracy: 0.8106
134/296 [============>.................] - ETA: 9s - loss: 0.3785 - accuracy: 0.8111
135/296 [============>.................] - ETA: 9s - loss: 0.3800 - accuracy: 0.8102
136/296 [============>.................] - ETA: 9s - loss: 0.3814 - accuracy: 0.8097
137/296 [============>.................] - ETA: 9s - loss: 0.3810 - accuracy: 0.8098
138/296 [============>.................] - ETA: 9s - loss: 0.3795 - accuracy: 0.8107
139/296 [=============>................] - ETA: 9s - loss: 0.3791 - accuracy: 0.8107
140/296 [=============>................] - ETA: 9s - loss: 0.3802 - accuracy: 0.8098
141/296 [=============>................] - ETA: 9s - loss: 0.3803 - accuracy: 0.8094
142/296 [=============>................] - ETA: 9s - loss: 0.3802 - accuracy: 0.8094
143/296 [=============>................] - ETA: 9s - loss: 0.3794 - accuracy: 0.8108
144/296 [=============>................] - ETA: 8s - loss: 0.3799 - accuracy: 0.8095
145/296 [=============>................] - ETA: 8s - loss: 0.3800 - accuracy: 0.8095
146/296 [=============>................] - ETA: 8s - loss: 0.3802 - accuracy: 0.8099
147/296 [=============>................] - ETA: 8s - loss: 0.3798 - accuracy: 0.8095
148/296 [==============>...............] - ETA: 8s - loss: 0.3801 - accuracy: 0.8087
149/296 [==============>...............] - ETA: 8s - loss: 0.3809 - accuracy: 0.8075
150/296 [==============>...............] - ETA: 8s - loss: 0.3807 - accuracy: 0.8075
151/296 [==============>...............] - ETA: 8s - loss: 0.3812 - accuracy: 0.8067
152/296 [==============>...............] - ETA: 8s - loss: 0.3843 - accuracy: 0.8047
153/296 [==============>...............] - ETA: 8s - loss: 0.3841 - accuracy: 0.8047
154/296 [==============>...............] - ETA: 8s - loss: 0.3852 - accuracy: 0.8044
155/296 [==============>...............] - ETA: 8s - loss: 0.3849 - accuracy: 0.8044
156/296 [==============>...............] - ETA: 8s - loss: 0.3838 - accuracy: 0.8053
157/296 [==============>...............] - ETA: 8s - loss: 0.3838 - accuracy: 0.8049
158/296 [===============>..............] - ETA: 8s - loss: 0.3841 - accuracy: 0.8058
159/296 [===============>..............] - ETA: 8s - loss: 0.3858 - accuracy: 0.8042
160/296 [===============>..............] - ETA: 7s - loss: 0.3858 - accuracy: 0.8043
161/296 [===============>..............] - ETA: 7s - loss: 0.3867 - accuracy: 0.8036
162/296 [===============>..............] - ETA: 7s - loss: 0.3868 - accuracy: 0.8040
163/296 [===============>..............] - ETA: 7s - loss: 0.3874 - accuracy: 0.8041
164/296 [===============>..............] - ETA: 7s - loss: 0.3867 - accuracy: 0.8049
165/296 [===============>..............] - ETA: 7s - loss: 0.3867 - accuracy: 0.8049
166/296 [===============>..............] - ETA: 7s - loss: 0.3867 - accuracy: 0.8046
167/296 [===============>..............] - ETA: 7s - loss: 0.3876 - accuracy: 0.8039
168/296 [================>.............] - ETA: 7s - loss: 0.3877 - accuracy: 0.8047
169/296 [================>.............] - ETA: 7s - loss: 0.3871 - accuracy: 0.8055
170/296 [================>.............] - ETA: 7s - loss: 0.3870 - accuracy: 0.8055
171/296 [================>.............] - ETA: 7s - loss: 0.3891 - accuracy: 0.8052
172/296 [================>.............] - ETA: 7s - loss: 0.3883 - accuracy: 0.8056
173/296 [================>.............] - ETA: 7s - loss: 0.3885 - accuracy: 0.8060
174/296 [================>.............] - ETA: 7s - loss: 0.3888 - accuracy: 0.8060
175/296 [================>.............] - ETA: 7s - loss: 0.3889 - accuracy: 0.8057
176/296 [================>.............] - ETA: 6s - loss: 0.3883 - accuracy: 0.8061
177/296 [================>.............] - ETA: 6s - loss: 0.3867 - accuracy: 0.8072
178/296 [=================>............] - ETA: 6s - loss: 0.3858 - accuracy: 0.8079
179/296 [=================>............] - ETA: 6s - loss: 0.3849 - accuracy: 0.8087
180/296 [=================>............] - ETA: 6s - loss: 0.3845 - accuracy: 0.8097
181/296 [=================>............] - ETA: 6s - loss: 0.3842 - accuracy: 0.8097
182/296 [=================>............] - ETA: 6s - loss: 0.3839 - accuracy: 0.8098
183/296 [=================>............] - ETA: 6s - loss: 0.3839 - accuracy: 0.8098
184/296 [=================>............] - ETA: 6s - loss: 0.3851 - accuracy: 0.8091
185/296 [=================>............] - ETA: 6s - loss: 0.3856 - accuracy: 0.8095
186/296 [=================>............] - ETA: 6s - loss: 0.3862 - accuracy: 0.8095
187/296 [=================>............] - ETA: 6s - loss: 0.3873 - accuracy: 0.8092
188/296 [==================>...........] - ETA: 6s - loss: 0.3868 - accuracy: 0.8092
189/296 [==================>...........] - ETA: 6s - loss: 0.3868 - accuracy: 0.8095
190/296 [==================>...........] - ETA: 6s - loss: 0.3867 - accuracy: 0.8095
191/296 [==================>...........] - ETA: 6s - loss: 0.3873 - accuracy: 0.8092
192/296 [==================>...........] - ETA: 6s - loss: 0.3869 - accuracy: 0.8099
193/296 [==================>...........] - ETA: 5s - loss: 0.3872 - accuracy: 0.8099
194/296 [==================>...........] - ETA: 5s - loss: 0.3869 - accuracy: 0.8102
195/296 [==================>...........] - ETA: 5s - loss: 0.3879 - accuracy: 0.8093
196/296 [==================>...........] - ETA: 5s - loss: 0.3876 - accuracy: 0.8090
197/296 [==================>...........] - ETA: 5s - loss: 0.3881 - accuracy: 0.8084
198/296 [===================>..........] - ETA: 5s - loss: 0.3881 - accuracy: 0.8084
199/296 [===================>..........] - ETA: 5s - loss: 0.3878 - accuracy: 0.8087
200/296 [===================>..........] - ETA: 5s - loss: 0.3883 - accuracy: 0.8084
201/296 [===================>..........] - ETA: 5s - loss: 0.3889 - accuracy: 0.8081
202/296 [===================>..........] - ETA: 5s - loss: 0.3881 - accuracy: 0.8088
203/296 [===================>..........] - ETA: 5s - loss: 0.3874 - accuracy: 0.8091
204/296 [===================>..........] - ETA: 5s - loss: 0.3882 - accuracy: 0.8091
205/296 [===================>..........] - ETA: 5s - loss: 0.3884 - accuracy: 0.8088
206/296 [===================>..........] - ETA: 5s - loss: 0.3884 - accuracy: 0.8092
207/296 [===================>..........] - ETA: 5s - loss: 0.3886 - accuracy: 0.8092
208/296 [====================>.........] - ETA: 5s - loss: 0.3887 - accuracy: 0.8092
209/296 [====================>.........] - ETA: 5s - loss: 0.3895 - accuracy: 0.8086
210/296 [====================>.........] - ETA: 4s - loss: 0.3901 - accuracy: 0.8083
211/296 [====================>.........] - ETA: 4s - loss: 0.3902 - accuracy: 0.8081
212/296 [====================>.........] - ETA: 4s - loss: 0.3914 - accuracy: 0.8078
213/296 [====================>.........] - ETA: 4s - loss: 0.3918 - accuracy: 0.8072
214/296 [====================>.........] - ETA: 4s - loss: 0.3924 - accuracy: 0.8070
215/296 [====================>.........] - ETA: 4s - loss: 0.3925 - accuracy: 0.8067
216/296 [====================>.........] - ETA: 4s - loss: 0.3927 - accuracy: 0.8064
217/296 [====================>.........] - ETA: 4s - loss: 0.3922 - accuracy: 0.8073
218/296 [=====================>........] - ETA: 4s - loss: 0.3923 - accuracy: 0.8073
219/296 [=====================>........] - ETA: 4s - loss: 0.3921 - accuracy: 0.8076
220/296 [=====================>........] - ETA: 4s - loss: 0.3923 - accuracy: 0.8077
221/296 [=====================>........] - ETA: 4s - loss: 0.3920 - accuracy: 0.8080
222/296 [=====================>........] - ETA: 4s - loss: 0.3918 - accuracy: 0.8083
223/296 [=====================>........] - ETA: 4s - loss: 0.3917 - accuracy: 0.8080
224/296 [=====================>........] - ETA: 4s - loss: 0.3918 - accuracy: 0.8078
225/296 [=====================>........] - ETA: 4s - loss: 0.3918 - accuracy: 0.8078
226/296 [=====================>........] - ETA: 4s - loss: 0.3921 - accuracy: 0.8075
227/296 [======================>.......] - ETA: 3s - loss: 0.3922 - accuracy: 0.8075
228/296 [======================>.......] - ETA: 3s - loss: 0.3927 - accuracy: 0.8070
229/296 [======================>.......] - ETA: 3s - loss: 0.3925 - accuracy: 0.8073
230/296 [======================>.......] - ETA: 3s - loss: 0.3928 - accuracy: 0.8073
231/296 [======================>.......] - ETA: 3s - loss: 0.3921 - accuracy: 0.8076
232/296 [======================>.......] - ETA: 3s - loss: 0.3932 - accuracy: 0.8077
233/296 [======================>.......] - ETA: 3s - loss: 0.3929 - accuracy: 0.8079
234/296 [======================>.......] - ETA: 3s - loss: 0.3929 - accuracy: 0.8077
235/296 [======================>.......] - ETA: 3s - loss: 0.3923 - accuracy: 0.8080
236/296 [======================>.......] - ETA: 3s - loss: 0.3920 - accuracy: 0.8083
237/296 [=======================>......] - ETA: 3s - loss: 0.3920 - accuracy: 0.8083
238/296 [=======================>......] - ETA: 3s - loss: 0.3913 - accuracy: 0.8088
239/296 [=======================>......] - ETA: 3s - loss: 0.3913 - accuracy: 0.8081
240/296 [=======================>......] - ETA: 3s - loss: 0.3916 - accuracy: 0.8081
241/296 [=======================>......] - ETA: 3s - loss: 0.3918 - accuracy: 0.8084
242/296 [=======================>......] - ETA: 3s - loss: 0.3914 - accuracy: 0.8081
243/296 [=======================>......] - ETA: 3s - loss: 0.3911 - accuracy: 0.8081
244/296 [=======================>......] - ETA: 3s - loss: 0.3909 - accuracy: 0.8087
245/296 [=======================>......] - ETA: 2s - loss: 0.3907 - accuracy: 0.8084
246/296 [=======================>......] - ETA: 2s - loss: 0.3902 - accuracy: 0.8092
247/296 [========================>.....] - ETA: 2s - loss: 0.3897 - accuracy: 0.8097
248/296 [========================>.....] - ETA: 2s - loss: 0.3900 - accuracy: 0.8092
249/296 [========================>.....] - ETA: 2s - loss: 0.3898 - accuracy: 0.8092
250/296 [========================>.....] - ETA: 2s - loss: 0.3901 - accuracy: 0.8092
251/296 [========================>.....] - ETA: 2s - loss: 0.3908 - accuracy: 0.8090
252/296 [========================>.....] - ETA: 2s - loss: 0.3915 - accuracy: 0.8093
253/296 [========================>.....] - ETA: 2s - loss: 0.3913 - accuracy: 0.8095
254/296 [========================>.....] - ETA: 2s - loss: 0.3912 - accuracy: 0.8100
255/296 [========================>.....] - ETA: 2s - loss: 0.3910 - accuracy: 0.8103
256/296 [========================>.....] - ETA: 2s - loss: 0.3909 - accuracy: 0.8105
257/296 [=========================>....] - ETA: 2s - loss: 0.3914 - accuracy: 0.8106
258/296 [=========================>....] - ETA: 2s - loss: 0.3911 - accuracy: 0.8108
259/296 [=========================>....] - ETA: 2s - loss: 0.3909 - accuracy: 0.8108
260/296 [=========================>....] - ETA: 2s - loss: 0.3915 - accuracy: 0.8103
261/296 [=========================>....] - ETA: 2s - loss: 0.3918 - accuracy: 0.8106
262/296 [=========================>....] - ETA: 1s - loss: 0.3920 - accuracy: 0.8101
263/296 [=========================>....] - ETA: 1s - loss: 0.3919 - accuracy: 0.8104
264/296 [=========================>....] - ETA: 1s - loss: 0.3918 - accuracy: 0.8101
265/296 [=========================>....] - ETA: 1s - loss: 0.3926 - accuracy: 0.8097
266/296 [=========================>....] - ETA: 1s - loss: 0.3926 - accuracy: 0.8099
267/296 [==========================>...] - ETA: 1s - loss: 0.3925 - accuracy: 0.8099
268/296 [==========================>...] - ETA: 1s - loss: 0.3917 - accuracy: 0.8106
269/296 [==========================>...] - ETA: 1s - loss: 0.3915 - accuracy: 0.8109
270/296 [==========================>...] - ETA: 1s - loss: 0.3925 - accuracy: 0.8104
271/296 [==========================>...] - ETA: 1s - loss: 0.3932 - accuracy: 0.8104
272/296 [==========================>...] - ETA: 1s - loss: 0.3936 - accuracy: 0.8104
273/296 [==========================>...] - ETA: 1s - loss: 0.3936 - accuracy: 0.8102
274/296 [==========================>...] - ETA: 1s - loss: 0.3933 - accuracy: 0.8104
275/296 [==========================>...] - ETA: 1s - loss: 0.3929 - accuracy: 0.8107
276/296 [==========================>...] - ETA: 1s - loss: 0.3926 - accuracy: 0.8109
277/296 [===========================>..] - ETA: 1s - loss: 0.3930 - accuracy: 0.8111
278/296 [===========================>..] - ETA: 1s - loss: 0.3927 - accuracy: 0.8116
279/296 [===========================>..] - ETA: 0s - loss: 0.3927 - accuracy: 0.8121
280/296 [===========================>..] - ETA: 0s - loss: 0.3925 - accuracy: 0.8123
281/296 [===========================>..] - ETA: 0s - loss: 0.3922 - accuracy: 0.8125
282/296 [===========================>..] - ETA: 0s - loss: 0.3917 - accuracy: 0.8127
283/296 [===========================>..] - ETA: 0s - loss: 0.3913 - accuracy: 0.8129
284/296 [===========================>..] - ETA: 0s - loss: 0.3911 - accuracy: 0.8129
285/296 [===========================>..] - ETA: 0s - loss: 0.3908 - accuracy: 0.8129
286/296 [===========================>..] - ETA: 0s - loss: 0.3910 - accuracy: 0.8129
287/296 [============================>.] - ETA: 0s - loss: 0.3903 - accuracy: 0.8134
288/296 [============================>.] - ETA: 0s - loss: 0.3898 - accuracy: 0.8138
289/296 [============================>.] - ETA: 0s - loss: 0.3892 - accuracy: 0.8142
290/296 [============================>.] - ETA: 0s - loss: 0.3891 - accuracy: 0.8142
291/296 [============================>.] - ETA: 0s - loss: 0.3908 - accuracy: 0.8138
292/296 [============================>.] - ETA: 0s - loss: 0.3904 - accuracy: 0.8140
293/296 [============================>.] - ETA: 0s - loss: 0.3905 - accuracy: 0.8138
294/296 [============================>.] - ETA: 0s - loss: 0.3905 - accuracy: 0.8138
295/296 [============================>.] - ETA: 0s - loss: 0.3909 - accuracy: 0.8136
296/296 [==============================] - 17s 57ms/step - loss: 0.3908 - accuracy: 0.8136

296/296 [==============================] - 18s 62ms/step - loss: 0.3908 - accuracy: 0.8136 - val_loss: 0.3750 - val_accuracy: 0.8212
Epoch 17/50

  1/296 [..............................] - ETA: 15s - loss: 0.5485 - accuracy: 0.8125
  2/296 [..............................] - ETA: 15s - loss: 0.4045 - accuracy: 0.8125
  3/296 [..............................] - ETA: 15s - loss: 0.4765 - accuracy: 0.7500
  4/296 [..............................] - ETA: 15s - loss: 0.4598 - accuracy: 0.7344
  5/296 [..............................] - ETA: 15s - loss: 0.4393 - accuracy: 0.7375
  6/296 [..............................] - ETA: 15s - loss: 0.4278 - accuracy: 0.7604
  7/296 [..............................] - ETA: 16s - loss: 0.4248 - accuracy: 0.7768
  8/296 [..............................] - ETA: 16s - loss: 0.4295 - accuracy: 0.7734
  9/296 [..............................] - ETA: 16s - loss: 0.4077 - accuracy: 0.7917
 10/296 [>.............................] - ETA: 16s - loss: 0.4014 - accuracy: 0.7875
 11/296 [>.............................] - ETA: 16s - loss: 0.3980 - accuracy: 0.8068
 12/296 [>.............................] - ETA: 16s - loss: 0.3942 - accuracy: 0.8073
 13/296 [>.............................] - ETA: 16s - loss: 0.3911 - accuracy: 0.8077
 14/296 [>.............................] - ETA: 16s - loss: 0.4079 - accuracy: 0.7946
 15/296 [>.............................] - ETA: 16s - loss: 0.4146 - accuracy: 0.7833
 16/296 [>.............................] - ETA: 16s - loss: 0.4015 - accuracy: 0.7930
 17/296 [>.............................] - ETA: 16s - loss: 0.4020 - accuracy: 0.7904
 18/296 [>.............................] - ETA: 16s - loss: 0.4038 - accuracy: 0.7847
 19/296 [>.............................] - ETA: 16s - loss: 0.4021 - accuracy: 0.7862
 20/296 [=>............................] - ETA: 15s - loss: 0.4039 - accuracy: 0.7875
 21/296 [=>............................] - ETA: 15s - loss: 0.4100 - accuracy: 0.7798
 22/296 [=>............................] - ETA: 15s - loss: 0.4118 - accuracy: 0.7812
 23/296 [=>............................] - ETA: 15s - loss: 0.4126 - accuracy: 0.7772
 24/296 [=>............................] - ETA: 15s - loss: 0.4111 - accuracy: 0.7734
 25/296 [=>............................] - ETA: 15s - loss: 0.4174 - accuracy: 0.7750
 26/296 [=>............................] - ETA: 15s - loss: 0.4174 - accuracy: 0.7788
 27/296 [=>............................] - ETA: 15s - loss: 0.4112 - accuracy: 0.7801
 28/296 [=>............................] - ETA: 15s - loss: 0.4107 - accuracy: 0.7835
 29/296 [=>............................] - ETA: 15s - loss: 0.4079 - accuracy: 0.7845
 30/296 [==>...........................] - ETA: 15s - loss: 0.4094 - accuracy: 0.7833
 31/296 [==>...........................] - ETA: 15s - loss: 0.4085 - accuracy: 0.7823
 32/296 [==>...........................] - ETA: 15s - loss: 0.4048 - accuracy: 0.7832
 33/296 [==>...........................] - ETA: 15s - loss: 0.4033 - accuracy: 0.7879
 34/296 [==>...........................] - ETA: 15s - loss: 0.4122 - accuracy: 0.7904
 35/296 [==>...........................] - ETA: 15s - loss: 0.4158 - accuracy: 0.7911
 36/296 [==>...........................] - ETA: 15s - loss: 0.4171 - accuracy: 0.7917
 37/296 [==>...........................] - ETA: 15s - loss: 0.4191 - accuracy: 0.7939
 38/296 [==>...........................] - ETA: 14s - loss: 0.4133 - accuracy: 0.7977
 39/296 [==>...........................] - ETA: 15s - loss: 0.4154 - accuracy: 0.7997
 40/296 [===>..........................] - ETA: 15s - loss: 0.4188 - accuracy: 0.8016
 41/296 [===>..........................] - ETA: 15s - loss: 0.4222 - accuracy: 0.7988
 42/296 [===>..........................] - ETA: 15s - loss: 0.4198 - accuracy: 0.8021
 43/296 [===>..........................] - ETA: 15s - loss: 0.4165 - accuracy: 0.8038
 44/296 [===>..........................] - ETA: 15s - loss: 0.4110 - accuracy: 0.8082
 45/296 [===>..........................] - ETA: 15s - loss: 0.4105 - accuracy: 0.8083
 46/296 [===>..........................] - ETA: 15s - loss: 0.4098 - accuracy: 0.8071
 47/296 [===>..........................] - ETA: 15s - loss: 0.4089 - accuracy: 0.8085
 48/296 [===>..........................] - ETA: 14s - loss: 0.4113 - accuracy: 0.8086
 49/296 [===>..........................] - ETA: 14s - loss: 0.4078 - accuracy: 0.8125
 50/296 [====>.........................] - ETA: 14s - loss: 0.4053 - accuracy: 0.8138
 51/296 [====>.........................] - ETA: 14s - loss: 0.4040 - accuracy: 0.8137
 52/296 [====>.........................] - ETA: 14s - loss: 0.4040 - accuracy: 0.8149
 53/296 [====>.........................] - ETA: 14s - loss: 0.4036 - accuracy: 0.8160
 54/296 [====>.........................] - ETA: 14s - loss: 0.4049 - accuracy: 0.8160
 55/296 [====>.........................] - ETA: 14s - loss: 0.4030 - accuracy: 0.8182
 56/296 [====>.........................] - ETA: 14s - loss: 0.4002 - accuracy: 0.8203
 57/296 [====>.........................] - ETA: 14s - loss: 0.4012 - accuracy: 0.8202
 58/296 [====>.........................] - ETA: 14s - loss: 0.4032 - accuracy: 0.8179
 59/296 [====>.........................] - ETA: 14s - loss: 0.4023 - accuracy: 0.8189
 60/296 [=====>........................] - ETA: 14s - loss: 0.4080 - accuracy: 0.8177
 61/296 [=====>........................] - ETA: 13s - loss: 0.4058 - accuracy: 0.8176
 62/296 [=====>........................] - ETA: 13s - loss: 0.4105 - accuracy: 0.8165
 63/296 [=====>........................] - ETA: 13s - loss: 0.4108 - accuracy: 0.8155
 64/296 [=====>........................] - ETA: 13s - loss: 0.4120 - accuracy: 0.8125
 65/296 [=====>........................] - ETA: 13s - loss: 0.4100 - accuracy: 0.8135
 66/296 [=====>........................] - ETA: 13s - loss: 0.4117 - accuracy: 0.8125
 67/296 [=====>........................] - ETA: 13s - loss: 0.4146 - accuracy: 0.8097
 68/296 [=====>........................] - ETA: 13s - loss: 0.4137 - accuracy: 0.8097
 69/296 [=====>........................] - ETA: 13s - loss: 0.4116 - accuracy: 0.8116
 70/296 [======>.......................] - ETA: 13s - loss: 0.4107 - accuracy: 0.8134
 71/296 [======>.......................] - ETA: 13s - loss: 0.4081 - accuracy: 0.8151
 72/296 [======>.......................] - ETA: 13s - loss: 0.4072 - accuracy: 0.8168
 73/296 [======>.......................] - ETA: 13s - loss: 0.4055 - accuracy: 0.8176
 74/296 [======>.......................] - ETA: 13s - loss: 0.4046 - accuracy: 0.8193
 75/296 [======>.......................] - ETA: 12s - loss: 0.4013 - accuracy: 0.8217
 76/296 [======>.......................] - ETA: 12s - loss: 0.3997 - accuracy: 0.8224
 77/296 [======>.......................] - ETA: 12s - loss: 0.3972 - accuracy: 0.8239
 78/296 [======>.......................] - ETA: 12s - loss: 0.4004 - accuracy: 0.8213
 79/296 [=======>......................] - ETA: 12s - loss: 0.4012 - accuracy: 0.8220
 80/296 [=======>......................] - ETA: 12s - loss: 0.4049 - accuracy: 0.8188
 81/296 [=======>......................] - ETA: 12s - loss: 0.4035 - accuracy: 0.8194
 82/296 [=======>......................] - ETA: 12s - loss: 0.4021 - accuracy: 0.8201
 83/296 [=======>......................] - ETA: 12s - loss: 0.4046 - accuracy: 0.8200
 84/296 [=======>......................] - ETA: 12s - loss: 0.4019 - accuracy: 0.8214
 85/296 [=======>......................] - ETA: 12s - loss: 0.3996 - accuracy: 0.8235
 86/296 [=======>......................] - ETA: 12s - loss: 0.4010 - accuracy: 0.8234
 87/296 [=======>......................] - ETA: 12s - loss: 0.3986 - accuracy: 0.8240
 88/296 [=======>......................] - ETA: 12s - loss: 0.3982 - accuracy: 0.8239
 89/296 [========>.....................] - ETA: 12s - loss: 0.3982 - accuracy: 0.8237
 90/296 [========>.....................] - ETA: 11s - loss: 0.3982 - accuracy: 0.8243
 91/296 [========>.....................] - ETA: 11s - loss: 0.3979 - accuracy: 0.8242
 92/296 [========>.....................] - ETA: 11s - loss: 0.3966 - accuracy: 0.8247
 93/296 [========>.....................] - ETA: 11s - loss: 0.3963 - accuracy: 0.8239
 94/296 [========>.....................] - ETA: 11s - loss: 0.3963 - accuracy: 0.8245
 95/296 [========>.....................] - ETA: 11s - loss: 0.3969 - accuracy: 0.8237
 96/296 [========>.....................] - ETA: 11s - loss: 0.3987 - accuracy: 0.8216
 97/296 [========>.....................] - ETA: 11s - loss: 0.4001 - accuracy: 0.8215
 98/296 [========>.....................] - ETA: 11s - loss: 0.4021 - accuracy: 0.8202
 99/296 [=========>....................] - ETA: 11s - loss: 0.4035 - accuracy: 0.8201
100/296 [=========>....................] - ETA: 11s - loss: 0.4044 - accuracy: 0.8194
101/296 [=========>....................] - ETA: 11s - loss: 0.4027 - accuracy: 0.8205
102/296 [=========>....................] - ETA: 11s - loss: 0.4023 - accuracy: 0.8199
103/296 [=========>....................] - ETA: 11s - loss: 0.4003 - accuracy: 0.8210
104/296 [=========>....................] - ETA: 11s - loss: 0.4026 - accuracy: 0.8203
105/296 [=========>....................] - ETA: 11s - loss: 0.4040 - accuracy: 0.8190
106/296 [=========>....................] - ETA: 10s - loss: 0.4042 - accuracy: 0.8190
107/296 [=========>....................] - ETA: 10s - loss: 0.4062 - accuracy: 0.8183
108/296 [=========>....................] - ETA: 10s - loss: 0.4055 - accuracy: 0.8189
109/296 [==========>...................] - ETA: 10s - loss: 0.4047 - accuracy: 0.8188
110/296 [==========>...................] - ETA: 10s - loss: 0.4050 - accuracy: 0.8176
111/296 [==========>...................] - ETA: 10s - loss: 0.4047 - accuracy: 0.8181
112/296 [==========>...................] - ETA: 10s - loss: 0.4025 - accuracy: 0.8192
113/296 [==========>...................] - ETA: 10s - loss: 0.4037 - accuracy: 0.8191
114/296 [==========>...................] - ETA: 10s - loss: 0.4027 - accuracy: 0.8191
115/296 [==========>...................] - ETA: 10s - loss: 0.4030 - accuracy: 0.8179
116/296 [==========>...................] - ETA: 10s - loss: 0.4015 - accuracy: 0.8184
117/296 [==========>...................] - ETA: 10s - loss: 0.3986 - accuracy: 0.8200
118/296 [==========>...................] - ETA: 10s - loss: 0.3993 - accuracy: 0.8189
119/296 [===========>..................] - ETA: 10s - loss: 0.4019 - accuracy: 0.8178
120/296 [===========>..................] - ETA: 10s - loss: 0.4022 - accuracy: 0.8177
121/296 [===========>..................] - ETA: 10s - loss: 0.4060 - accuracy: 0.8166
122/296 [===========>..................] - ETA: 10s - loss: 0.4064 - accuracy: 0.8161
123/296 [===========>..................] - ETA: 9s - loss: 0.4067 - accuracy: 0.8150 
124/296 [===========>..................] - ETA: 9s - loss: 0.4060 - accuracy: 0.8155
125/296 [===========>..................] - ETA: 9s - loss: 0.4058 - accuracy: 0.8150
126/296 [===========>..................] - ETA: 9s - loss: 0.4056 - accuracy: 0.8140
127/296 [===========>..................] - ETA: 9s - loss: 0.4065 - accuracy: 0.8125
128/296 [===========>..................] - ETA: 9s - loss: 0.4066 - accuracy: 0.8125
129/296 [============>.................] - ETA: 9s - loss: 0.4056 - accuracy: 0.8140
130/296 [============>.................] - ETA: 9s - loss: 0.4060 - accuracy: 0.8130
131/296 [============>.................] - ETA: 9s - loss: 0.4051 - accuracy: 0.8139
132/296 [============>.................] - ETA: 9s - loss: 0.4062 - accuracy: 0.8134
133/296 [============>.................] - ETA: 9s - loss: 0.4072 - accuracy: 0.8130
134/296 [============>.................] - ETA: 9s - loss: 0.4081 - accuracy: 0.8125
135/296 [============>.................] - ETA: 9s - loss: 0.4084 - accuracy: 0.8130
136/296 [============>.................] - ETA: 9s - loss: 0.4076 - accuracy: 0.8139
137/296 [============>.................] - ETA: 9s - loss: 0.4094 - accuracy: 0.8120
138/296 [============>.................] - ETA: 9s - loss: 0.4086 - accuracy: 0.8125
139/296 [=============>................] - ETA: 8s - loss: 0.4089 - accuracy: 0.8134
140/296 [=============>................] - ETA: 8s - loss: 0.4101 - accuracy: 0.8125
141/296 [=============>................] - ETA: 8s - loss: 0.4102 - accuracy: 0.8125
142/296 [=============>................] - ETA: 8s - loss: 0.4084 - accuracy: 0.8138
143/296 [=============>................] - ETA: 8s - loss: 0.4089 - accuracy: 0.8138
144/296 [=============>................] - ETA: 8s - loss: 0.4088 - accuracy: 0.8138
145/296 [=============>................] - ETA: 8s - loss: 0.4086 - accuracy: 0.8147
146/296 [=============>................] - ETA: 8s - loss: 0.4086 - accuracy: 0.8151
147/296 [=============>................] - ETA: 8s - loss: 0.4084 - accuracy: 0.8155
148/296 [==============>...............] - ETA: 8s - loss: 0.4086 - accuracy: 0.8146
149/296 [==============>...............] - ETA: 8s - loss: 0.4087 - accuracy: 0.8146
150/296 [==============>...............] - ETA: 8s - loss: 0.4075 - accuracy: 0.8150
151/296 [==============>...............] - ETA: 8s - loss: 0.4082 - accuracy: 0.8150
152/296 [==============>...............] - ETA: 8s - loss: 0.4075 - accuracy: 0.8154
153/296 [==============>...............] - ETA: 8s - loss: 0.4075 - accuracy: 0.8154
154/296 [==============>...............] - ETA: 8s - loss: 0.4067 - accuracy: 0.8157
155/296 [==============>...............] - ETA: 8s - loss: 0.4063 - accuracy: 0.8161
156/296 [==============>...............] - ETA: 7s - loss: 0.4052 - accuracy: 0.8169
157/296 [==============>...............] - ETA: 7s - loss: 0.4038 - accuracy: 0.8181
158/296 [===============>..............] - ETA: 7s - loss: 0.4047 - accuracy: 0.8172
159/296 [===============>..............] - ETA: 7s - loss: 0.4048 - accuracy: 0.8172
160/296 [===============>..............] - ETA: 7s - loss: 0.4048 - accuracy: 0.8172
161/296 [===============>..............] - ETA: 7s - loss: 0.4044 - accuracy: 0.8172
162/296 [===============>..............] - ETA: 7s - loss: 0.4042 - accuracy: 0.8175
163/296 [===============>..............] - ETA: 7s - loss: 0.4044 - accuracy: 0.8171
164/296 [===============>..............] - ETA: 7s - loss: 0.4057 - accuracy: 0.8171
165/296 [===============>..............] - ETA: 7s - loss: 0.4083 - accuracy: 0.8155
166/296 [===============>..............] - ETA: 7s - loss: 0.4071 - accuracy: 0.8159
167/296 [===============>..............] - ETA: 7s - loss: 0.4064 - accuracy: 0.8162
168/296 [================>.............] - ETA: 7s - loss: 0.4054 - accuracy: 0.8170
169/296 [================>.............] - ETA: 7s - loss: 0.4055 - accuracy: 0.8169
170/296 [================>.............] - ETA: 7s - loss: 0.4067 - accuracy: 0.8162
171/296 [================>.............] - ETA: 7s - loss: 0.4056 - accuracy: 0.8169
172/296 [================>.............] - ETA: 7s - loss: 0.4070 - accuracy: 0.8154
173/296 [================>.............] - ETA: 7s - loss: 0.4070 - accuracy: 0.8154
174/296 [================>.............] - ETA: 6s - loss: 0.4059 - accuracy: 0.8165
175/296 [================>.............] - ETA: 6s - loss: 0.4056 - accuracy: 0.8168
176/296 [================>.............] - ETA: 6s - loss: 0.4061 - accuracy: 0.8168
177/296 [================>.............] - ETA: 6s - loss: 0.4063 - accuracy: 0.8167
178/296 [=================>............] - ETA: 6s - loss: 0.4062 - accuracy: 0.8171
179/296 [=================>............] - ETA: 6s - loss: 0.4054 - accuracy: 0.8177
180/296 [=================>............] - ETA: 6s - loss: 0.4049 - accuracy: 0.8181
181/296 [=================>............] - ETA: 6s - loss: 0.4049 - accuracy: 0.8173
182/296 [=================>............] - ETA: 6s - loss: 0.4054 - accuracy: 0.8177
183/296 [=================>............] - ETA: 6s - loss: 0.4045 - accuracy: 0.8183
184/296 [=================>............] - ETA: 6s - loss: 0.4040 - accuracy: 0.8186
185/296 [=================>............] - ETA: 6s - loss: 0.4055 - accuracy: 0.8172
186/296 [=================>............] - ETA: 6s - loss: 0.4047 - accuracy: 0.8179
187/296 [=================>............] - ETA: 6s - loss: 0.4049 - accuracy: 0.8175
188/296 [==================>...........] - ETA: 6s - loss: 0.4043 - accuracy: 0.8182
189/296 [==================>...........] - ETA: 6s - loss: 0.4051 - accuracy: 0.8178
190/296 [==================>...........] - ETA: 6s - loss: 0.4054 - accuracy: 0.8174
191/296 [==================>...........] - ETA: 5s - loss: 0.4057 - accuracy: 0.8171
192/296 [==================>...........] - ETA: 5s - loss: 0.4053 - accuracy: 0.8171
193/296 [==================>...........] - ETA: 5s - loss: 0.4047 - accuracy: 0.8177
194/296 [==================>...........] - ETA: 5s - loss: 0.4046 - accuracy: 0.8173
195/296 [==================>...........] - ETA: 5s - loss: 0.4041 - accuracy: 0.8176
196/296 [==================>...........] - ETA: 5s - loss: 0.4047 - accuracy: 0.8170
197/296 [==================>...........] - ETA: 5s - loss: 0.4052 - accuracy: 0.8163
198/296 [===================>..........] - ETA: 5s - loss: 0.4060 - accuracy: 0.8160
199/296 [===================>..........] - ETA: 5s - loss: 0.4064 - accuracy: 0.8160
200/296 [===================>..........] - ETA: 5s - loss: 0.4055 - accuracy: 0.8163
201/296 [===================>..........] - ETA: 5s - loss: 0.4054 - accuracy: 0.8159
202/296 [===================>..........] - ETA: 5s - loss: 0.4050 - accuracy: 0.8159
203/296 [===================>..........] - ETA: 5s - loss: 0.4045 - accuracy: 0.8162
204/296 [===================>..........] - ETA: 5s - loss: 0.4037 - accuracy: 0.8162
205/296 [===================>..........] - ETA: 5s - loss: 0.4039 - accuracy: 0.8159
206/296 [===================>..........] - ETA: 5s - loss: 0.4041 - accuracy: 0.8152
207/296 [===================>..........] - ETA: 5s - loss: 0.4032 - accuracy: 0.8158
208/296 [====================>.........] - ETA: 5s - loss: 0.4026 - accuracy: 0.8161
209/296 [====================>.........] - ETA: 4s - loss: 0.4028 - accuracy: 0.8158
210/296 [====================>.........] - ETA: 4s - loss: 0.4021 - accuracy: 0.8164
211/296 [====================>.........] - ETA: 4s - loss: 0.4010 - accuracy: 0.8169
212/296 [====================>.........] - ETA: 4s - loss: 0.4014 - accuracy: 0.8172
213/296 [====================>.........] - ETA: 4s - loss: 0.4012 - accuracy: 0.8166
214/296 [====================>.........] - ETA: 4s - loss: 0.4018 - accuracy: 0.8163
215/296 [====================>.........] - ETA: 4s - loss: 0.4013 - accuracy: 0.8166
216/296 [====================>.........] - ETA: 4s - loss: 0.4028 - accuracy: 0.8157
217/296 [====================>.........] - ETA: 4s - loss: 0.4030 - accuracy: 0.8160
218/296 [=====================>........] - ETA: 4s - loss: 0.4027 - accuracy: 0.8165
219/296 [=====================>........] - ETA: 4s - loss: 0.4034 - accuracy: 0.8156
220/296 [=====================>........] - ETA: 4s - loss: 0.4027 - accuracy: 0.8162
221/296 [=====================>........] - ETA: 4s - loss: 0.4017 - accuracy: 0.8170
222/296 [=====================>........] - ETA: 4s - loss: 0.4012 - accuracy: 0.8173
223/296 [=====================>........] - ETA: 4s - loss: 0.4009 - accuracy: 0.8170
224/296 [=====================>........] - ETA: 4s - loss: 0.4011 - accuracy: 0.8167
225/296 [=====================>........] - ETA: 4s - loss: 0.4006 - accuracy: 0.8172
226/296 [=====================>........] - ETA: 3s - loss: 0.4005 - accuracy: 0.8178
227/296 [======================>.......] - ETA: 3s - loss: 0.4000 - accuracy: 0.8180
228/296 [======================>.......] - ETA: 3s - loss: 0.4004 - accuracy: 0.8174
229/296 [======================>.......] - ETA: 3s - loss: 0.4014 - accuracy: 0.8163
230/296 [======================>.......] - ETA: 3s - loss: 0.4019 - accuracy: 0.8158
231/296 [======================>.......] - ETA: 3s - loss: 0.4012 - accuracy: 0.8163
232/296 [======================>.......] - ETA: 3s - loss: 0.4012 - accuracy: 0.8163
233/296 [======================>.......] - ETA: 3s - loss: 0.4017 - accuracy: 0.8160
234/296 [======================>.......] - ETA: 3s - loss: 0.4014 - accuracy: 0.8160
235/296 [======================>.......] - ETA: 3s - loss: 0.4024 - accuracy: 0.8157
236/296 [======================>.......] - ETA: 3s - loss: 0.4025 - accuracy: 0.8157
237/296 [=======================>......] - ETA: 3s - loss: 0.4028 - accuracy: 0.8149
238/296 [=======================>......] - ETA: 3s - loss: 0.4025 - accuracy: 0.8146
239/296 [=======================>......] - ETA: 3s - loss: 0.4025 - accuracy: 0.8143
240/296 [=======================>......] - ETA: 3s - loss: 0.4019 - accuracy: 0.8146
241/296 [=======================>......] - ETA: 3s - loss: 0.4018 - accuracy: 0.8146
242/296 [=======================>......] - ETA: 3s - loss: 0.4011 - accuracy: 0.8151
243/296 [=======================>......] - ETA: 3s - loss: 0.4010 - accuracy: 0.8153
244/296 [=======================>......] - ETA: 2s - loss: 0.4012 - accuracy: 0.8151
245/296 [=======================>......] - ETA: 2s - loss: 0.4008 - accuracy: 0.8151
246/296 [=======================>......] - ETA: 2s - loss: 0.4006 - accuracy: 0.8150
247/296 [========================>.....] - ETA: 2s - loss: 0.3998 - accuracy: 0.8158
248/296 [========================>.....] - ETA: 2s - loss: 0.3992 - accuracy: 0.8160
249/296 [========================>.....] - ETA: 2s - loss: 0.3987 - accuracy: 0.8163
250/296 [========================>.....] - ETA: 2s - loss: 0.3977 - accuracy: 0.8170
251/296 [========================>.....] - ETA: 2s - loss: 0.3979 - accuracy: 0.8170
252/296 [========================>.....] - ETA: 2s - loss: 0.3981 - accuracy: 0.8170
253/296 [========================>.....] - ETA: 2s - loss: 0.3982 - accuracy: 0.8172
254/296 [========================>.....] - ETA: 2s - loss: 0.3991 - accuracy: 0.8164
255/296 [========================>.....] - ETA: 2s - loss: 0.3991 - accuracy: 0.8164
256/296 [========================>.....] - ETA: 2s - loss: 0.3986 - accuracy: 0.8169
257/296 [=========================>....] - ETA: 2s - loss: 0.3987 - accuracy: 0.8171
258/296 [=========================>....] - ETA: 2s - loss: 0.3987 - accuracy: 0.8169
259/296 [=========================>....] - ETA: 2s - loss: 0.3983 - accuracy: 0.8171
260/296 [=========================>....] - ETA: 2s - loss: 0.3986 - accuracy: 0.8166
261/296 [=========================>....] - ETA: 1s - loss: 0.3980 - accuracy: 0.8168
262/296 [=========================>....] - ETA: 1s - loss: 0.3980 - accuracy: 0.8168
263/296 [=========================>....] - ETA: 1s - loss: 0.3978 - accuracy: 0.8170
264/296 [=========================>....] - ETA: 1s - loss: 0.3980 - accuracy: 0.8170
265/296 [=========================>....] - ETA: 1s - loss: 0.3975 - accuracy: 0.8170
266/296 [=========================>....] - ETA: 1s - loss: 0.3983 - accuracy: 0.8160
267/296 [==========================>...] - ETA: 1s - loss: 0.3978 - accuracy: 0.8165
268/296 [==========================>...] - ETA: 1s - loss: 0.3973 - accuracy: 0.8167
269/296 [==========================>...] - ETA: 1s - loss: 0.3972 - accuracy: 0.8169
270/296 [==========================>...] - ETA: 1s - loss: 0.3973 - accuracy: 0.8167
271/296 [==========================>...] - ETA: 1s - loss: 0.3970 - accuracy: 0.8167
272/296 [==========================>...] - ETA: 1s - loss: 0.3968 - accuracy: 0.8169
273/296 [==========================>...] - ETA: 1s - loss: 0.3959 - accuracy: 0.8171
274/296 [==========================>...] - ETA: 1s - loss: 0.3963 - accuracy: 0.8166
275/296 [==========================>...] - ETA: 1s - loss: 0.3965 - accuracy: 0.8164
276/296 [==========================>...] - ETA: 1s - loss: 0.3961 - accuracy: 0.8166
277/296 [===========================>..] - ETA: 1s - loss: 0.3969 - accuracy: 0.8161
278/296 [===========================>..] - ETA: 1s - loss: 0.3968 - accuracy: 0.8163
279/296 [===========================>..] - ETA: 0s - loss: 0.3965 - accuracy: 0.8163
280/296 [===========================>..] - ETA: 0s - loss: 0.3968 - accuracy: 0.8163
281/296 [===========================>..] - ETA: 0s - loss: 0.3960 - accuracy: 0.8165
282/296 [===========================>..] - ETA: 0s - loss: 0.3965 - accuracy: 0.8165
283/296 [===========================>..] - ETA: 0s - loss: 0.3961 - accuracy: 0.8167
284/296 [===========================>..] - ETA: 0s - loss: 0.3956 - accuracy: 0.8167
285/296 [===========================>..] - ETA: 0s - loss: 0.3955 - accuracy: 0.8167
286/296 [===========================>..] - ETA: 0s - loss: 0.3955 - accuracy: 0.8169
287/296 [============================>.] - ETA: 0s - loss: 0.3967 - accuracy: 0.8166
288/296 [============================>.] - ETA: 0s - loss: 0.3964 - accuracy: 0.8166
289/296 [============================>.] - ETA: 0s - loss: 0.3965 - accuracy: 0.8164
290/296 [============================>.] - ETA: 0s - loss: 0.3970 - accuracy: 0.8164
291/296 [============================>.] - ETA: 0s - loss: 0.3981 - accuracy: 0.8157
292/296 [============================>.] - ETA: 0s - loss: 0.3976 - accuracy: 0.8161
293/296 [============================>.] - ETA: 0s - loss: 0.3979 - accuracy: 0.8155
294/296 [============================>.] - ETA: 0s - loss: 0.3979 - accuracy: 0.8155
295/296 [============================>.] - ETA: 0s - loss: 0.3977 - accuracy: 0.8157
296/296 [==============================] - 17s 57ms/step - loss: 0.3976 - accuracy: 0.8159

296/296 [==============================] - 18s 62ms/step - loss: 0.3976 - accuracy: 0.8159 - val_loss: 0.4022 - val_accuracy: 0.7882
Epoch 18/50

  1/296 [..............................] - ETA: 16s - loss: 0.3142 - accuracy: 0.9375
  2/296 [..............................] - ETA: 16s - loss: 0.2839 - accuracy: 0.9688
  3/296 [..............................] - ETA: 16s - loss: 0.3402 - accuracy: 0.8750
  4/296 [..............................] - ETA: 16s - loss: 0.3727 - accuracy: 0.8438
  5/296 [..............................] - ETA: 16s - loss: 0.3854 - accuracy: 0.8375
  6/296 [..............................] - ETA: 16s - loss: 0.3855 - accuracy: 0.8333
  7/296 [..............................] - ETA: 16s - loss: 0.3963 - accuracy: 0.8036
  8/296 [..............................] - ETA: 16s - loss: 0.3837 - accuracy: 0.8047
  9/296 [..............................] - ETA: 16s - loss: 0.4127 - accuracy: 0.7847
 10/296 [>.............................] - ETA: 16s - loss: 0.4121 - accuracy: 0.7937
 11/296 [>.............................] - ETA: 16s - loss: 0.4104 - accuracy: 0.7898
 12/296 [>.............................] - ETA: 16s - loss: 0.4001 - accuracy: 0.8021
 13/296 [>.............................] - ETA: 16s - loss: 0.4000 - accuracy: 0.7981
 14/296 [>.............................] - ETA: 16s - loss: 0.4100 - accuracy: 0.7946
 15/296 [>.............................] - ETA: 16s - loss: 0.4164 - accuracy: 0.7917
 16/296 [>.............................] - ETA: 16s - loss: 0.4098 - accuracy: 0.7891
 17/296 [>.............................] - ETA: 16s - loss: 0.4236 - accuracy: 0.7757
 18/296 [>.............................] - ETA: 16s - loss: 0.4352 - accuracy: 0.7674
 19/296 [>.............................] - ETA: 16s - loss: 0.4289 - accuracy: 0.7730
 20/296 [=>............................] - ETA: 16s - loss: 0.4186 - accuracy: 0.7812
 21/296 [=>............................] - ETA: 16s - loss: 0.4072 - accuracy: 0.7857
 22/296 [=>............................] - ETA: 16s - loss: 0.4001 - accuracy: 0.7898
 23/296 [=>............................] - ETA: 16s - loss: 0.4049 - accuracy: 0.7853
 24/296 [=>............................] - ETA: 15s - loss: 0.4058 - accuracy: 0.7865
 25/296 [=>............................] - ETA: 15s - loss: 0.4100 - accuracy: 0.7850
 26/296 [=>............................] - ETA: 15s - loss: 0.4050 - accuracy: 0.7885
 27/296 [=>............................] - ETA: 15s - loss: 0.4059 - accuracy: 0.7847
 28/296 [=>............................] - ETA: 15s - loss: 0.4173 - accuracy: 0.7790
 29/296 [=>............................] - ETA: 15s - loss: 0.4137 - accuracy: 0.7845
 30/296 [==>...........................] - ETA: 15s - loss: 0.4061 - accuracy: 0.7896
 31/296 [==>...........................] - ETA: 15s - loss: 0.3969 - accuracy: 0.7944
 32/296 [==>...........................] - ETA: 15s - loss: 0.4000 - accuracy: 0.7930
 33/296 [==>...........................] - ETA: 15s - loss: 0.3950 - accuracy: 0.7973
 34/296 [==>...........................] - ETA: 15s - loss: 0.3965 - accuracy: 0.7978
 35/296 [==>...........................] - ETA: 15s - loss: 0.3952 - accuracy: 0.8000
 36/296 [==>...........................] - ETA: 15s - loss: 0.3909 - accuracy: 0.8021
 37/296 [==>...........................] - ETA: 15s - loss: 0.3899 - accuracy: 0.8007
 38/296 [==>...........................] - ETA: 15s - loss: 0.3900 - accuracy: 0.8010
 39/296 [==>...........................] - ETA: 15s - loss: 0.3868 - accuracy: 0.8045
 40/296 [===>..........................] - ETA: 15s - loss: 0.3928 - accuracy: 0.8016
 41/296 [===>..........................] - ETA: 15s - loss: 0.3969 - accuracy: 0.7988
 42/296 [===>..........................] - ETA: 15s - loss: 0.3941 - accuracy: 0.8006
 43/296 [===>..........................] - ETA: 15s - loss: 0.3966 - accuracy: 0.7994
 44/296 [===>..........................] - ETA: 15s - loss: 0.3944 - accuracy: 0.7997
 45/296 [===>..........................] - ETA: 15s - loss: 0.3949 - accuracy: 0.7986
 46/296 [===>..........................] - ETA: 15s - loss: 0.3946 - accuracy: 0.8003
 47/296 [===>..........................] - ETA: 15s - loss: 0.3997 - accuracy: 0.7965
 48/296 [===>..........................] - ETA: 15s - loss: 0.3997 - accuracy: 0.7969
 49/296 [===>..........................] - ETA: 15s - loss: 0.3999 - accuracy: 0.7972
 50/296 [====>.........................] - ETA: 15s - loss: 0.4010 - accuracy: 0.7975
 51/296 [====>.........................] - ETA: 15s - loss: 0.3995 - accuracy: 0.7990
 52/296 [====>.........................] - ETA: 15s - loss: 0.3957 - accuracy: 0.8017
 53/296 [====>.........................] - ETA: 15s - loss: 0.3953 - accuracy: 0.8019
 54/296 [====>.........................] - ETA: 15s - loss: 0.3960 - accuracy: 0.8009
 55/296 [====>.........................] - ETA: 14s - loss: 0.3967 - accuracy: 0.8011
 56/296 [====>.........................] - ETA: 14s - loss: 0.3988 - accuracy: 0.7991
 57/296 [====>.........................] - ETA: 14s - loss: 0.3971 - accuracy: 0.7993
 58/296 [====>.........................] - ETA: 14s - loss: 0.3943 - accuracy: 0.8006
 59/296 [====>.........................] - ETA: 14s - loss: 0.3953 - accuracy: 0.7998
 60/296 [=====>........................] - ETA: 14s - loss: 0.3937 - accuracy: 0.8021
 61/296 [=====>........................] - ETA: 14s - loss: 0.3932 - accuracy: 0.8023
 62/296 [=====>........................] - ETA: 14s - loss: 0.3925 - accuracy: 0.8024
 63/296 [=====>........................] - ETA: 14s - loss: 0.3941 - accuracy: 0.8016
 64/296 [=====>........................] - ETA: 14s - loss: 0.3955 - accuracy: 0.8018
 65/296 [=====>........................] - ETA: 14s - loss: 0.3957 - accuracy: 0.8019
 66/296 [=====>........................] - ETA: 14s - loss: 0.3951 - accuracy: 0.8021
 67/296 [=====>........................] - ETA: 14s - loss: 0.3934 - accuracy: 0.8041
 68/296 [=====>........................] - ETA: 14s - loss: 0.3917 - accuracy: 0.8051
 69/296 [=====>........................] - ETA: 14s - loss: 0.3913 - accuracy: 0.8062
 70/296 [======>.......................] - ETA: 13s - loss: 0.3914 - accuracy: 0.8071
 71/296 [======>.......................] - ETA: 13s - loss: 0.3912 - accuracy: 0.8072
 72/296 [======>.......................] - ETA: 13s - loss: 0.3919 - accuracy: 0.8064
 73/296 [======>.......................] - ETA: 13s - loss: 0.3903 - accuracy: 0.8065
 74/296 [======>.......................] - ETA: 13s - loss: 0.3894 - accuracy: 0.8074
 75/296 [======>.......................] - ETA: 13s - loss: 0.3893 - accuracy: 0.8075
 76/296 [======>.......................] - ETA: 13s - loss: 0.3882 - accuracy: 0.8076
 77/296 [======>.......................] - ETA: 13s - loss: 0.3919 - accuracy: 0.8060
 78/296 [======>.......................] - ETA: 13s - loss: 0.3922 - accuracy: 0.8069
 79/296 [=======>......................] - ETA: 13s - loss: 0.3923 - accuracy: 0.8062
 80/296 [=======>......................] - ETA: 13s - loss: 0.3906 - accuracy: 0.8070
 81/296 [=======>......................] - ETA: 13s - loss: 0.3897 - accuracy: 0.8079
 82/296 [=======>......................] - ETA: 13s - loss: 0.3886 - accuracy: 0.8079
 83/296 [=======>......................] - ETA: 13s - loss: 0.3877 - accuracy: 0.8095
 84/296 [=======>......................] - ETA: 12s - loss: 0.3880 - accuracy: 0.8095
 85/296 [=======>......................] - ETA: 12s - loss: 0.3855 - accuracy: 0.8110
 86/296 [=======>......................] - ETA: 12s - loss: 0.3829 - accuracy: 0.8125
 87/296 [=======>......................] - ETA: 12s - loss: 0.3812 - accuracy: 0.8139
 88/296 [=======>......................] - ETA: 12s - loss: 0.3795 - accuracy: 0.8146
 89/296 [========>.....................] - ETA: 12s - loss: 0.3793 - accuracy: 0.8146
 90/296 [========>.....................] - ETA: 12s - loss: 0.3805 - accuracy: 0.8132
 91/296 [========>.....................] - ETA: 12s - loss: 0.3847 - accuracy: 0.8125
 92/296 [========>.....................] - ETA: 12s - loss: 0.3854 - accuracy: 0.8125
 93/296 [========>.....................] - ETA: 12s - loss: 0.3846 - accuracy: 0.8118
 94/296 [========>.....................] - ETA: 12s - loss: 0.3827 - accuracy: 0.8138
 95/296 [========>.....................] - ETA: 12s - loss: 0.3831 - accuracy: 0.8132
 96/296 [========>.....................] - ETA: 12s - loss: 0.3824 - accuracy: 0.8132
 97/296 [========>.....................] - ETA: 12s - loss: 0.3820 - accuracy: 0.8144
 98/296 [========>.....................] - ETA: 12s - loss: 0.3832 - accuracy: 0.8138
 99/296 [=========>....................] - ETA: 12s - loss: 0.3847 - accuracy: 0.8125
100/296 [=========>....................] - ETA: 12s - loss: 0.3856 - accuracy: 0.8119
101/296 [=========>....................] - ETA: 12s - loss: 0.3841 - accuracy: 0.8131
102/296 [=========>....................] - ETA: 11s - loss: 0.3825 - accuracy: 0.8137
103/296 [=========>....................] - ETA: 11s - loss: 0.3815 - accuracy: 0.8149
104/296 [=========>....................] - ETA: 11s - loss: 0.3802 - accuracy: 0.8149
105/296 [=========>....................] - ETA: 11s - loss: 0.3791 - accuracy: 0.8161
106/296 [=========>....................] - ETA: 11s - loss: 0.3791 - accuracy: 0.8149
107/296 [=========>....................] - ETA: 11s - loss: 0.3788 - accuracy: 0.8154
108/296 [=========>....................] - ETA: 11s - loss: 0.3779 - accuracy: 0.8160
109/296 [==========>...................] - ETA: 11s - loss: 0.3795 - accuracy: 0.8154
110/296 [==========>...................] - ETA: 11s - loss: 0.3779 - accuracy: 0.8159
111/296 [==========>...................] - ETA: 11s - loss: 0.3778 - accuracy: 0.8153
112/296 [==========>...................] - ETA: 11s - loss: 0.3780 - accuracy: 0.8147
113/296 [==========>...................] - ETA: 11s - loss: 0.3770 - accuracy: 0.8153
114/296 [==========>...................] - ETA: 11s - loss: 0.3785 - accuracy: 0.8130
115/296 [==========>...................] - ETA: 11s - loss: 0.3771 - accuracy: 0.8136
116/296 [==========>...................] - ETA: 11s - loss: 0.3759 - accuracy: 0.8147
117/296 [==========>...................] - ETA: 11s - loss: 0.3755 - accuracy: 0.8146
118/296 [==========>...................] - ETA: 10s - loss: 0.3766 - accuracy: 0.8141
119/296 [===========>..................] - ETA: 10s - loss: 0.3759 - accuracy: 0.8146
120/296 [===========>..................] - ETA: 10s - loss: 0.3754 - accuracy: 0.8151
121/296 [===========>..................] - ETA: 10s - loss: 0.3758 - accuracy: 0.8146
122/296 [===========>..................] - ETA: 10s - loss: 0.3751 - accuracy: 0.8140
123/296 [===========>..................] - ETA: 10s - loss: 0.3742 - accuracy: 0.8150
124/296 [===========>..................] - ETA: 10s - loss: 0.3722 - accuracy: 0.8165
125/296 [===========>..................] - ETA: 10s - loss: 0.3753 - accuracy: 0.8150
126/296 [===========>..................] - ETA: 10s - loss: 0.3760 - accuracy: 0.8145
127/296 [===========>..................] - ETA: 10s - loss: 0.3761 - accuracy: 0.8145
128/296 [===========>..................] - ETA: 10s - loss: 0.3748 - accuracy: 0.8154
129/296 [============>.................] - ETA: 10s - loss: 0.3736 - accuracy: 0.8159
130/296 [============>.................] - ETA: 10s - loss: 0.3728 - accuracy: 0.8163
131/296 [============>.................] - ETA: 10s - loss: 0.3727 - accuracy: 0.8158
132/296 [============>.................] - ETA: 10s - loss: 0.3718 - accuracy: 0.8163
133/296 [============>.................] - ETA: 10s - loss: 0.3713 - accuracy: 0.8167
134/296 [============>.................] - ETA: 10s - loss: 0.3693 - accuracy: 0.8181
135/296 [============>.................] - ETA: 9s - loss: 0.3683 - accuracy: 0.8185 
136/296 [============>.................] - ETA: 9s - loss: 0.3684 - accuracy: 0.8185
137/296 [============>.................] - ETA: 9s - loss: 0.3700 - accuracy: 0.8180
138/296 [============>.................] - ETA: 9s - loss: 0.3698 - accuracy: 0.8188
139/296 [=============>................] - ETA: 9s - loss: 0.3709 - accuracy: 0.8188
140/296 [=============>................] - ETA: 9s - loss: 0.3709 - accuracy: 0.8188
141/296 [=============>................] - ETA: 9s - loss: 0.3697 - accuracy: 0.8187
142/296 [=============>................] - ETA: 9s - loss: 0.3691 - accuracy: 0.8187
143/296 [=============>................] - ETA: 9s - loss: 0.3703 - accuracy: 0.8182
144/296 [=============>................] - ETA: 9s - loss: 0.3711 - accuracy: 0.8173
145/296 [=============>................] - ETA: 9s - loss: 0.3709 - accuracy: 0.8177
146/296 [=============>................] - ETA: 9s - loss: 0.3726 - accuracy: 0.8176
147/296 [=============>................] - ETA: 9s - loss: 0.3707 - accuracy: 0.8189
148/296 [==============>...............] - ETA: 9s - loss: 0.3723 - accuracy: 0.8184
149/296 [==============>...............] - ETA: 9s - loss: 0.3734 - accuracy: 0.8180
150/296 [==============>...............] - ETA: 9s - loss: 0.3758 - accuracy: 0.8171
151/296 [==============>...............] - ETA: 9s - loss: 0.3762 - accuracy: 0.8162
152/296 [==============>...............] - ETA: 9s - loss: 0.3765 - accuracy: 0.8162
153/296 [==============>...............] - ETA: 9s - loss: 0.3760 - accuracy: 0.8166
154/296 [==============>...............] - ETA: 9s - loss: 0.3765 - accuracy: 0.8162
155/296 [==============>...............] - ETA: 9s - loss: 0.3759 - accuracy: 0.8169
156/296 [==============>...............] - ETA: 9s - loss: 0.3753 - accuracy: 0.8169
157/296 [==============>...............] - ETA: 9s - loss: 0.3743 - accuracy: 0.8177
158/296 [===============>..............] - ETA: 9s - loss: 0.3733 - accuracy: 0.8180
159/296 [===============>..............] - ETA: 9s - loss: 0.3747 - accuracy: 0.8176
160/296 [===============>..............] - ETA: 9s - loss: 0.3746 - accuracy: 0.8176
161/296 [===============>..............] - ETA: 9s - loss: 0.3751 - accuracy: 0.8172
162/296 [===============>..............] - ETA: 9s - loss: 0.3751 - accuracy: 0.8171
163/296 [===============>..............] - ETA: 9s - loss: 0.3756 - accuracy: 0.8163
164/296 [===============>..............] - ETA: 9s - loss: 0.3748 - accuracy: 0.8171
165/296 [===============>..............] - ETA: 9s - loss: 0.3762 - accuracy: 0.8167
166/296 [===============>..............] - ETA: 9s - loss: 0.3770 - accuracy: 0.8166
167/296 [===============>..............] - ETA: 8s - loss: 0.3784 - accuracy: 0.8162
168/296 [================>.............] - ETA: 8s - loss: 0.3801 - accuracy: 0.8151
169/296 [================>.............] - ETA: 8s - loss: 0.3802 - accuracy: 0.8147
170/296 [================>.............] - ETA: 8s - loss: 0.3794 - accuracy: 0.8151
171/296 [================>.............] - ETA: 8s - loss: 0.3788 - accuracy: 0.8158
172/296 [================>.............] - ETA: 8s - loss: 0.3787 - accuracy: 0.8158
173/296 [================>.............] - ETA: 8s - loss: 0.3791 - accuracy: 0.8158
174/296 [================>.............] - ETA: 8s - loss: 0.3791 - accuracy: 0.8161
175/296 [================>.............] - ETA: 8s - loss: 0.3787 - accuracy: 0.8161
176/296 [================>.............] - ETA: 8s - loss: 0.3787 - accuracy: 0.8161
177/296 [================>.............] - ETA: 8s - loss: 0.3786 - accuracy: 0.8160
178/296 [=================>............] - ETA: 8s - loss: 0.3786 - accuracy: 0.8164
179/296 [=================>............] - ETA: 8s - loss: 0.3786 - accuracy: 0.8156
180/296 [=================>............] - ETA: 7s - loss: 0.3791 - accuracy: 0.8153
181/296 [=================>............] - ETA: 7s - loss: 0.3792 - accuracy: 0.8149
182/296 [=================>............] - ETA: 7s - loss: 0.3792 - accuracy: 0.8146
183/296 [=================>............] - ETA: 7s - loss: 0.3798 - accuracy: 0.8142
184/296 [=================>............] - ETA: 7s - loss: 0.3792 - accuracy: 0.8149
185/296 [=================>............] - ETA: 7s - loss: 0.3792 - accuracy: 0.8149
186/296 [=================>............] - ETA: 7s - loss: 0.3790 - accuracy: 0.8149
187/296 [=================>............] - ETA: 7s - loss: 0.3789 - accuracy: 0.8152
188/296 [==================>...........] - ETA: 7s - loss: 0.3776 - accuracy: 0.8162
189/296 [==================>...........] - ETA: 7s - loss: 0.3801 - accuracy: 0.8148
190/296 [==================>...........] - ETA: 7s - loss: 0.3818 - accuracy: 0.8141
191/296 [==================>...........] - ETA: 7s - loss: 0.3810 - accuracy: 0.8148
192/296 [==================>...........] - ETA: 7s - loss: 0.3803 - accuracy: 0.8151
193/296 [==================>...........] - ETA: 6s - loss: 0.3820 - accuracy: 0.8138
194/296 [==================>...........] - ETA: 6s - loss: 0.3815 - accuracy: 0.8141
195/296 [==================>...........] - ETA: 6s - loss: 0.3815 - accuracy: 0.8147
196/296 [==================>...........] - ETA: 6s - loss: 0.3816 - accuracy: 0.8147
197/296 [==================>...........] - ETA: 6s - loss: 0.3821 - accuracy: 0.8154
198/296 [===================>..........] - ETA: 6s - loss: 0.3832 - accuracy: 0.8147
199/296 [===================>..........] - ETA: 6s - loss: 0.3828 - accuracy: 0.8153
200/296 [===================>..........] - ETA: 6s - loss: 0.3829 - accuracy: 0.8150
201/296 [===================>..........] - ETA: 6s - loss: 0.3839 - accuracy: 0.8144
202/296 [===================>..........] - ETA: 6s - loss: 0.3847 - accuracy: 0.8147
203/296 [===================>..........] - ETA: 6s - loss: 0.3840 - accuracy: 0.8153
204/296 [===================>..........] - ETA: 6s - loss: 0.3845 - accuracy: 0.8146
205/296 [===================>..........] - ETA: 6s - loss: 0.3840 - accuracy: 0.8152
206/296 [===================>..........] - ETA: 6s - loss: 0.3836 - accuracy: 0.8158
207/296 [===================>..........] - ETA: 6s - loss: 0.3829 - accuracy: 0.8167
208/296 [====================>.........] - ETA: 5s - loss: 0.3836 - accuracy: 0.8161
209/296 [====================>.........] - ETA: 5s - loss: 0.3841 - accuracy: 0.8152
210/296 [====================>.........] - ETA: 5s - loss: 0.3840 - accuracy: 0.8155
211/296 [====================>.........] - ETA: 5s - loss: 0.3840 - accuracy: 0.8158
212/296 [====================>.........] - ETA: 5s - loss: 0.3843 - accuracy: 0.8157
213/296 [====================>.........] - ETA: 5s - loss: 0.3840 - accuracy: 0.8160
214/296 [====================>.........] - ETA: 5s - loss: 0.3841 - accuracy: 0.8157
215/296 [====================>.........] - ETA: 5s - loss: 0.3834 - accuracy: 0.8163
216/296 [====================>.........] - ETA: 5s - loss: 0.3825 - accuracy: 0.8168
217/296 [====================>.........] - ETA: 5s - loss: 0.3839 - accuracy: 0.8160
218/296 [=====================>........] - ETA: 5s - loss: 0.3848 - accuracy: 0.8154
219/296 [=====================>........] - ETA: 5s - loss: 0.3839 - accuracy: 0.8159
220/296 [=====================>........] - ETA: 5s - loss: 0.3841 - accuracy: 0.8156
221/296 [=====================>........] - ETA: 5s - loss: 0.3839 - accuracy: 0.8153
222/296 [=====================>........] - ETA: 4s - loss: 0.3858 - accuracy: 0.8145
223/296 [=====================>........] - ETA: 4s - loss: 0.3867 - accuracy: 0.8142
224/296 [=====================>........] - ETA: 4s - loss: 0.3877 - accuracy: 0.8136
225/296 [=====================>........] - ETA: 4s - loss: 0.3879 - accuracy: 0.8136
226/296 [=====================>........] - ETA: 4s - loss: 0.3880 - accuracy: 0.8136
227/296 [======================>.......] - ETA: 4s - loss: 0.3879 - accuracy: 0.8136
228/296 [======================>.......] - ETA: 4s - loss: 0.3881 - accuracy: 0.8133
229/296 [======================>.......] - ETA: 4s - loss: 0.3873 - accuracy: 0.8136
230/296 [======================>.......] - ETA: 4s - loss: 0.3874 - accuracy: 0.8139
231/296 [======================>.......] - ETA: 4s - loss: 0.3885 - accuracy: 0.8133
232/296 [======================>.......] - ETA: 4s - loss: 0.3880 - accuracy: 0.8138
233/296 [======================>.......] - ETA: 4s - loss: 0.3871 - accuracy: 0.8144
234/296 [======================>.......] - ETA: 4s - loss: 0.3880 - accuracy: 0.8138
235/296 [======================>.......] - ETA: 4s - loss: 0.3877 - accuracy: 0.8138
236/296 [======================>.......] - ETA: 3s - loss: 0.3872 - accuracy: 0.8144
237/296 [=======================>......] - ETA: 3s - loss: 0.3863 - accuracy: 0.8149
238/296 [=======================>......] - ETA: 3s - loss: 0.3856 - accuracy: 0.8154
239/296 [=======================>......] - ETA: 3s - loss: 0.3860 - accuracy: 0.8149
240/296 [=======================>......] - ETA: 3s - loss: 0.3852 - accuracy: 0.8154
241/296 [=======================>......] - ETA: 3s - loss: 0.3855 - accuracy: 0.8156
242/296 [=======================>......] - ETA: 3s - loss: 0.3852 - accuracy: 0.8159
243/296 [=======================>......] - ETA: 3s - loss: 0.3855 - accuracy: 0.8158
244/296 [=======================>......] - ETA: 3s - loss: 0.3856 - accuracy: 0.8156
245/296 [=======================>......] - ETA: 3s - loss: 0.3859 - accuracy: 0.8156
246/296 [=======================>......] - ETA: 3s - loss: 0.3860 - accuracy: 0.8153
247/296 [========================>.....] - ETA: 3s - loss: 0.3866 - accuracy: 0.8148
248/296 [========================>.....] - ETA: 3s - loss: 0.3859 - accuracy: 0.8155
249/296 [========================>.....] - ETA: 3s - loss: 0.3859 - accuracy: 0.8150
250/296 [========================>.....] - ETA: 3s - loss: 0.3852 - accuracy: 0.8155
251/296 [========================>.....] - ETA: 2s - loss: 0.3860 - accuracy: 0.8147
252/296 [========================>.....] - ETA: 2s - loss: 0.3862 - accuracy: 0.8145
253/296 [========================>.....] - ETA: 2s - loss: 0.3863 - accuracy: 0.8145
254/296 [========================>.....] - ETA: 2s - loss: 0.3858 - accuracy: 0.8150
255/296 [========================>.....] - ETA: 2s - loss: 0.3857 - accuracy: 0.8152
256/296 [========================>.....] - ETA: 2s - loss: 0.3855 - accuracy: 0.8152
257/296 [=========================>....] - ETA: 2s - loss: 0.3855 - accuracy: 0.8152
258/296 [=========================>....] - ETA: 2s - loss: 0.3866 - accuracy: 0.8149
259/296 [=========================>....] - ETA: 2s - loss: 0.3871 - accuracy: 0.8149
260/296 [=========================>....] - ETA: 2s - loss: 0.3874 - accuracy: 0.8149
261/296 [=========================>....] - ETA: 2s - loss: 0.3869 - accuracy: 0.8151
262/296 [=========================>....] - ETA: 2s - loss: 0.3866 - accuracy: 0.8149
263/296 [=========================>....] - ETA: 2s - loss: 0.3869 - accuracy: 0.8149
264/296 [=========================>....] - ETA: 2s - loss: 0.3876 - accuracy: 0.8146
265/296 [=========================>....] - ETA: 2s - loss: 0.3879 - accuracy: 0.8146
266/296 [=========================>....] - ETA: 1s - loss: 0.3872 - accuracy: 0.8151
267/296 [==========================>...] - ETA: 1s - loss: 0.3872 - accuracy: 0.8153
268/296 [==========================>...] - ETA: 1s - loss: 0.3879 - accuracy: 0.8146
269/296 [==========================>...] - ETA: 1s - loss: 0.3874 - accuracy: 0.8151
270/296 [==========================>...] - ETA: 1s - loss: 0.3871 - accuracy: 0.8148
271/296 [==========================>...] - ETA: 1s - loss: 0.3870 - accuracy: 0.8148
272/296 [==========================>...] - ETA: 1s - loss: 0.3867 - accuracy: 0.8150
273/296 [==========================>...] - ETA: 1s - loss: 0.3859 - accuracy: 0.8155
274/296 [==========================>...] - ETA: 1s - loss: 0.3859 - accuracy: 0.8155
275/296 [==========================>...] - ETA: 1s - loss: 0.3856 - accuracy: 0.8157
276/296 [==========================>...] - ETA: 1s - loss: 0.3847 - accuracy: 0.8163
277/296 [===========================>..] - ETA: 1s - loss: 0.3862 - accuracy: 0.8157
278/296 [===========================>..] - ETA: 1s - loss: 0.3862 - accuracy: 0.8154
279/296 [===========================>..] - ETA: 1s - loss: 0.3862 - accuracy: 0.8154
280/296 [===========================>..] - ETA: 1s - loss: 0.3856 - accuracy: 0.8156
281/296 [===========================>..] - ETA: 0s - loss: 0.3865 - accuracy: 0.8154
282/296 [===========================>..] - ETA: 0s - loss: 0.3873 - accuracy: 0.8149
283/296 [===========================>..] - ETA: 0s - loss: 0.3871 - accuracy: 0.8149
284/296 [===========================>..] - ETA: 0s - loss: 0.3872 - accuracy: 0.8149
285/296 [===========================>..] - ETA: 0s - loss: 0.3871 - accuracy: 0.8151
286/296 [===========================>..] - ETA: 0s - loss: 0.3871 - accuracy: 0.8156
287/296 [============================>.] - ETA: 0s - loss: 0.3873 - accuracy: 0.8153
288/296 [============================>.] - ETA: 0s - loss: 0.3871 - accuracy: 0.8155
289/296 [============================>.] - ETA: 0s - loss: 0.3868 - accuracy: 0.8160
290/296 [============================>.] - ETA: 0s - loss: 0.3870 - accuracy: 0.8157
291/296 [============================>.] - ETA: 0s - loss: 0.3869 - accuracy: 0.8159
292/296 [============================>.] - ETA: 0s - loss: 0.3867 - accuracy: 0.8159
293/296 [============================>.] - ETA: 0s - loss: 0.3868 - accuracy: 0.8159
294/296 [============================>.] - ETA: 0s - loss: 0.3870 - accuracy: 0.8159
295/296 [============================>.] - ETA: 0s - loss: 0.3871 - accuracy: 0.8157
296/296 [==============================] - 19s 65ms/step - loss: 0.3870 - accuracy: 0.8157

296/296 [==============================] - 21s 70ms/step - loss: 0.3870 - accuracy: 0.8157 - val_loss: 0.3840 - val_accuracy: 0.8193
Epoch 19/50

  1/296 [..............................] - ETA: 17s - loss: 0.2960 - accuracy: 0.8750
  2/296 [..............................] - ETA: 17s - loss: 0.3093 - accuracy: 0.8750
  3/296 [..............................] - ETA: 17s - loss: 0.2823 - accuracy: 0.8958
  4/296 [..............................] - ETA: 17s - loss: 0.3255 - accuracy: 0.8750
  5/296 [..............................] - ETA: 17s - loss: 0.2968 - accuracy: 0.8875
  6/296 [..............................] - ETA: 17s - loss: 0.3414 - accuracy: 0.8438
  7/296 [..............................] - ETA: 17s - loss: 0.3577 - accuracy: 0.8393
  8/296 [..............................] - ETA: 17s - loss: 0.3398 - accuracy: 0.8516
  9/296 [..............................] - ETA: 17s - loss: 0.3472 - accuracy: 0.8472
 10/296 [>.............................] - ETA: 17s - loss: 0.3347 - accuracy: 0.8562
 11/296 [>.............................] - ETA: 17s - loss: 0.3419 - accuracy: 0.8580
 12/296 [>.............................] - ETA: 17s - loss: 0.3347 - accuracy: 0.8490
 13/296 [>.............................] - ETA: 17s - loss: 0.3340 - accuracy: 0.8462
 14/296 [>.............................] - ETA: 17s - loss: 0.3333 - accuracy: 0.8438
 15/296 [>.............................] - ETA: 17s - loss: 0.3315 - accuracy: 0.8500
 16/296 [>.............................] - ETA: 16s - loss: 0.3490 - accuracy: 0.8359
 17/296 [>.............................] - ETA: 16s - loss: 0.3484 - accuracy: 0.8382
 18/296 [>.............................] - ETA: 16s - loss: 0.3566 - accuracy: 0.8368
 19/296 [>.............................] - ETA: 16s - loss: 0.3636 - accuracy: 0.8322
 20/296 [=>............................] - ETA: 16s - loss: 0.3703 - accuracy: 0.8281
 21/296 [=>............................] - ETA: 16s - loss: 0.3718 - accuracy: 0.8244
 22/296 [=>............................] - ETA: 16s - loss: 0.3773 - accuracy: 0.8182
 23/296 [=>............................] - ETA: 16s - loss: 0.3744 - accuracy: 0.8207
 24/296 [=>............................] - ETA: 16s - loss: 0.3701 - accuracy: 0.8255
 25/296 [=>............................] - ETA: 16s - loss: 0.3671 - accuracy: 0.8225
 26/296 [=>............................] - ETA: 16s - loss: 0.3598 - accuracy: 0.8269
 27/296 [=>............................] - ETA: 16s - loss: 0.3622 - accuracy: 0.8264
 28/296 [=>............................] - ETA: 16s - loss: 0.3649 - accuracy: 0.8281
 29/296 [=>............................] - ETA: 16s - loss: 0.3651 - accuracy: 0.8297
 30/296 [==>...........................] - ETA: 16s - loss: 0.3712 - accuracy: 0.8250
 31/296 [==>...........................] - ETA: 16s - loss: 0.3740 - accuracy: 0.8246
 32/296 [==>...........................] - ETA: 15s - loss: 0.3822 - accuracy: 0.8203
 33/296 [==>...........................] - ETA: 15s - loss: 0.3813 - accuracy: 0.8182
 34/296 [==>...........................] - ETA: 15s - loss: 0.3850 - accuracy: 0.8143
 35/296 [==>...........................] - ETA: 15s - loss: 0.3812 - accuracy: 0.8143
 36/296 [==>...........................] - ETA: 15s - loss: 0.3786 - accuracy: 0.8142
 37/296 [==>...........................] - ETA: 15s - loss: 0.3831 - accuracy: 0.8108
 38/296 [==>...........................] - ETA: 15s - loss: 0.3850 - accuracy: 0.8109
 39/296 [==>...........................] - ETA: 15s - loss: 0.3842 - accuracy: 0.8109
 40/296 [===>..........................] - ETA: 15s - loss: 0.3815 - accuracy: 0.8141
 41/296 [===>..........................] - ETA: 15s - loss: 0.3797 - accuracy: 0.8155
 42/296 [===>..........................] - ETA: 15s - loss: 0.3815 - accuracy: 0.8155
 43/296 [===>..........................] - ETA: 15s - loss: 0.3832 - accuracy: 0.8154
 44/296 [===>..........................] - ETA: 15s - loss: 0.3806 - accuracy: 0.8168
 45/296 [===>..........................] - ETA: 15s - loss: 0.3807 - accuracy: 0.8153
 46/296 [===>..........................] - ETA: 15s - loss: 0.3769 - accuracy: 0.8193
 47/296 [===>..........................] - ETA: 15s - loss: 0.3776 - accuracy: 0.8178
 48/296 [===>..........................] - ETA: 14s - loss: 0.3752 - accuracy: 0.8190
 49/296 [===>..........................] - ETA: 14s - loss: 0.3744 - accuracy: 0.8214
 50/296 [====>.........................] - ETA: 14s - loss: 0.3750 - accuracy: 0.8225
 51/296 [====>.........................] - ETA: 14s - loss: 0.3788 - accuracy: 0.8199
 52/296 [====>.........................] - ETA: 14s - loss: 0.3732 - accuracy: 0.8221
 53/296 [====>.........................] - ETA: 14s - loss: 0.3721 - accuracy: 0.8219
 54/296 [====>.........................] - ETA: 14s - loss: 0.3702 - accuracy: 0.8229
 55/296 [====>.........................] - ETA: 14s - loss: 0.3684 - accuracy: 0.8227
 56/296 [====>.........................] - ETA: 14s - loss: 0.3696 - accuracy: 0.8237
 57/296 [====>.........................] - ETA: 14s - loss: 0.3700 - accuracy: 0.8224
 58/296 [====>.........................] - ETA: 14s - loss: 0.3724 - accuracy: 0.8222
 59/296 [====>.........................] - ETA: 14s - loss: 0.3702 - accuracy: 0.8231
 60/296 [=====>........................] - ETA: 14s - loss: 0.3716 - accuracy: 0.8208
 61/296 [=====>........................] - ETA: 14s - loss: 0.3733 - accuracy: 0.8207
 62/296 [=====>........................] - ETA: 14s - loss: 0.3734 - accuracy: 0.8216
 63/296 [=====>........................] - ETA: 14s - loss: 0.3738 - accuracy: 0.8204
 64/296 [=====>........................] - ETA: 13s - loss: 0.3708 - accuracy: 0.8232
 65/296 [=====>........................] - ETA: 13s - loss: 0.3702 - accuracy: 0.8240
 66/296 [=====>........................] - ETA: 13s - loss: 0.3690 - accuracy: 0.8248
 67/296 [=====>........................] - ETA: 13s - loss: 0.3706 - accuracy: 0.8237
 68/296 [=====>........................] - ETA: 13s - loss: 0.3703 - accuracy: 0.8235
 69/296 [=====>........................] - ETA: 13s - loss: 0.3724 - accuracy: 0.8207
 70/296 [======>.......................] - ETA: 13s - loss: 0.3738 - accuracy: 0.8205
 71/296 [======>.......................] - ETA: 13s - loss: 0.3714 - accuracy: 0.8213
 72/296 [======>.......................] - ETA: 13s - loss: 0.3712 - accuracy: 0.8220
 73/296 [======>.......................] - ETA: 13s - loss: 0.3740 - accuracy: 0.8219
 74/296 [======>.......................] - ETA: 13s - loss: 0.3775 - accuracy: 0.8218
 75/296 [======>.......................] - ETA: 13s - loss: 0.3778 - accuracy: 0.8217
 76/296 [======>.......................] - ETA: 13s - loss: 0.3788 - accuracy: 0.8215
 77/296 [======>.......................] - ETA: 13s - loss: 0.3766 - accuracy: 0.8231
 78/296 [======>.......................] - ETA: 13s - loss: 0.3767 - accuracy: 0.8229
 79/296 [=======>......................] - ETA: 13s - loss: 0.3747 - accuracy: 0.8244
 80/296 [=======>......................] - ETA: 13s - loss: 0.3746 - accuracy: 0.8234
 81/296 [=======>......................] - ETA: 13s - loss: 0.3745 - accuracy: 0.8233
 82/296 [=======>......................] - ETA: 12s - loss: 0.3736 - accuracy: 0.8239
 83/296 [=======>......................] - ETA: 12s - loss: 0.3750 - accuracy: 0.8223
 84/296 [=======>......................] - ETA: 12s - loss: 0.3775 - accuracy: 0.8222
 85/296 [=======>......................] - ETA: 12s - loss: 0.3775 - accuracy: 0.8221
 86/296 [=======>......................] - ETA: 12s - loss: 0.3811 - accuracy: 0.8212
 87/296 [=======>......................] - ETA: 12s - loss: 0.3787 - accuracy: 0.8233
 88/296 [=======>......................] - ETA: 12s - loss: 0.3795 - accuracy: 0.8232
 89/296 [========>.....................] - ETA: 12s - loss: 0.3783 - accuracy: 0.8244
 90/296 [========>.....................] - ETA: 12s - loss: 0.3805 - accuracy: 0.8229
 91/296 [========>.....................] - ETA: 12s - loss: 0.3803 - accuracy: 0.8214
 92/296 [========>.....................] - ETA: 12s - loss: 0.3815 - accuracy: 0.8207
 93/296 [========>.....................] - ETA: 12s - loss: 0.3810 - accuracy: 0.8206
 94/296 [========>.....................] - ETA: 12s - loss: 0.3808 - accuracy: 0.8211
 95/296 [========>.....................] - ETA: 12s - loss: 0.3804 - accuracy: 0.8230
 96/296 [========>.....................] - ETA: 12s - loss: 0.3797 - accuracy: 0.8236
 97/296 [========>.....................] - ETA: 12s - loss: 0.3805 - accuracy: 0.8222
 98/296 [========>.....................] - ETA: 11s - loss: 0.3807 - accuracy: 0.8214
 99/296 [=========>....................] - ETA: 11s - loss: 0.3803 - accuracy: 0.8220
100/296 [=========>....................] - ETA: 11s - loss: 0.3805 - accuracy: 0.8225
101/296 [=========>....................] - ETA: 11s - loss: 0.3798 - accuracy: 0.8224
102/296 [=========>....................] - ETA: 11s - loss: 0.3780 - accuracy: 0.8235
103/296 [=========>....................] - ETA: 11s - loss: 0.3769 - accuracy: 0.8240
104/296 [=========>....................] - ETA: 11s - loss: 0.3770 - accuracy: 0.8245
105/296 [=========>....................] - ETA: 11s - loss: 0.3774 - accuracy: 0.8244
106/296 [=========>....................] - ETA: 11s - loss: 0.3791 - accuracy: 0.8237
107/296 [=========>....................] - ETA: 11s - loss: 0.3796 - accuracy: 0.8236
108/296 [=========>....................] - ETA: 11s - loss: 0.3783 - accuracy: 0.8247
109/296 [==========>...................] - ETA: 11s - loss: 0.3776 - accuracy: 0.8245
110/296 [==========>...................] - ETA: 11s - loss: 0.3769 - accuracy: 0.8250
111/296 [==========>...................] - ETA: 11s - loss: 0.3767 - accuracy: 0.8255
112/296 [==========>...................] - ETA: 11s - loss: 0.3782 - accuracy: 0.8248
113/296 [==========>...................] - ETA: 11s - loss: 0.3776 - accuracy: 0.8247
114/296 [==========>...................] - ETA: 11s - loss: 0.3792 - accuracy: 0.8235
115/296 [==========>...................] - ETA: 10s - loss: 0.3788 - accuracy: 0.8239
116/296 [==========>...................] - ETA: 10s - loss: 0.3780 - accuracy: 0.8244
117/296 [==========>...................] - ETA: 10s - loss: 0.3786 - accuracy: 0.8226
118/296 [==========>...................] - ETA: 10s - loss: 0.3786 - accuracy: 0.8226
119/296 [===========>..................] - ETA: 10s - loss: 0.3778 - accuracy: 0.8225
120/296 [===========>..................] - ETA: 10s - loss: 0.3786 - accuracy: 0.8214
121/296 [===========>..................] - ETA: 10s - loss: 0.3787 - accuracy: 0.8208
122/296 [===========>..................] - ETA: 10s - loss: 0.3810 - accuracy: 0.8186
123/296 [===========>..................] - ETA: 10s - loss: 0.3806 - accuracy: 0.8191
124/296 [===========>..................] - ETA: 10s - loss: 0.3821 - accuracy: 0.8180
125/296 [===========>..................] - ETA: 10s - loss: 0.3822 - accuracy: 0.8175
126/296 [===========>..................] - ETA: 10s - loss: 0.3831 - accuracy: 0.8170
127/296 [===========>..................] - ETA: 10s - loss: 0.3838 - accuracy: 0.8164
128/296 [===========>..................] - ETA: 10s - loss: 0.3829 - accuracy: 0.8164
129/296 [============>.................] - ETA: 10s - loss: 0.3834 - accuracy: 0.8164
130/296 [============>.................] - ETA: 10s - loss: 0.3832 - accuracy: 0.8168
131/296 [============>.................] - ETA: 9s - loss: 0.3830 - accuracy: 0.8168 
132/296 [============>.................] - ETA: 9s - loss: 0.3829 - accuracy: 0.8172
133/296 [============>.................] - ETA: 9s - loss: 0.3825 - accuracy: 0.8177
134/296 [============>.................] - ETA: 9s - loss: 0.3828 - accuracy: 0.8176
135/296 [============>.................] - ETA: 9s - loss: 0.3837 - accuracy: 0.8167
136/296 [============>.................] - ETA: 9s - loss: 0.3839 - accuracy: 0.8171
137/296 [============>.................] - ETA: 9s - loss: 0.3839 - accuracy: 0.8171
138/296 [============>.................] - ETA: 9s - loss: 0.3827 - accuracy: 0.8175
139/296 [=============>................] - ETA: 9s - loss: 0.3852 - accuracy: 0.8165
140/296 [=============>................] - ETA: 9s - loss: 0.3843 - accuracy: 0.8170
141/296 [=============>................] - ETA: 9s - loss: 0.3849 - accuracy: 0.8165
142/296 [=============>................] - ETA: 9s - loss: 0.3857 - accuracy: 0.8160
143/296 [=============>................] - ETA: 9s - loss: 0.3845 - accuracy: 0.8169
144/296 [=============>................] - ETA: 9s - loss: 0.3851 - accuracy: 0.8168
145/296 [=============>................] - ETA: 9s - loss: 0.3847 - accuracy: 0.8172
146/296 [=============>................] - ETA: 9s - loss: 0.3846 - accuracy: 0.8172
147/296 [=============>................] - ETA: 8s - loss: 0.3843 - accuracy: 0.8176
148/296 [==============>...............] - ETA: 8s - loss: 0.3837 - accuracy: 0.8180
149/296 [==============>...............] - ETA: 8s - loss: 0.3845 - accuracy: 0.8171
150/296 [==============>...............] - ETA: 8s - loss: 0.3843 - accuracy: 0.8175
151/296 [==============>...............] - ETA: 8s - loss: 0.3855 - accuracy: 0.8175
152/296 [==============>...............] - ETA: 8s - loss: 0.3864 - accuracy: 0.8158
153/296 [==============>...............] - ETA: 8s - loss: 0.3862 - accuracy: 0.8162
154/296 [==============>...............] - ETA: 8s - loss: 0.3845 - accuracy: 0.8174
155/296 [==============>...............] - ETA: 8s - loss: 0.3832 - accuracy: 0.8181
156/296 [==============>...............] - ETA: 8s - loss: 0.3823 - accuracy: 0.8189
157/296 [==============>...............] - ETA: 8s - loss: 0.3827 - accuracy: 0.8193
158/296 [===============>..............] - ETA: 8s - loss: 0.3829 - accuracy: 0.8196
159/296 [===============>..............] - ETA: 8s - loss: 0.3848 - accuracy: 0.8188
160/296 [===============>..............] - ETA: 8s - loss: 0.3843 - accuracy: 0.8188
161/296 [===============>..............] - ETA: 8s - loss: 0.3832 - accuracy: 0.8195
162/296 [===============>..............] - ETA: 8s - loss: 0.3838 - accuracy: 0.8191
163/296 [===============>..............] - ETA: 8s - loss: 0.3831 - accuracy: 0.8194
164/296 [===============>..............] - ETA: 7s - loss: 0.3841 - accuracy: 0.8182
165/296 [===============>..............] - ETA: 7s - loss: 0.3835 - accuracy: 0.8186
166/296 [===============>..............] - ETA: 7s - loss: 0.3846 - accuracy: 0.8178
167/296 [===============>..............] - ETA: 7s - loss: 0.3846 - accuracy: 0.8177
168/296 [================>.............] - ETA: 7s - loss: 0.3846 - accuracy: 0.8177
169/296 [================>.............] - ETA: 7s - loss: 0.3842 - accuracy: 0.8184
170/296 [================>.............] - ETA: 7s - loss: 0.3834 - accuracy: 0.8188
171/296 [================>.............] - ETA: 7s - loss: 0.3840 - accuracy: 0.8183
172/296 [================>.............] - ETA: 7s - loss: 0.3846 - accuracy: 0.8180
173/296 [================>.............] - ETA: 7s - loss: 0.3841 - accuracy: 0.8179
174/296 [================>.............] - ETA: 7s - loss: 0.3841 - accuracy: 0.8175
175/296 [================>.............] - ETA: 7s - loss: 0.3833 - accuracy: 0.8182
176/296 [================>.............] - ETA: 7s - loss: 0.3830 - accuracy: 0.8189
177/296 [================>.............] - ETA: 7s - loss: 0.3820 - accuracy: 0.8199
178/296 [=================>............] - ETA: 7s - loss: 0.3812 - accuracy: 0.8209
179/296 [=================>............] - ETA: 7s - loss: 0.3820 - accuracy: 0.8209
180/296 [=================>............] - ETA: 6s - loss: 0.3816 - accuracy: 0.8212
181/296 [=================>............] - ETA: 6s - loss: 0.3811 - accuracy: 0.8218
182/296 [=================>............] - ETA: 6s - loss: 0.3809 - accuracy: 0.8218
183/296 [=================>............] - ETA: 6s - loss: 0.3806 - accuracy: 0.8217
184/296 [=================>............] - ETA: 6s - loss: 0.3800 - accuracy: 0.8220
185/296 [=================>............] - ETA: 6s - loss: 0.3800 - accuracy: 0.8220
186/296 [=================>............] - ETA: 6s - loss: 0.3812 - accuracy: 0.8212
187/296 [=================>............] - ETA: 6s - loss: 0.3820 - accuracy: 0.8209
188/296 [==================>...........] - ETA: 6s - loss: 0.3824 - accuracy: 0.8205
189/296 [==================>...........] - ETA: 6s - loss: 0.3819 - accuracy: 0.8208
190/296 [==================>...........] - ETA: 6s - loss: 0.3809 - accuracy: 0.8217
191/296 [==================>...........] - ETA: 6s - loss: 0.3809 - accuracy: 0.8217
192/296 [==================>...........] - ETA: 6s - loss: 0.3806 - accuracy: 0.8219
193/296 [==================>...........] - ETA: 6s - loss: 0.3812 - accuracy: 0.8222
194/296 [==================>...........] - ETA: 6s - loss: 0.3809 - accuracy: 0.8218
195/296 [==================>...........] - ETA: 6s - loss: 0.3808 - accuracy: 0.8215
196/296 [==================>...........] - ETA: 6s - loss: 0.3808 - accuracy: 0.8217
197/296 [==================>...........] - ETA: 5s - loss: 0.3810 - accuracy: 0.8214
198/296 [===================>..........] - ETA: 5s - loss: 0.3812 - accuracy: 0.8210
199/296 [===================>..........] - ETA: 5s - loss: 0.3809 - accuracy: 0.8213
200/296 [===================>..........] - ETA: 5s - loss: 0.3805 - accuracy: 0.8219
201/296 [===================>..........] - ETA: 5s - loss: 0.3809 - accuracy: 0.8215
202/296 [===================>..........] - ETA: 5s - loss: 0.3806 - accuracy: 0.8218
203/296 [===================>..........] - ETA: 5s - loss: 0.3798 - accuracy: 0.8224
204/296 [===================>..........] - ETA: 5s - loss: 0.3794 - accuracy: 0.8223
205/296 [===================>..........] - ETA: 5s - loss: 0.3806 - accuracy: 0.8220
206/296 [===================>..........] - ETA: 5s - loss: 0.3803 - accuracy: 0.8219
207/296 [===================>..........] - ETA: 5s - loss: 0.3814 - accuracy: 0.8213
208/296 [====================>.........] - ETA: 5s - loss: 0.3801 - accuracy: 0.8221
209/296 [====================>.........] - ETA: 5s - loss: 0.3790 - accuracy: 0.8227
210/296 [====================>.........] - ETA: 5s - loss: 0.3778 - accuracy: 0.8235
211/296 [====================>.........] - ETA: 5s - loss: 0.3768 - accuracy: 0.8241
212/296 [====================>.........] - ETA: 5s - loss: 0.3780 - accuracy: 0.8231
213/296 [====================>.........] - ETA: 5s - loss: 0.3775 - accuracy: 0.8234
214/296 [====================>.........] - ETA: 4s - loss: 0.3778 - accuracy: 0.8230
215/296 [====================>.........] - ETA: 4s - loss: 0.3784 - accuracy: 0.8227
216/296 [====================>.........] - ETA: 4s - loss: 0.3780 - accuracy: 0.8229
217/296 [====================>.........] - ETA: 4s - loss: 0.3787 - accuracy: 0.8226
218/296 [=====================>........] - ETA: 4s - loss: 0.3785 - accuracy: 0.8222
219/296 [=====================>........] - ETA: 4s - loss: 0.3796 - accuracy: 0.8216
220/296 [=====================>........] - ETA: 4s - loss: 0.3798 - accuracy: 0.8216
221/296 [=====================>........] - ETA: 4s - loss: 0.3802 - accuracy: 0.8213
222/296 [=====================>........] - ETA: 4s - loss: 0.3812 - accuracy: 0.8201
223/296 [=====================>........] - ETA: 4s - loss: 0.3815 - accuracy: 0.8198
224/296 [=====================>........] - ETA: 4s - loss: 0.3818 - accuracy: 0.8192
225/296 [=====================>........] - ETA: 4s - loss: 0.3814 - accuracy: 0.8200
226/296 [=====================>........] - ETA: 4s - loss: 0.3815 - accuracy: 0.8197
227/296 [======================>.......] - ETA: 4s - loss: 0.3814 - accuracy: 0.8197
228/296 [======================>.......] - ETA: 4s - loss: 0.3811 - accuracy: 0.8196
229/296 [======================>.......] - ETA: 4s - loss: 0.3812 - accuracy: 0.8193
230/296 [======================>.......] - ETA: 3s - loss: 0.3819 - accuracy: 0.8188
231/296 [======================>.......] - ETA: 3s - loss: 0.3813 - accuracy: 0.8190
232/296 [======================>.......] - ETA: 3s - loss: 0.3809 - accuracy: 0.8192
233/296 [======================>.......] - ETA: 3s - loss: 0.3811 - accuracy: 0.8192
234/296 [======================>.......] - ETA: 3s - loss: 0.3811 - accuracy: 0.8189
235/296 [======================>.......] - ETA: 3s - loss: 0.3801 - accuracy: 0.8197
236/296 [======================>.......] - ETA: 3s - loss: 0.3802 - accuracy: 0.8194
237/296 [=======================>......] - ETA: 3s - loss: 0.3799 - accuracy: 0.8196
238/296 [=======================>......] - ETA: 3s - loss: 0.3795 - accuracy: 0.8196
239/296 [=======================>......] - ETA: 3s - loss: 0.3786 - accuracy: 0.8198
240/296 [=======================>......] - ETA: 3s - loss: 0.3787 - accuracy: 0.8193
241/296 [=======================>......] - ETA: 3s - loss: 0.3777 - accuracy: 0.8200
242/296 [=======================>......] - ETA: 3s - loss: 0.3783 - accuracy: 0.8197
243/296 [=======================>......] - ETA: 3s - loss: 0.3784 - accuracy: 0.8197
244/296 [=======================>......] - ETA: 3s - loss: 0.3786 - accuracy: 0.8197
245/296 [=======================>......] - ETA: 3s - loss: 0.3778 - accuracy: 0.8202
246/296 [=======================>......] - ETA: 3s - loss: 0.3780 - accuracy: 0.8196
247/296 [========================>.....] - ETA: 2s - loss: 0.3776 - accuracy: 0.8203
248/296 [========================>.....] - ETA: 2s - loss: 0.3772 - accuracy: 0.8203
249/296 [========================>.....] - ETA: 2s - loss: 0.3773 - accuracy: 0.8200
250/296 [========================>.....] - ETA: 2s - loss: 0.3778 - accuracy: 0.8195
251/296 [========================>.....] - ETA: 2s - loss: 0.3794 - accuracy: 0.8185
252/296 [========================>.....] - ETA: 2s - loss: 0.3804 - accuracy: 0.8175
253/296 [========================>.....] - ETA: 2s - loss: 0.3804 - accuracy: 0.8174
254/296 [========================>.....] - ETA: 2s - loss: 0.3803 - accuracy: 0.8169
255/296 [========================>.....] - ETA: 2s - loss: 0.3801 - accuracy: 0.8169
256/296 [========================>.....] - ETA: 2s - loss: 0.3802 - accuracy: 0.8169
257/296 [=========================>....] - ETA: 2s - loss: 0.3799 - accuracy: 0.8169
258/296 [=========================>....] - ETA: 2s - loss: 0.3806 - accuracy: 0.8171
259/296 [=========================>....] - ETA: 2s - loss: 0.3801 - accuracy: 0.8171
260/296 [=========================>....] - ETA: 2s - loss: 0.3810 - accuracy: 0.8163
261/296 [=========================>....] - ETA: 2s - loss: 0.3813 - accuracy: 0.8163
262/296 [=========================>....] - ETA: 2s - loss: 0.3815 - accuracy: 0.8156
263/296 [=========================>....] - ETA: 1s - loss: 0.3816 - accuracy: 0.8156
264/296 [=========================>....] - ETA: 1s - loss: 0.3815 - accuracy: 0.8158
265/296 [=========================>....] - ETA: 1s - loss: 0.3815 - accuracy: 0.8163
266/296 [=========================>....] - ETA: 1s - loss: 0.3815 - accuracy: 0.8163
267/296 [==========================>...] - ETA: 1s - loss: 0.3815 - accuracy: 0.8162
268/296 [==========================>...] - ETA: 1s - loss: 0.3814 - accuracy: 0.8162
269/296 [==========================>...] - ETA: 1s - loss: 0.3816 - accuracy: 0.8162
270/296 [==========================>...] - ETA: 1s - loss: 0.3812 - accuracy: 0.8167
271/296 [==========================>...] - ETA: 1s - loss: 0.3815 - accuracy: 0.8167
272/296 [==========================>...] - ETA: 1s - loss: 0.3824 - accuracy: 0.8169
273/296 [==========================>...] - ETA: 1s - loss: 0.3824 - accuracy: 0.8168
274/296 [==========================>...] - ETA: 1s - loss: 0.3829 - accuracy: 0.8161
275/296 [==========================>...] - ETA: 1s - loss: 0.3829 - accuracy: 0.8164
276/296 [==========================>...] - ETA: 1s - loss: 0.3831 - accuracy: 0.8159
277/296 [===========================>..] - ETA: 1s - loss: 0.3835 - accuracy: 0.8159
278/296 [===========================>..] - ETA: 1s - loss: 0.3834 - accuracy: 0.8159
279/296 [===========================>..] - ETA: 1s - loss: 0.3830 - accuracy: 0.8159
280/296 [===========================>..] - ETA: 0s - loss: 0.3834 - accuracy: 0.8158
281/296 [===========================>..] - ETA: 0s - loss: 0.3828 - accuracy: 0.8158
282/296 [===========================>..] - ETA: 0s - loss: 0.3825 - accuracy: 0.8160
283/296 [===========================>..] - ETA: 0s - loss: 0.3833 - accuracy: 0.8160
284/296 [===========================>..] - ETA: 0s - loss: 0.3835 - accuracy: 0.8160
285/296 [===========================>..] - ETA: 0s - loss: 0.3833 - accuracy: 0.8160
286/296 [===========================>..] - ETA: 0s - loss: 0.3849 - accuracy: 0.8156
287/296 [============================>.] - ETA: 0s - loss: 0.3854 - accuracy: 0.8158
288/296 [============================>.] - ETA: 0s - loss: 0.3852 - accuracy: 0.8160
289/296 [============================>.] - ETA: 0s - loss: 0.3846 - accuracy: 0.8164
290/296 [============================>.] - ETA: 0s - loss: 0.3843 - accuracy: 0.8164
291/296 [============================>.] - ETA: 0s - loss: 0.3853 - accuracy: 0.8162
292/296 [============================>.] - ETA: 0s - loss: 0.3859 - accuracy: 0.8161
293/296 [============================>.] - ETA: 0s - loss: 0.3857 - accuracy: 0.8163
294/296 [============================>.] - ETA: 0s - loss: 0.3857 - accuracy: 0.8163
295/296 [============================>.] - ETA: 0s - loss: 0.3867 - accuracy: 0.8159
296/296 [==============================] - 18s 60ms/step - loss: 0.3866 - accuracy: 0.8161

296/296 [==============================] - 19s 65ms/step - loss: 0.3866 - accuracy: 0.8161 - val_loss: 0.3747 - val_accuracy: 0.8256
Epoch 20/50

  1/296 [..............................] - ETA: 16s - loss: 0.5119 - accuracy: 0.7500
  2/296 [..............................] - ETA: 17s - loss: 0.3955 - accuracy: 0.7812
  3/296 [..............................] - ETA: 18s - loss: 0.3255 - accuracy: 0.8333
  4/296 [..............................] - ETA: 18s - loss: 0.2978 - accuracy: 0.8594
  5/296 [..............................] - ETA: 18s - loss: 0.4179 - accuracy: 0.8125
  6/296 [..............................] - ETA: 18s - loss: 0.3876 - accuracy: 0.8333
  7/296 [..............................] - ETA: 18s - loss: 0.3762 - accuracy: 0.8482
  8/296 [..............................] - ETA: 18s - loss: 0.3993 - accuracy: 0.8281
  9/296 [..............................] - ETA: 18s - loss: 0.3936 - accuracy: 0.8333
 10/296 [>.............................] - ETA: 18s - loss: 0.4041 - accuracy: 0.8188
 11/296 [>.............................] - ETA: 18s - loss: 0.3892 - accuracy: 0.8295
 12/296 [>.............................] - ETA: 18s - loss: 0.3773 - accuracy: 0.8385
 13/296 [>.............................] - ETA: 18s - loss: 0.3786 - accuracy: 0.8365
 14/296 [>.............................] - ETA: 18s - loss: 0.3803 - accuracy: 0.8348
 15/296 [>.............................] - ETA: 18s - loss: 0.3989 - accuracy: 0.8208
 16/296 [>.............................] - ETA: 17s - loss: 0.3977 - accuracy: 0.8203
 17/296 [>.............................] - ETA: 17s - loss: 0.3931 - accuracy: 0.8235
 18/296 [>.............................] - ETA: 17s - loss: 0.3847 - accuracy: 0.8229
 19/296 [>.............................] - ETA: 17s - loss: 0.3764 - accuracy: 0.8322
 20/296 [=>............................] - ETA: 17s - loss: 0.3801 - accuracy: 0.8313
 21/296 [=>............................] - ETA: 17s - loss: 0.3869 - accuracy: 0.8274
 22/296 [=>............................] - ETA: 17s - loss: 0.3886 - accuracy: 0.8267
 23/296 [=>............................] - ETA: 17s - loss: 0.3930 - accuracy: 0.8234
 24/296 [=>............................] - ETA: 17s - loss: 0.3964 - accuracy: 0.8177
 25/296 [=>............................] - ETA: 17s - loss: 0.3894 - accuracy: 0.8200
 26/296 [=>............................] - ETA: 17s - loss: 0.3878 - accuracy: 0.8197
 27/296 [=>............................] - ETA: 17s - loss: 0.3909 - accuracy: 0.8194
 28/296 [=>............................] - ETA: 17s - loss: 0.3866 - accuracy: 0.8237
 29/296 [=>............................] - ETA: 16s - loss: 0.3870 - accuracy: 0.8254
 30/296 [==>...........................] - ETA: 16s - loss: 0.3951 - accuracy: 0.8250
 31/296 [==>...........................] - ETA: 16s - loss: 0.3984 - accuracy: 0.8185
 32/296 [==>...........................] - ETA: 16s - loss: 0.4030 - accuracy: 0.8145
 33/296 [==>...........................] - ETA: 16s - loss: 0.4011 - accuracy: 0.8125
 34/296 [==>...........................] - ETA: 16s - loss: 0.4060 - accuracy: 0.8125
 35/296 [==>...........................] - ETA: 16s - loss: 0.4073 - accuracy: 0.8125
 36/296 [==>...........................] - ETA: 16s - loss: 0.4020 - accuracy: 0.8160
 37/296 [==>...........................] - ETA: 16s - loss: 0.4058 - accuracy: 0.8125
 38/296 [==>...........................] - ETA: 16s - loss: 0.4026 - accuracy: 0.8141
 39/296 [==>...........................] - ETA: 16s - loss: 0.4071 - accuracy: 0.8157
 40/296 [===>..........................] - ETA: 16s - loss: 0.4039 - accuracy: 0.8172
 41/296 [===>..........................] - ETA: 16s - loss: 0.4041 - accuracy: 0.8155
 42/296 [===>..........................] - ETA: 16s - loss: 0.4004 - accuracy: 0.8199
 43/296 [===>..........................] - ETA: 16s - loss: 0.4058 - accuracy: 0.8140
 44/296 [===>..........................] - ETA: 15s - loss: 0.4085 - accuracy: 0.8125
 45/296 [===>..........................] - ETA: 15s - loss: 0.4056 - accuracy: 0.8139
 46/296 [===>..........................] - ETA: 15s - loss: 0.4018 - accuracy: 0.8166
 47/296 [===>..........................] - ETA: 15s - loss: 0.3997 - accuracy: 0.8165
 48/296 [===>..........................] - ETA: 15s - loss: 0.4037 - accuracy: 0.8151
 49/296 [===>..........................] - ETA: 15s - loss: 0.4020 - accuracy: 0.8163
 50/296 [====>.........................] - ETA: 15s - loss: 0.4004 - accuracy: 0.8163
 51/296 [====>.........................] - ETA: 15s - loss: 0.3989 - accuracy: 0.8186
 52/296 [====>.........................] - ETA: 15s - loss: 0.3975 - accuracy: 0.8197
 53/296 [====>.........................] - ETA: 15s - loss: 0.4007 - accuracy: 0.8196
 54/296 [====>.........................] - ETA: 15s - loss: 0.3972 - accuracy: 0.8218
 55/296 [====>.........................] - ETA: 15s - loss: 0.3982 - accuracy: 0.8205
 56/296 [====>.........................] - ETA: 15s - loss: 0.3936 - accuracy: 0.8237
 57/296 [====>.........................] - ETA: 15s - loss: 0.3985 - accuracy: 0.8224
 58/296 [====>.........................] - ETA: 15s - loss: 0.3988 - accuracy: 0.8222
 59/296 [====>.........................] - ETA: 14s - loss: 0.3975 - accuracy: 0.8242
 60/296 [=====>........................] - ETA: 14s - loss: 0.3944 - accuracy: 0.8271
 61/296 [=====>........................] - ETA: 14s - loss: 0.3943 - accuracy: 0.8279
 62/296 [=====>........................] - ETA: 14s - loss: 0.3937 - accuracy: 0.8276
 63/296 [=====>........................] - ETA: 14s - loss: 0.3921 - accuracy: 0.8284
 64/296 [=====>........................] - ETA: 14s - loss: 0.3916 - accuracy: 0.8281
 65/296 [=====>........................] - ETA: 14s - loss: 0.3936 - accuracy: 0.8269
 66/296 [=====>........................] - ETA: 14s - loss: 0.3911 - accuracy: 0.8286
 67/296 [=====>........................] - ETA: 14s - loss: 0.3896 - accuracy: 0.8274
 68/296 [=====>........................] - ETA: 14s - loss: 0.3950 - accuracy: 0.8235
 69/296 [=====>........................] - ETA: 14s - loss: 0.3946 - accuracy: 0.8243
 70/296 [======>.......................] - ETA: 14s - loss: 0.3935 - accuracy: 0.8250
 71/296 [======>.......................] - ETA: 14s - loss: 0.3926 - accuracy: 0.8257
 72/296 [======>.......................] - ETA: 14s - loss: 0.3920 - accuracy: 0.8264
 73/296 [======>.......................] - ETA: 14s - loss: 0.3909 - accuracy: 0.8271
 74/296 [======>.......................] - ETA: 13s - loss: 0.3907 - accuracy: 0.8277
 75/296 [======>.......................] - ETA: 13s - loss: 0.3918 - accuracy: 0.8275
 76/296 [======>.......................] - ETA: 13s - loss: 0.3914 - accuracy: 0.8273
 77/296 [======>.......................] - ETA: 13s - loss: 0.3907 - accuracy: 0.8287
 78/296 [======>.......................] - ETA: 13s - loss: 0.3926 - accuracy: 0.8261
 79/296 [=======>......................] - ETA: 13s - loss: 0.3948 - accuracy: 0.8244
 80/296 [=======>......................] - ETA: 13s - loss: 0.3975 - accuracy: 0.8211
 81/296 [=======>......................] - ETA: 13s - loss: 0.3972 - accuracy: 0.8210
 82/296 [=======>......................] - ETA: 13s - loss: 0.3972 - accuracy: 0.8209
 83/296 [=======>......................] - ETA: 13s - loss: 0.3968 - accuracy: 0.8208
 84/296 [=======>......................] - ETA: 13s - loss: 0.3958 - accuracy: 0.8207
 85/296 [=======>......................] - ETA: 13s - loss: 0.3942 - accuracy: 0.8228
 86/296 [=======>......................] - ETA: 13s - loss: 0.3954 - accuracy: 0.8212
 87/296 [=======>......................] - ETA: 13s - loss: 0.3941 - accuracy: 0.8218
 88/296 [=======>......................] - ETA: 13s - loss: 0.3927 - accuracy: 0.8224
 89/296 [========>.....................] - ETA: 12s - loss: 0.3914 - accuracy: 0.8230
 90/296 [========>.....................] - ETA: 12s - loss: 0.3936 - accuracy: 0.8208
 91/296 [========>.....................] - ETA: 12s - loss: 0.3928 - accuracy: 0.8207
 92/296 [========>.....................] - ETA: 12s - loss: 0.3912 - accuracy: 0.8220
 93/296 [========>.....................] - ETA: 12s - loss: 0.3940 - accuracy: 0.8199
 94/296 [========>.....................] - ETA: 12s - loss: 0.3918 - accuracy: 0.8211
 95/296 [========>.....................] - ETA: 12s - loss: 0.3921 - accuracy: 0.8204
 96/296 [========>.....................] - ETA: 12s - loss: 0.3912 - accuracy: 0.8210
 97/296 [========>.....................] - ETA: 12s - loss: 0.3894 - accuracy: 0.8222
 98/296 [========>.....................] - ETA: 12s - loss: 0.3885 - accuracy: 0.8214
 99/296 [=========>....................] - ETA: 12s - loss: 0.3899 - accuracy: 0.8207
100/296 [=========>....................] - ETA: 12s - loss: 0.3884 - accuracy: 0.8213
101/296 [=========>....................] - ETA: 12s - loss: 0.3883 - accuracy: 0.8212
102/296 [=========>....................] - ETA: 12s - loss: 0.3873 - accuracy: 0.8217
103/296 [=========>....................] - ETA: 12s - loss: 0.3896 - accuracy: 0.8198
104/296 [=========>....................] - ETA: 11s - loss: 0.3898 - accuracy: 0.8203
105/296 [=========>....................] - ETA: 11s - loss: 0.3891 - accuracy: 0.8208
106/296 [=========>....................] - ETA: 11s - loss: 0.3889 - accuracy: 0.8208
107/296 [=========>....................] - ETA: 11s - loss: 0.3918 - accuracy: 0.8201
108/296 [=========>....................] - ETA: 11s - loss: 0.3908 - accuracy: 0.8200
109/296 [==========>...................] - ETA: 11s - loss: 0.3890 - accuracy: 0.8211
110/296 [==========>...................] - ETA: 11s - loss: 0.3881 - accuracy: 0.8216
111/296 [==========>...................] - ETA: 11s - loss: 0.3893 - accuracy: 0.8221
112/296 [==========>...................] - ETA: 11s - loss: 0.3884 - accuracy: 0.8225
113/296 [==========>...................] - ETA: 11s - loss: 0.3887 - accuracy: 0.8225
114/296 [==========>...................] - ETA: 11s - loss: 0.3882 - accuracy: 0.8229
115/296 [==========>...................] - ETA: 11s - loss: 0.3874 - accuracy: 0.8239
116/296 [==========>...................] - ETA: 11s - loss: 0.3849 - accuracy: 0.8249
117/296 [==========>...................] - ETA: 11s - loss: 0.3841 - accuracy: 0.8253
118/296 [==========>...................] - ETA: 11s - loss: 0.3837 - accuracy: 0.8257
119/296 [===========>..................] - ETA: 11s - loss: 0.3822 - accuracy: 0.8267
120/296 [===========>..................] - ETA: 10s - loss: 0.3853 - accuracy: 0.8255
121/296 [===========>..................] - ETA: 10s - loss: 0.3847 - accuracy: 0.8259
122/296 [===========>..................] - ETA: 10s - loss: 0.3861 - accuracy: 0.8248
123/296 [===========>..................] - ETA: 10s - loss: 0.3835 - accuracy: 0.8262
124/296 [===========>..................] - ETA: 10s - loss: 0.3847 - accuracy: 0.8256
125/296 [===========>..................] - ETA: 10s - loss: 0.3865 - accuracy: 0.8245
126/296 [===========>..................] - ETA: 10s - loss: 0.3878 - accuracy: 0.8239
127/296 [===========>..................] - ETA: 10s - loss: 0.3870 - accuracy: 0.8243
128/296 [===========>..................] - ETA: 10s - loss: 0.3882 - accuracy: 0.8242
129/296 [============>.................] - ETA: 10s - loss: 0.3893 - accuracy: 0.8232
130/296 [============>.................] - ETA: 10s - loss: 0.3892 - accuracy: 0.8231
131/296 [============>.................] - ETA: 10s - loss: 0.3895 - accuracy: 0.8225
132/296 [============>.................] - ETA: 10s - loss: 0.3904 - accuracy: 0.8224
133/296 [============>.................] - ETA: 10s - loss: 0.3912 - accuracy: 0.8219
134/296 [============>.................] - ETA: 10s - loss: 0.3911 - accuracy: 0.8223
135/296 [============>.................] - ETA: 10s - loss: 0.3911 - accuracy: 0.8227
136/296 [============>.................] - ETA: 9s - loss: 0.3916 - accuracy: 0.8231 
137/296 [============>.................] - ETA: 9s - loss: 0.3929 - accuracy: 0.8212
138/296 [============>.................] - ETA: 9s - loss: 0.3925 - accuracy: 0.8207
139/296 [=============>................] - ETA: 9s - loss: 0.3924 - accuracy: 0.8206
140/296 [=============>................] - ETA: 9s - loss: 0.3913 - accuracy: 0.8205
141/296 [=============>................] - ETA: 9s - loss: 0.3906 - accuracy: 0.8214
142/296 [=============>................] - ETA: 9s - loss: 0.3905 - accuracy: 0.8213
143/296 [=============>................] - ETA: 9s - loss: 0.3897 - accuracy: 0.8217
144/296 [=============>................] - ETA: 9s - loss: 0.3896 - accuracy: 0.8216
145/296 [=============>................] - ETA: 9s - loss: 0.3887 - accuracy: 0.8224
146/296 [=============>................] - ETA: 9s - loss: 0.3873 - accuracy: 0.8236
147/296 [=============>................] - ETA: 9s - loss: 0.3865 - accuracy: 0.8236
148/296 [==============>...............] - ETA: 9s - loss: 0.3856 - accuracy: 0.8239
149/296 [==============>...............] - ETA: 9s - loss: 0.3871 - accuracy: 0.8230
150/296 [==============>...............] - ETA: 9s - loss: 0.3854 - accuracy: 0.8238
151/296 [==============>...............] - ETA: 9s - loss: 0.3883 - accuracy: 0.8228
152/296 [==============>...............] - ETA: 9s - loss: 0.3885 - accuracy: 0.8228
153/296 [==============>...............] - ETA: 8s - loss: 0.3886 - accuracy: 0.8235
154/296 [==============>...............] - ETA: 8s - loss: 0.3887 - accuracy: 0.8243
155/296 [==============>...............] - ETA: 8s - loss: 0.3890 - accuracy: 0.8242
156/296 [==============>...............] - ETA: 8s - loss: 0.3880 - accuracy: 0.8249
157/296 [==============>...............] - ETA: 8s - loss: 0.3899 - accuracy: 0.8232
158/296 [===============>..............] - ETA: 8s - loss: 0.3910 - accuracy: 0.8228
159/296 [===============>..............] - ETA: 8s - loss: 0.3906 - accuracy: 0.8231
160/296 [===============>..............] - ETA: 8s - loss: 0.3906 - accuracy: 0.8227
161/296 [===============>..............] - ETA: 8s - loss: 0.3908 - accuracy: 0.8230
162/296 [===============>..............] - ETA: 8s - loss: 0.3901 - accuracy: 0.8233
163/296 [===============>..............] - ETA: 8s - loss: 0.3911 - accuracy: 0.8225
164/296 [===============>..............] - ETA: 8s - loss: 0.3912 - accuracy: 0.8228
165/296 [===============>..............] - ETA: 8s - loss: 0.3910 - accuracy: 0.8227
166/296 [===============>..............] - ETA: 8s - loss: 0.3914 - accuracy: 0.8223
167/296 [===============>..............] - ETA: 8s - loss: 0.3913 - accuracy: 0.8222
168/296 [================>.............] - ETA: 8s - loss: 0.3910 - accuracy: 0.8225
169/296 [================>.............] - ETA: 7s - loss: 0.3912 - accuracy: 0.8225
170/296 [================>.............] - ETA: 7s - loss: 0.3904 - accuracy: 0.8232
171/296 [================>.............] - ETA: 7s - loss: 0.3912 - accuracy: 0.8227
172/296 [================>.............] - ETA: 7s - loss: 0.3904 - accuracy: 0.8230
173/296 [================>.............] - ETA: 7s - loss: 0.3892 - accuracy: 0.8237
174/296 [================>.............] - ETA: 7s - loss: 0.3894 - accuracy: 0.8236
175/296 [================>.............] - ETA: 7s - loss: 0.3896 - accuracy: 0.8236
176/296 [================>.............] - ETA: 7s - loss: 0.3902 - accuracy: 0.8228
177/296 [================>.............] - ETA: 7s - loss: 0.3897 - accuracy: 0.8227
178/296 [=================>............] - ETA: 7s - loss: 0.3897 - accuracy: 0.8234
179/296 [=================>............] - ETA: 7s - loss: 0.3888 - accuracy: 0.8237
180/296 [=================>............] - ETA: 7s - loss: 0.3890 - accuracy: 0.8240
181/296 [=================>............] - ETA: 7s - loss: 0.3887 - accuracy: 0.8242
182/296 [=================>............] - ETA: 7s - loss: 0.3903 - accuracy: 0.8231
183/296 [=================>............] - ETA: 7s - loss: 0.3903 - accuracy: 0.8231
184/296 [=================>............] - ETA: 6s - loss: 0.3898 - accuracy: 0.8237
185/296 [=================>............] - ETA: 6s - loss: 0.3892 - accuracy: 0.8240
186/296 [=================>............] - ETA: 6s - loss: 0.3896 - accuracy: 0.8233
187/296 [=================>............] - ETA: 6s - loss: 0.3887 - accuracy: 0.8239
188/296 [==================>...........] - ETA: 6s - loss: 0.3885 - accuracy: 0.8241
189/296 [==================>...........] - ETA: 6s - loss: 0.3881 - accuracy: 0.8244
190/296 [==================>...........] - ETA: 6s - loss: 0.3882 - accuracy: 0.8240
191/296 [==================>...........] - ETA: 6s - loss: 0.3885 - accuracy: 0.8236
192/296 [==================>...........] - ETA: 6s - loss: 0.3891 - accuracy: 0.8232
193/296 [==================>...........] - ETA: 6s - loss: 0.3881 - accuracy: 0.8242
194/296 [==================>...........] - ETA: 6s - loss: 0.3876 - accuracy: 0.8244
195/296 [==================>...........] - ETA: 6s - loss: 0.3870 - accuracy: 0.8244
196/296 [==================>...........] - ETA: 6s - loss: 0.3870 - accuracy: 0.8243
197/296 [==================>...........] - ETA: 6s - loss: 0.3868 - accuracy: 0.8249
198/296 [===================>..........] - ETA: 6s - loss: 0.3863 - accuracy: 0.8251
199/296 [===================>..........] - ETA: 6s - loss: 0.3862 - accuracy: 0.8254
200/296 [===================>..........] - ETA: 5s - loss: 0.3853 - accuracy: 0.8256
201/296 [===================>..........] - ETA: 5s - loss: 0.3859 - accuracy: 0.8256
202/296 [===================>..........] - ETA: 5s - loss: 0.3855 - accuracy: 0.8252
203/296 [===================>..........] - ETA: 5s - loss: 0.3859 - accuracy: 0.8245
204/296 [===================>..........] - ETA: 5s - loss: 0.3856 - accuracy: 0.8244
205/296 [===================>..........] - ETA: 5s - loss: 0.3860 - accuracy: 0.8238
206/296 [===================>..........] - ETA: 5s - loss: 0.3852 - accuracy: 0.8243
207/296 [===================>..........] - ETA: 5s - loss: 0.3864 - accuracy: 0.8231
208/296 [====================>.........] - ETA: 5s - loss: 0.3861 - accuracy: 0.8230
209/296 [====================>.........] - ETA: 5s - loss: 0.3867 - accuracy: 0.8227
210/296 [====================>.........] - ETA: 5s - loss: 0.3862 - accuracy: 0.8232
211/296 [====================>.........] - ETA: 5s - loss: 0.3856 - accuracy: 0.8235
212/296 [====================>.........] - ETA: 5s - loss: 0.3852 - accuracy: 0.8240
213/296 [====================>.........] - ETA: 5s - loss: 0.3852 - accuracy: 0.8234
214/296 [====================>.........] - ETA: 5s - loss: 0.3846 - accuracy: 0.8236
215/296 [====================>.........] - ETA: 5s - loss: 0.3836 - accuracy: 0.8244
216/296 [====================>.........] - ETA: 4s - loss: 0.3830 - accuracy: 0.8244
217/296 [====================>.........] - ETA: 4s - loss: 0.3824 - accuracy: 0.8246
218/296 [=====================>........] - ETA: 4s - loss: 0.3821 - accuracy: 0.8248
219/296 [=====================>........] - ETA: 4s - loss: 0.3817 - accuracy: 0.8253
220/296 [=====================>........] - ETA: 4s - loss: 0.3822 - accuracy: 0.8247
221/296 [=====================>........] - ETA: 4s - loss: 0.3824 - accuracy: 0.8247
222/296 [=====================>........] - ETA: 4s - loss: 0.3832 - accuracy: 0.8246
223/296 [=====================>........] - ETA: 4s - loss: 0.3836 - accuracy: 0.8240
224/296 [=====================>........] - ETA: 4s - loss: 0.3829 - accuracy: 0.8242
225/296 [=====================>........] - ETA: 4s - loss: 0.3832 - accuracy: 0.8242
226/296 [=====================>........] - ETA: 4s - loss: 0.3826 - accuracy: 0.8247
227/296 [======================>.......] - ETA: 4s - loss: 0.3832 - accuracy: 0.8246
228/296 [======================>.......] - ETA: 4s - loss: 0.3839 - accuracy: 0.8248
229/296 [======================>.......] - ETA: 4s - loss: 0.3831 - accuracy: 0.8248
230/296 [======================>.......] - ETA: 4s - loss: 0.3837 - accuracy: 0.8247
231/296 [======================>.......] - ETA: 4s - loss: 0.3835 - accuracy: 0.8249
232/296 [======================>.......] - ETA: 3s - loss: 0.3826 - accuracy: 0.8254
233/296 [======================>.......] - ETA: 3s - loss: 0.3842 - accuracy: 0.8246
234/296 [======================>.......] - ETA: 3s - loss: 0.3843 - accuracy: 0.8248
235/296 [======================>.......] - ETA: 3s - loss: 0.3838 - accuracy: 0.8250
236/296 [======================>.......] - ETA: 3s - loss: 0.3844 - accuracy: 0.8247
237/296 [=======================>......] - ETA: 3s - loss: 0.3846 - accuracy: 0.8241
238/296 [=======================>......] - ETA: 3s - loss: 0.3841 - accuracy: 0.8243
239/296 [=======================>......] - ETA: 3s - loss: 0.3836 - accuracy: 0.8248
240/296 [=======================>......] - ETA: 3s - loss: 0.3835 - accuracy: 0.8250
241/296 [=======================>......] - ETA: 3s - loss: 0.3832 - accuracy: 0.8255
242/296 [=======================>......] - ETA: 3s - loss: 0.3829 - accuracy: 0.8254
243/296 [=======================>......] - ETA: 3s - loss: 0.3830 - accuracy: 0.8256
244/296 [=======================>......] - ETA: 3s - loss: 0.3839 - accuracy: 0.8253
245/296 [=======================>......] - ETA: 3s - loss: 0.3855 - accuracy: 0.8245
246/296 [=======================>......] - ETA: 3s - loss: 0.3863 - accuracy: 0.8237
247/296 [========================>.....] - ETA: 3s - loss: 0.3872 - accuracy: 0.8226
248/296 [========================>.....] - ETA: 2s - loss: 0.3868 - accuracy: 0.8228
249/296 [========================>.....] - ETA: 2s - loss: 0.3876 - accuracy: 0.8228
250/296 [========================>.....] - ETA: 2s - loss: 0.3879 - accuracy: 0.8225
251/296 [========================>.....] - ETA: 2s - loss: 0.3873 - accuracy: 0.8230
252/296 [========================>.....] - ETA: 2s - loss: 0.3869 - accuracy: 0.8232
253/296 [========================>.....] - ETA: 2s - loss: 0.3874 - accuracy: 0.8229
254/296 [========================>.....] - ETA: 2s - loss: 0.3880 - accuracy: 0.8228
255/296 [========================>.....] - ETA: 2s - loss: 0.3878 - accuracy: 0.8230
256/296 [========================>.....] - ETA: 2s - loss: 0.3877 - accuracy: 0.8232
257/296 [=========================>....] - ETA: 2s - loss: 0.3875 - accuracy: 0.8234
258/296 [=========================>....] - ETA: 2s - loss: 0.3870 - accuracy: 0.8239
259/296 [=========================>....] - ETA: 2s - loss: 0.3875 - accuracy: 0.8238
260/296 [=========================>....] - ETA: 2s - loss: 0.3880 - accuracy: 0.8236
261/296 [=========================>....] - ETA: 2s - loss: 0.3890 - accuracy: 0.8230
262/296 [=========================>....] - ETA: 2s - loss: 0.3898 - accuracy: 0.8220
263/296 [=========================>....] - ETA: 2s - loss: 0.3898 - accuracy: 0.8222
264/296 [=========================>....] - ETA: 1s - loss: 0.3901 - accuracy: 0.8220
265/296 [=========================>....] - ETA: 1s - loss: 0.3896 - accuracy: 0.8222
266/296 [=========================>....] - ETA: 1s - loss: 0.3896 - accuracy: 0.8217
267/296 [==========================>...] - ETA: 1s - loss: 0.3894 - accuracy: 0.8216
268/296 [==========================>...] - ETA: 1s - loss: 0.3893 - accuracy: 0.8221
269/296 [==========================>...] - ETA: 1s - loss: 0.3888 - accuracy: 0.8223
270/296 [==========================>...] - ETA: 1s - loss: 0.3887 - accuracy: 0.8220
271/296 [==========================>...] - ETA: 1s - loss: 0.3888 - accuracy: 0.8220
272/296 [==========================>...] - ETA: 1s - loss: 0.3884 - accuracy: 0.8224
273/296 [==========================>...] - ETA: 1s - loss: 0.3885 - accuracy: 0.8219
274/296 [==========================>...] - ETA: 1s - loss: 0.3883 - accuracy: 0.8221
275/296 [==========================>...] - ETA: 1s - loss: 0.3896 - accuracy: 0.8211
276/296 [==========================>...] - ETA: 1s - loss: 0.3897 - accuracy: 0.8207
277/296 [===========================>..] - ETA: 1s - loss: 0.3896 - accuracy: 0.8204
278/296 [===========================>..] - ETA: 1s - loss: 0.3892 - accuracy: 0.8208
279/296 [===========================>..] - ETA: 1s - loss: 0.3893 - accuracy: 0.8206
280/296 [===========================>..] - ETA: 0s - loss: 0.3893 - accuracy: 0.8205
281/296 [===========================>..] - ETA: 0s - loss: 0.3890 - accuracy: 0.8210
282/296 [===========================>..] - ETA: 0s - loss: 0.3886 - accuracy: 0.8214
283/296 [===========================>..] - ETA: 0s - loss: 0.3894 - accuracy: 0.8207
284/296 [===========================>..] - ETA: 0s - loss: 0.3894 - accuracy: 0.8206
285/296 [===========================>..] - ETA: 0s - loss: 0.3892 - accuracy: 0.8206
286/296 [===========================>..] - ETA: 0s - loss: 0.3887 - accuracy: 0.8210
287/296 [============================>.] - ETA: 0s - loss: 0.3889 - accuracy: 0.8212
288/296 [============================>.] - ETA: 0s - loss: 0.3887 - accuracy: 0.8212
289/296 [============================>.] - ETA: 0s - loss: 0.3903 - accuracy: 0.8207
290/296 [============================>.] - ETA: 0s - loss: 0.3904 - accuracy: 0.8207
291/296 [============================>.] - ETA: 0s - loss: 0.3899 - accuracy: 0.8211
292/296 [============================>.] - ETA: 0s - loss: 0.3897 - accuracy: 0.8208
293/296 [============================>.] - ETA: 0s - loss: 0.3894 - accuracy: 0.8210
294/296 [============================>.] - ETA: 0s - loss: 0.3893 - accuracy: 0.8210
295/296 [============================>.] - ETA: 0s - loss: 0.3890 - accuracy: 0.8214
296/296 [==============================] - 18s 61ms/step - loss: 0.3889 - accuracy: 0.8212

296/296 [==============================] - 19s 65ms/step - loss: 0.3889 - accuracy: 0.8212 - val_loss: 0.3757 - val_accuracy: 0.8320
Epoch 21/50

  1/296 [..............................] - ETA: 16s - loss: 0.4912 - accuracy: 0.8750
  2/296 [..............................] - ETA: 16s - loss: 0.4193 - accuracy: 0.8438
  3/296 [..............................] - ETA: 16s - loss: 0.5296 - accuracy: 0.7708
  4/296 [..............................] - ETA: 16s - loss: 0.4863 - accuracy: 0.7812
  5/296 [..............................] - ETA: 16s - loss: 0.4929 - accuracy: 0.7750
  6/296 [..............................] - ETA: 16s - loss: 0.4447 - accuracy: 0.8021
  7/296 [..............................] - ETA: 16s - loss: 0.4553 - accuracy: 0.8125
  8/296 [..............................] - ETA: 16s - loss: 0.4296 - accuracy: 0.8281
  9/296 [..............................] - ETA: 16s - loss: 0.4198 - accuracy: 0.8403
 10/296 [>.............................] - ETA: 16s - loss: 0.4379 - accuracy: 0.8250
 11/296 [>.............................] - ETA: 15s - loss: 0.4437 - accuracy: 0.8125
 12/296 [>.............................] - ETA: 15s - loss: 0.4426 - accuracy: 0.8125
 13/296 [>.............................] - ETA: 15s - loss: 0.4262 - accuracy: 0.8221
 14/296 [>.............................] - ETA: 15s - loss: 0.4151 - accuracy: 0.8304
 15/296 [>.............................] - ETA: 15s - loss: 0.4075 - accuracy: 0.8333
 16/296 [>.............................] - ETA: 15s - loss: 0.4018 - accuracy: 0.8320
 17/296 [>.............................] - ETA: 15s - loss: 0.3956 - accuracy: 0.8382
 18/296 [>.............................] - ETA: 15s - loss: 0.3958 - accuracy: 0.8368
 19/296 [>.............................] - ETA: 15s - loss: 0.3940 - accuracy: 0.8355
 20/296 [=>............................] - ETA: 15s - loss: 0.3999 - accuracy: 0.8313
 21/296 [=>............................] - ETA: 15s - loss: 0.3979 - accuracy: 0.8333
 22/296 [=>............................] - ETA: 15s - loss: 0.3930 - accuracy: 0.8381
 23/296 [=>............................] - ETA: 15s - loss: 0.3808 - accuracy: 0.8451
 24/296 [=>............................] - ETA: 15s - loss: 0.3872 - accuracy: 0.8411
 25/296 [=>............................] - ETA: 15s - loss: 0.4007 - accuracy: 0.8350
 26/296 [=>............................] - ETA: 15s - loss: 0.3946 - accuracy: 0.8365
 27/296 [=>............................] - ETA: 15s - loss: 0.4010 - accuracy: 0.8287
 28/296 [=>............................] - ETA: 14s - loss: 0.4075 - accuracy: 0.8214
 29/296 [=>............................] - ETA: 14s - loss: 0.4034 - accuracy: 0.8211
 30/296 [==>...........................] - ETA: 14s - loss: 0.4080 - accuracy: 0.8188
 31/296 [==>...........................] - ETA: 14s - loss: 0.4060 - accuracy: 0.8185
 32/296 [==>...........................] - ETA: 14s - loss: 0.4047 - accuracy: 0.8203
 33/296 [==>...........................] - ETA: 14s - loss: 0.4040 - accuracy: 0.8201
 34/296 [==>...........................] - ETA: 14s - loss: 0.4003 - accuracy: 0.8217
 35/296 [==>...........................] - ETA: 14s - loss: 0.3977 - accuracy: 0.8232
 36/296 [==>...........................] - ETA: 14s - loss: 0.3952 - accuracy: 0.8247
 37/296 [==>...........................] - ETA: 14s - loss: 0.3969 - accuracy: 0.8209
 38/296 [==>...........................] - ETA: 14s - loss: 0.3964 - accuracy: 0.8191
 39/296 [==>...........................] - ETA: 14s - loss: 0.3931 - accuracy: 0.8221
 40/296 [===>..........................] - ETA: 14s - loss: 0.3965 - accuracy: 0.8219
 41/296 [===>..........................] - ETA: 14s - loss: 0.3983 - accuracy: 0.8216
 42/296 [===>..........................] - ETA: 14s - loss: 0.4017 - accuracy: 0.8185
 43/296 [===>..........................] - ETA: 14s - loss: 0.3981 - accuracy: 0.8198
 44/296 [===>..........................] - ETA: 14s - loss: 0.3975 - accuracy: 0.8196
 45/296 [===>..........................] - ETA: 14s - loss: 0.3981 - accuracy: 0.8194
 46/296 [===>..........................] - ETA: 13s - loss: 0.3952 - accuracy: 0.8207
 47/296 [===>..........................] - ETA: 13s - loss: 0.3971 - accuracy: 0.8191
 48/296 [===>..........................] - ETA: 13s - loss: 0.3939 - accuracy: 0.8203
 49/296 [===>..........................] - ETA: 13s - loss: 0.3894 - accuracy: 0.8227
 50/296 [====>.........................] - ETA: 13s - loss: 0.3885 - accuracy: 0.8213
 51/296 [====>.........................] - ETA: 13s - loss: 0.3855 - accuracy: 0.8248
 52/296 [====>.........................] - ETA: 13s - loss: 0.3867 - accuracy: 0.8233
 53/296 [====>.........................] - ETA: 13s - loss: 0.3852 - accuracy: 0.8231
 54/296 [====>.........................] - ETA: 13s - loss: 0.3820 - accuracy: 0.8252
 55/296 [====>.........................] - ETA: 13s - loss: 0.3797 - accuracy: 0.8261
 56/296 [====>.........................] - ETA: 13s - loss: 0.3821 - accuracy: 0.8259
 57/296 [====>.........................] - ETA: 13s - loss: 0.3782 - accuracy: 0.8279
 58/296 [====>.........................] - ETA: 13s - loss: 0.3799 - accuracy: 0.8265
 59/296 [====>.........................] - ETA: 13s - loss: 0.3803 - accuracy: 0.8273
 60/296 [=====>........................] - ETA: 13s - loss: 0.3770 - accuracy: 0.8302
 61/296 [=====>........................] - ETA: 13s - loss: 0.3792 - accuracy: 0.8279
 62/296 [=====>........................] - ETA: 13s - loss: 0.3762 - accuracy: 0.8296
 63/296 [=====>........................] - ETA: 13s - loss: 0.3752 - accuracy: 0.8313
 64/296 [=====>........................] - ETA: 12s - loss: 0.3779 - accuracy: 0.8311
 65/296 [=====>........................] - ETA: 12s - loss: 0.3805 - accuracy: 0.8288
 66/296 [=====>........................] - ETA: 12s - loss: 0.3813 - accuracy: 0.8286
 67/296 [=====>........................] - ETA: 12s - loss: 0.3807 - accuracy: 0.8293
 68/296 [=====>........................] - ETA: 12s - loss: 0.3830 - accuracy: 0.8263
 69/296 [=====>........................] - ETA: 12s - loss: 0.3825 - accuracy: 0.8261
 70/296 [======>.......................] - ETA: 12s - loss: 0.3817 - accuracy: 0.8259
 71/296 [======>.......................] - ETA: 12s - loss: 0.3827 - accuracy: 0.8248
 72/296 [======>.......................] - ETA: 12s - loss: 0.3790 - accuracy: 0.8273
 73/296 [======>.......................] - ETA: 12s - loss: 0.3796 - accuracy: 0.8271
 74/296 [======>.......................] - ETA: 12s - loss: 0.3775 - accuracy: 0.8285
 75/296 [======>.......................] - ETA: 12s - loss: 0.3746 - accuracy: 0.8300
 76/296 [======>.......................] - ETA: 12s - loss: 0.3721 - accuracy: 0.8314
 77/296 [======>.......................] - ETA: 12s - loss: 0.3733 - accuracy: 0.8304
 78/296 [======>.......................] - ETA: 12s - loss: 0.3739 - accuracy: 0.8293
 79/296 [=======>......................] - ETA: 12s - loss: 0.3734 - accuracy: 0.8283
 80/296 [=======>......................] - ETA: 12s - loss: 0.3728 - accuracy: 0.8289
 81/296 [=======>......................] - ETA: 12s - loss: 0.3730 - accuracy: 0.8287
 82/296 [=======>......................] - ETA: 12s - loss: 0.3841 - accuracy: 0.8239
 83/296 [=======>......................] - ETA: 12s - loss: 0.3827 - accuracy: 0.8253
 84/296 [=======>......................] - ETA: 12s - loss: 0.3814 - accuracy: 0.8259
 85/296 [=======>......................] - ETA: 11s - loss: 0.3796 - accuracy: 0.8272
 86/296 [=======>......................] - ETA: 11s - loss: 0.3821 - accuracy: 0.8241
 87/296 [=======>......................] - ETA: 11s - loss: 0.3836 - accuracy: 0.8233
 88/296 [=======>......................] - ETA: 11s - loss: 0.3835 - accuracy: 0.8232
 89/296 [========>.....................] - ETA: 11s - loss: 0.3844 - accuracy: 0.8216
 90/296 [========>.....................] - ETA: 11s - loss: 0.3852 - accuracy: 0.8215
 91/296 [========>.....................] - ETA: 11s - loss: 0.3856 - accuracy: 0.8201
 92/296 [========>.....................] - ETA: 11s - loss: 0.3866 - accuracy: 0.8193
 93/296 [========>.....................] - ETA: 11s - loss: 0.3857 - accuracy: 0.8185
 94/296 [========>.....................] - ETA: 11s - loss: 0.3862 - accuracy: 0.8198
 95/296 [========>.....................] - ETA: 11s - loss: 0.3877 - accuracy: 0.8178
 96/296 [========>.....................] - ETA: 11s - loss: 0.3865 - accuracy: 0.8184
 97/296 [========>.....................] - ETA: 11s - loss: 0.3858 - accuracy: 0.8189
 98/296 [========>.....................] - ETA: 11s - loss: 0.3881 - accuracy: 0.8189
 99/296 [=========>....................] - ETA: 11s - loss: 0.3855 - accuracy: 0.8201
100/296 [=========>....................] - ETA: 11s - loss: 0.3842 - accuracy: 0.8206
101/296 [=========>....................] - ETA: 11s - loss: 0.3836 - accuracy: 0.8212
102/296 [=========>....................] - ETA: 10s - loss: 0.3840 - accuracy: 0.8211
103/296 [=========>....................] - ETA: 10s - loss: 0.3837 - accuracy: 0.8204
104/296 [=========>....................] - ETA: 10s - loss: 0.3842 - accuracy: 0.8197
105/296 [=========>....................] - ETA: 10s - loss: 0.3850 - accuracy: 0.8190
106/296 [=========>....................] - ETA: 10s - loss: 0.3858 - accuracy: 0.8184
107/296 [=========>....................] - ETA: 10s - loss: 0.3838 - accuracy: 0.8195
108/296 [=========>....................] - ETA: 10s - loss: 0.3844 - accuracy: 0.8189
109/296 [==========>...................] - ETA: 10s - loss: 0.3830 - accuracy: 0.8200
110/296 [==========>...................] - ETA: 10s - loss: 0.3822 - accuracy: 0.8210
111/296 [==========>...................] - ETA: 10s - loss: 0.3816 - accuracy: 0.8215
112/296 [==========>...................] - ETA: 10s - loss: 0.3814 - accuracy: 0.8214
113/296 [==========>...................] - ETA: 10s - loss: 0.3803 - accuracy: 0.8225
114/296 [==========>...................] - ETA: 10s - loss: 0.3791 - accuracy: 0.8229
115/296 [==========>...................] - ETA: 10s - loss: 0.3791 - accuracy: 0.8223
116/296 [==========>...................] - ETA: 10s - loss: 0.3813 - accuracy: 0.8206
117/296 [==========>...................] - ETA: 10s - loss: 0.3790 - accuracy: 0.8216
118/296 [==========>...................] - ETA: 10s - loss: 0.3789 - accuracy: 0.8210
119/296 [===========>..................] - ETA: 10s - loss: 0.3790 - accuracy: 0.8199
120/296 [===========>..................] - ETA: 9s - loss: 0.3775 - accuracy: 0.8208 
121/296 [===========>..................] - ETA: 9s - loss: 0.3795 - accuracy: 0.8202
122/296 [===========>..................] - ETA: 9s - loss: 0.3773 - accuracy: 0.8212
123/296 [===========>..................] - ETA: 9s - loss: 0.3763 - accuracy: 0.8211
124/296 [===========>..................] - ETA: 9s - loss: 0.3781 - accuracy: 0.8216
125/296 [===========>..................] - ETA: 9s - loss: 0.3777 - accuracy: 0.8225
126/296 [===========>..................] - ETA: 9s - loss: 0.3801 - accuracy: 0.8214
127/296 [===========>..................] - ETA: 9s - loss: 0.3786 - accuracy: 0.8223
128/296 [===========>..................] - ETA: 9s - loss: 0.3790 - accuracy: 0.8218
129/296 [============>.................] - ETA: 9s - loss: 0.3791 - accuracy: 0.8222
130/296 [============>.................] - ETA: 9s - loss: 0.3804 - accuracy: 0.8216
131/296 [============>.................] - ETA: 9s - loss: 0.3796 - accuracy: 0.8216
132/296 [============>.................] - ETA: 9s - loss: 0.3806 - accuracy: 0.8215
133/296 [============>.................] - ETA: 9s - loss: 0.3816 - accuracy: 0.8205
134/296 [============>.................] - ETA: 9s - loss: 0.3817 - accuracy: 0.8190
135/296 [============>.................] - ETA: 9s - loss: 0.3812 - accuracy: 0.8194
136/296 [============>.................] - ETA: 9s - loss: 0.3805 - accuracy: 0.8194
137/296 [============>.................] - ETA: 9s - loss: 0.3814 - accuracy: 0.8184
138/296 [============>.................] - ETA: 8s - loss: 0.3806 - accuracy: 0.8197
139/296 [=============>................] - ETA: 8s - loss: 0.3804 - accuracy: 0.8206
140/296 [=============>................] - ETA: 8s - loss: 0.3804 - accuracy: 0.8205
141/296 [=============>................] - ETA: 8s - loss: 0.3803 - accuracy: 0.8205
142/296 [=============>................] - ETA: 8s - loss: 0.3808 - accuracy: 0.8200
143/296 [=============>................] - ETA: 8s - loss: 0.3820 - accuracy: 0.8191
144/296 [=============>................] - ETA: 8s - loss: 0.3825 - accuracy: 0.8190
145/296 [=============>................] - ETA: 8s - loss: 0.3818 - accuracy: 0.8190
146/296 [=============>................] - ETA: 8s - loss: 0.3827 - accuracy: 0.8189
147/296 [=============>................] - ETA: 8s - loss: 0.3838 - accuracy: 0.8176
148/296 [==============>...............] - ETA: 8s - loss: 0.3837 - accuracy: 0.8176
149/296 [==============>...............] - ETA: 8s - loss: 0.3839 - accuracy: 0.8171
150/296 [==============>...............] - ETA: 8s - loss: 0.3839 - accuracy: 0.8167
151/296 [==============>...............] - ETA: 8s - loss: 0.3843 - accuracy: 0.8166
152/296 [==============>...............] - ETA: 8s - loss: 0.3846 - accuracy: 0.8166
153/296 [==============>...............] - ETA: 8s - loss: 0.3842 - accuracy: 0.8178
154/296 [==============>...............] - ETA: 8s - loss: 0.3848 - accuracy: 0.8174
155/296 [==============>...............] - ETA: 8s - loss: 0.3848 - accuracy: 0.8169
156/296 [==============>...............] - ETA: 7s - loss: 0.3845 - accuracy: 0.8177
157/296 [==============>...............] - ETA: 7s - loss: 0.3851 - accuracy: 0.8173
158/296 [===============>..............] - ETA: 7s - loss: 0.3855 - accuracy: 0.8169
159/296 [===============>..............] - ETA: 7s - loss: 0.3858 - accuracy: 0.8164
160/296 [===============>..............] - ETA: 7s - loss: 0.3859 - accuracy: 0.8160
161/296 [===============>..............] - ETA: 7s - loss: 0.3867 - accuracy: 0.8152
162/296 [===============>..............] - ETA: 7s - loss: 0.3867 - accuracy: 0.8148
163/296 [===============>..............] - ETA: 7s - loss: 0.3859 - accuracy: 0.8152
164/296 [===============>..............] - ETA: 7s - loss: 0.3865 - accuracy: 0.8152
165/296 [===============>..............] - ETA: 7s - loss: 0.3857 - accuracy: 0.8155
166/296 [===============>..............] - ETA: 7s - loss: 0.3860 - accuracy: 0.8151
167/296 [===============>..............] - ETA: 7s - loss: 0.3854 - accuracy: 0.8151
168/296 [================>.............] - ETA: 7s - loss: 0.3864 - accuracy: 0.8151
169/296 [================>.............] - ETA: 7s - loss: 0.3861 - accuracy: 0.8155
170/296 [================>.............] - ETA: 7s - loss: 0.3858 - accuracy: 0.8147
171/296 [================>.............] - ETA: 7s - loss: 0.3857 - accuracy: 0.8151
172/296 [================>.............] - ETA: 7s - loss: 0.3856 - accuracy: 0.8143
173/296 [================>.............] - ETA: 7s - loss: 0.3864 - accuracy: 0.8136
174/296 [================>.............] - ETA: 6s - loss: 0.3857 - accuracy: 0.8136
175/296 [================>.............] - ETA: 6s - loss: 0.3864 - accuracy: 0.8132
176/296 [================>.............] - ETA: 6s - loss: 0.3867 - accuracy: 0.8129
177/296 [================>.............] - ETA: 6s - loss: 0.3885 - accuracy: 0.8125
178/296 [=================>............] - ETA: 6s - loss: 0.3891 - accuracy: 0.8118
179/296 [=================>............] - ETA: 6s - loss: 0.3885 - accuracy: 0.8122
180/296 [=================>............] - ETA: 6s - loss: 0.3892 - accuracy: 0.8118
181/296 [=================>............] - ETA: 6s - loss: 0.3899 - accuracy: 0.8111
182/296 [=================>............] - ETA: 6s - loss: 0.3896 - accuracy: 0.8115
183/296 [=================>............] - ETA: 6s - loss: 0.3892 - accuracy: 0.8118
184/296 [=================>............] - ETA: 6s - loss: 0.3898 - accuracy: 0.8108
185/296 [=================>............] - ETA: 6s - loss: 0.3894 - accuracy: 0.8108
186/296 [=================>............] - ETA: 6s - loss: 0.3888 - accuracy: 0.8112
187/296 [=================>............] - ETA: 6s - loss: 0.3883 - accuracy: 0.8115
188/296 [==================>...........] - ETA: 6s - loss: 0.3883 - accuracy: 0.8112
189/296 [==================>...........] - ETA: 6s - loss: 0.3884 - accuracy: 0.8112
190/296 [==================>...........] - ETA: 6s - loss: 0.3880 - accuracy: 0.8112
191/296 [==================>...........] - ETA: 5s - loss: 0.3875 - accuracy: 0.8118
192/296 [==================>...........] - ETA: 5s - loss: 0.3872 - accuracy: 0.8118
193/296 [==================>...........] - ETA: 5s - loss: 0.3866 - accuracy: 0.8125
194/296 [==================>...........] - ETA: 5s - loss: 0.3863 - accuracy: 0.8131
195/296 [==================>...........] - ETA: 5s - loss: 0.3865 - accuracy: 0.8128
196/296 [==================>...........] - ETA: 5s - loss: 0.3864 - accuracy: 0.8131
197/296 [==================>...........] - ETA: 5s - loss: 0.3859 - accuracy: 0.8128
198/296 [===================>..........] - ETA: 5s - loss: 0.3853 - accuracy: 0.8131
199/296 [===================>..........] - ETA: 5s - loss: 0.3868 - accuracy: 0.8125
200/296 [===================>..........] - ETA: 5s - loss: 0.3866 - accuracy: 0.8122
201/296 [===================>..........] - ETA: 5s - loss: 0.3857 - accuracy: 0.8128
202/296 [===================>..........] - ETA: 5s - loss: 0.3854 - accuracy: 0.8128
203/296 [===================>..........] - ETA: 5s - loss: 0.3845 - accuracy: 0.8137
204/296 [===================>..........] - ETA: 5s - loss: 0.3846 - accuracy: 0.8134
205/296 [===================>..........] - ETA: 5s - loss: 0.3838 - accuracy: 0.8140
206/296 [===================>..........] - ETA: 5s - loss: 0.3835 - accuracy: 0.8143
207/296 [===================>..........] - ETA: 5s - loss: 0.3849 - accuracy: 0.8131
208/296 [====================>.........] - ETA: 4s - loss: 0.3850 - accuracy: 0.8137
209/296 [====================>.........] - ETA: 4s - loss: 0.3857 - accuracy: 0.8134
210/296 [====================>.........] - ETA: 4s - loss: 0.3849 - accuracy: 0.8143
211/296 [====================>.........] - ETA: 4s - loss: 0.3860 - accuracy: 0.8140
212/296 [====================>.........] - ETA: 4s - loss: 0.3847 - accuracy: 0.8149
213/296 [====================>.........] - ETA: 4s - loss: 0.3847 - accuracy: 0.8148
214/296 [====================>.........] - ETA: 4s - loss: 0.3849 - accuracy: 0.8148
215/296 [====================>.........] - ETA: 4s - loss: 0.3841 - accuracy: 0.8154
216/296 [====================>.........] - ETA: 4s - loss: 0.3839 - accuracy: 0.8151
217/296 [====================>.........] - ETA: 4s - loss: 0.3835 - accuracy: 0.8157
218/296 [=====================>........] - ETA: 4s - loss: 0.3836 - accuracy: 0.8159
219/296 [=====================>........] - ETA: 4s - loss: 0.3846 - accuracy: 0.8156
220/296 [=====================>........] - ETA: 4s - loss: 0.3849 - accuracy: 0.8153
221/296 [=====================>........] - ETA: 4s - loss: 0.3845 - accuracy: 0.8153
222/296 [=====================>........] - ETA: 4s - loss: 0.3848 - accuracy: 0.8148
223/296 [=====================>........] - ETA: 4s - loss: 0.3843 - accuracy: 0.8156
224/296 [=====================>........] - ETA: 4s - loss: 0.3837 - accuracy: 0.8156
225/296 [=====================>........] - ETA: 4s - loss: 0.3837 - accuracy: 0.8156
226/296 [=====================>........] - ETA: 3s - loss: 0.3846 - accuracy: 0.8155
227/296 [======================>.......] - ETA: 3s - loss: 0.3842 - accuracy: 0.8161
228/296 [======================>.......] - ETA: 3s - loss: 0.3835 - accuracy: 0.8163
229/296 [======================>.......] - ETA: 3s - loss: 0.3828 - accuracy: 0.8163
230/296 [======================>.......] - ETA: 3s - loss: 0.3847 - accuracy: 0.8160
231/296 [======================>.......] - ETA: 3s - loss: 0.3848 - accuracy: 0.8160
232/296 [======================>.......] - ETA: 3s - loss: 0.3863 - accuracy: 0.8157
233/296 [======================>.......] - ETA: 3s - loss: 0.3866 - accuracy: 0.8157
234/296 [======================>.......] - ETA: 3s - loss: 0.3867 - accuracy: 0.8154
235/296 [======================>.......] - ETA: 3s - loss: 0.3872 - accuracy: 0.8152
236/296 [======================>.......] - ETA: 3s - loss: 0.3874 - accuracy: 0.8151
237/296 [=======================>......] - ETA: 3s - loss: 0.3878 - accuracy: 0.8146
238/296 [=======================>......] - ETA: 3s - loss: 0.3875 - accuracy: 0.8149
239/296 [=======================>......] - ETA: 3s - loss: 0.3874 - accuracy: 0.8154
240/296 [=======================>......] - ETA: 3s - loss: 0.3873 - accuracy: 0.8159
241/296 [=======================>......] - ETA: 3s - loss: 0.3870 - accuracy: 0.8159
242/296 [=======================>......] - ETA: 3s - loss: 0.3868 - accuracy: 0.8159
243/296 [=======================>......] - ETA: 3s - loss: 0.3870 - accuracy: 0.8156
244/296 [=======================>......] - ETA: 2s - loss: 0.3868 - accuracy: 0.8156
245/296 [=======================>......] - ETA: 2s - loss: 0.3866 - accuracy: 0.8158
246/296 [=======================>......] - ETA: 2s - loss: 0.3862 - accuracy: 0.8163
247/296 [========================>.....] - ETA: 2s - loss: 0.3876 - accuracy: 0.8158
248/296 [========================>.....] - ETA: 2s - loss: 0.3873 - accuracy: 0.8160
249/296 [========================>.....] - ETA: 2s - loss: 0.3868 - accuracy: 0.8163
250/296 [========================>.....] - ETA: 2s - loss: 0.3869 - accuracy: 0.8163
251/296 [========================>.....] - ETA: 2s - loss: 0.3870 - accuracy: 0.8162
252/296 [========================>.....] - ETA: 2s - loss: 0.3870 - accuracy: 0.8162
253/296 [========================>.....] - ETA: 2s - loss: 0.3869 - accuracy: 0.8160
254/296 [========================>.....] - ETA: 2s - loss: 0.3872 - accuracy: 0.8159
255/296 [========================>.....] - ETA: 2s - loss: 0.3873 - accuracy: 0.8164
256/296 [========================>.....] - ETA: 2s - loss: 0.3879 - accuracy: 0.8159
257/296 [=========================>....] - ETA: 2s - loss: 0.3882 - accuracy: 0.8157
258/296 [=========================>....] - ETA: 2s - loss: 0.3887 - accuracy: 0.8154
259/296 [=========================>....] - ETA: 2s - loss: 0.3898 - accuracy: 0.8144
260/296 [=========================>....] - ETA: 2s - loss: 0.3892 - accuracy: 0.8149
261/296 [=========================>....] - ETA: 1s - loss: 0.3894 - accuracy: 0.8149
262/296 [=========================>....] - ETA: 1s - loss: 0.3892 - accuracy: 0.8149
263/296 [=========================>....] - ETA: 1s - loss: 0.3885 - accuracy: 0.8154
264/296 [=========================>....] - ETA: 1s - loss: 0.3886 - accuracy: 0.8149
265/296 [=========================>....] - ETA: 1s - loss: 0.3888 - accuracy: 0.8146
266/296 [=========================>....] - ETA: 1s - loss: 0.3886 - accuracy: 0.8148
267/296 [==========================>...] - ETA: 1s - loss: 0.3882 - accuracy: 0.8148
268/296 [==========================>...] - ETA: 1s - loss: 0.3881 - accuracy: 0.8148
269/296 [==========================>...] - ETA: 1s - loss: 0.3880 - accuracy: 0.8148
270/296 [==========================>...] - ETA: 1s - loss: 0.3886 - accuracy: 0.8146
271/296 [==========================>...] - ETA: 1s - loss: 0.3888 - accuracy: 0.8146
272/296 [==========================>...] - ETA: 1s - loss: 0.3882 - accuracy: 0.8150
273/296 [==========================>...] - ETA: 1s - loss: 0.3879 - accuracy: 0.8152
274/296 [==========================>...] - ETA: 1s - loss: 0.3905 - accuracy: 0.8146
275/296 [==========================>...] - ETA: 1s - loss: 0.3901 - accuracy: 0.8148
276/296 [==========================>...] - ETA: 1s - loss: 0.3901 - accuracy: 0.8150
277/296 [===========================>..] - ETA: 1s - loss: 0.3908 - accuracy: 0.8145
278/296 [===========================>..] - ETA: 1s - loss: 0.3912 - accuracy: 0.8138
279/296 [===========================>..] - ETA: 0s - loss: 0.3906 - accuracy: 0.8143
280/296 [===========================>..] - ETA: 0s - loss: 0.3904 - accuracy: 0.8141
281/296 [===========================>..] - ETA: 0s - loss: 0.3910 - accuracy: 0.8141
282/296 [===========================>..] - ETA: 0s - loss: 0.3903 - accuracy: 0.8145
283/296 [===========================>..] - ETA: 0s - loss: 0.3897 - accuracy: 0.8149
284/296 [===========================>..] - ETA: 0s - loss: 0.3901 - accuracy: 0.8147
285/296 [===========================>..] - ETA: 0s - loss: 0.3905 - accuracy: 0.8140
286/296 [===========================>..] - ETA: 0s - loss: 0.3905 - accuracy: 0.8138
287/296 [============================>.] - ETA: 0s - loss: 0.3908 - accuracy: 0.8140
288/296 [============================>.] - ETA: 0s - loss: 0.3910 - accuracy: 0.8138
289/296 [============================>.] - ETA: 0s - loss: 0.3908 - accuracy: 0.8140
290/296 [============================>.] - ETA: 0s - loss: 0.3902 - accuracy: 0.8144
291/296 [============================>.] - ETA: 0s - loss: 0.3898 - accuracy: 0.8146
292/296 [============================>.] - ETA: 0s - loss: 0.3899 - accuracy: 0.8144
293/296 [============================>.] - ETA: 0s - loss: 0.3898 - accuracy: 0.8144
294/296 [============================>.] - ETA: 0s - loss: 0.3899 - accuracy: 0.8146
295/296 [============================>.] - ETA: 0s - loss: 0.3896 - accuracy: 0.8146
296/296 [==============================] - 17s 57ms/step - loss: 0.3897 - accuracy: 0.8146

296/296 [==============================] - 18s 61ms/step - loss: 0.3897 - accuracy: 0.8146 - val_loss: 0.3772 - val_accuracy: 0.8231
Epoch 22/50

  1/296 [..............................] - ETA: 16s - loss: 0.6108 - accuracy: 0.7500
  2/296 [..............................] - ETA: 15s - loss: 0.4337 - accuracy: 0.7812
  3/296 [..............................] - ETA: 16s - loss: 0.5342 - accuracy: 0.7500
  4/296 [..............................] - ETA: 16s - loss: 0.4989 - accuracy: 0.7500
  5/296 [..............................] - ETA: 16s - loss: 0.5083 - accuracy: 0.7500
  6/296 [..............................] - ETA: 16s - loss: 0.5112 - accuracy: 0.7500
  7/296 [..............................] - ETA: 16s - loss: 0.5084 - accuracy: 0.7411
  8/296 [..............................] - ETA: 16s - loss: 0.5201 - accuracy: 0.7266
  9/296 [..............................] - ETA: 16s - loss: 0.4950 - accuracy: 0.7431
 10/296 [>.............................] - ETA: 16s - loss: 0.4916 - accuracy: 0.7500
 11/296 [>.............................] - ETA: 15s - loss: 0.4816 - accuracy: 0.7557
 12/296 [>.............................] - ETA: 16s - loss: 0.4845 - accuracy: 0.7552
 13/296 [>.............................] - ETA: 15s - loss: 0.4748 - accuracy: 0.7644
 14/296 [>.............................] - ETA: 15s - loss: 0.4725 - accuracy: 0.7634
 15/296 [>.............................] - ETA: 15s - loss: 0.4729 - accuracy: 0.7583
 16/296 [>.............................] - ETA: 15s - loss: 0.4598 - accuracy: 0.7656
 17/296 [>.............................] - ETA: 15s - loss: 0.4473 - accuracy: 0.7794
 18/296 [>.............................] - ETA: 16s - loss: 0.4442 - accuracy: 0.7847
 19/296 [>.............................] - ETA: 16s - loss: 0.4372 - accuracy: 0.7862
 20/296 [=>............................] - ETA: 16s - loss: 0.4392 - accuracy: 0.7844
 21/296 [=>............................] - ETA: 16s - loss: 0.4488 - accuracy: 0.7738
 22/296 [=>............................] - ETA: 16s - loss: 0.4419 - accuracy: 0.7784
 23/296 [=>............................] - ETA: 16s - loss: 0.4422 - accuracy: 0.7826
 24/296 [=>............................] - ETA: 16s - loss: 0.4397 - accuracy: 0.7839
 25/296 [=>............................] - ETA: 16s - loss: 0.4391 - accuracy: 0.7850
 26/296 [=>............................] - ETA: 15s - loss: 0.4369 - accuracy: 0.7837
 27/296 [=>............................] - ETA: 15s - loss: 0.4306 - accuracy: 0.7847
 28/296 [=>............................] - ETA: 15s - loss: 0.4302 - accuracy: 0.7857
 29/296 [=>............................] - ETA: 15s - loss: 0.4295 - accuracy: 0.7866
 30/296 [==>...........................] - ETA: 15s - loss: 0.4292 - accuracy: 0.7854
 31/296 [==>...........................] - ETA: 15s - loss: 0.4204 - accuracy: 0.7903
 32/296 [==>...........................] - ETA: 15s - loss: 0.4217 - accuracy: 0.7910
 33/296 [==>...........................] - ETA: 15s - loss: 0.4222 - accuracy: 0.7898
 34/296 [==>...........................] - ETA: 15s - loss: 0.4177 - accuracy: 0.7923
 35/296 [==>...........................] - ETA: 15s - loss: 0.4125 - accuracy: 0.7964
 36/296 [==>...........................] - ETA: 15s - loss: 0.4126 - accuracy: 0.7934
 37/296 [==>...........................] - ETA: 15s - loss: 0.4106 - accuracy: 0.7956
 38/296 [==>...........................] - ETA: 15s - loss: 0.4057 - accuracy: 0.7993
 39/296 [==>...........................] - ETA: 14s - loss: 0.4058 - accuracy: 0.7997
 40/296 [===>..........................] - ETA: 14s - loss: 0.4007 - accuracy: 0.8031
 41/296 [===>..........................] - ETA: 14s - loss: 0.3980 - accuracy: 0.8064
 42/296 [===>..........................] - ETA: 14s - loss: 0.3936 - accuracy: 0.8095
 43/296 [===>..........................] - ETA: 14s - loss: 0.3949 - accuracy: 0.8096
 44/296 [===>..........................] - ETA: 14s - loss: 0.3905 - accuracy: 0.8125
 45/296 [===>..........................] - ETA: 14s - loss: 0.4003 - accuracy: 0.8069
 46/296 [===>..........................] - ETA: 14s - loss: 0.3984 - accuracy: 0.8084
 47/296 [===>..........................] - ETA: 14s - loss: 0.4025 - accuracy: 0.8072
 48/296 [===>..........................] - ETA: 14s - loss: 0.4023 - accuracy: 0.8073
 49/296 [===>..........................] - ETA: 14s - loss: 0.4037 - accuracy: 0.8061
 50/296 [====>.........................] - ETA: 14s - loss: 0.4061 - accuracy: 0.8037
 51/296 [====>.........................] - ETA: 14s - loss: 0.4027 - accuracy: 0.8064
 52/296 [====>.........................] - ETA: 14s - loss: 0.4012 - accuracy: 0.8077
 53/296 [====>.........................] - ETA: 14s - loss: 0.4046 - accuracy: 0.8054
 54/296 [====>.........................] - ETA: 13s - loss: 0.4032 - accuracy: 0.8044
 55/296 [====>.........................] - ETA: 13s - loss: 0.4018 - accuracy: 0.8034
 56/296 [====>.........................] - ETA: 13s - loss: 0.3974 - accuracy: 0.8058
 57/296 [====>.........................] - ETA: 13s - loss: 0.3953 - accuracy: 0.8059
 58/296 [====>.........................] - ETA: 13s - loss: 0.3975 - accuracy: 0.8050
 59/296 [====>.........................] - ETA: 13s - loss: 0.3985 - accuracy: 0.8040
 60/296 [=====>........................] - ETA: 13s - loss: 0.4005 - accuracy: 0.8031
 61/296 [=====>........................] - ETA: 13s - loss: 0.3981 - accuracy: 0.8053
 62/296 [=====>........................] - ETA: 13s - loss: 0.3975 - accuracy: 0.8054
 63/296 [=====>........................] - ETA: 13s - loss: 0.3979 - accuracy: 0.8056
 64/296 [=====>........................] - ETA: 13s - loss: 0.3994 - accuracy: 0.8047
 65/296 [=====>........................] - ETA: 13s - loss: 0.3976 - accuracy: 0.8038
 66/296 [=====>........................] - ETA: 13s - loss: 0.3960 - accuracy: 0.8049
 67/296 [=====>........................] - ETA: 13s - loss: 0.3929 - accuracy: 0.8060
 68/296 [=====>........................] - ETA: 13s - loss: 0.3900 - accuracy: 0.8079
 69/296 [=====>........................] - ETA: 13s - loss: 0.3925 - accuracy: 0.8089
 70/296 [======>.......................] - ETA: 12s - loss: 0.3913 - accuracy: 0.8107
 71/296 [======>.......................] - ETA: 12s - loss: 0.3890 - accuracy: 0.8116
 72/296 [======>.......................] - ETA: 12s - loss: 0.3880 - accuracy: 0.8125
 73/296 [======>.......................] - ETA: 12s - loss: 0.3874 - accuracy: 0.8116
 74/296 [======>.......................] - ETA: 12s - loss: 0.3861 - accuracy: 0.8133
 75/296 [======>.......................] - ETA: 12s - loss: 0.3873 - accuracy: 0.8125
 76/296 [======>.......................] - ETA: 12s - loss: 0.3889 - accuracy: 0.8133
 77/296 [======>.......................] - ETA: 12s - loss: 0.3879 - accuracy: 0.8133
 78/296 [======>.......................] - ETA: 12s - loss: 0.3881 - accuracy: 0.8117
 79/296 [=======>......................] - ETA: 12s - loss: 0.3872 - accuracy: 0.8117
 80/296 [=======>......................] - ETA: 12s - loss: 0.3870 - accuracy: 0.8125
 81/296 [=======>......................] - ETA: 12s - loss: 0.3843 - accuracy: 0.8133
 82/296 [=======>......................] - ETA: 12s - loss: 0.3861 - accuracy: 0.8117
 83/296 [=======>......................] - ETA: 12s - loss: 0.3853 - accuracy: 0.8110
 84/296 [=======>......................] - ETA: 12s - loss: 0.3851 - accuracy: 0.8118
 85/296 [=======>......................] - ETA: 12s - loss: 0.3875 - accuracy: 0.8110
 86/296 [=======>......................] - ETA: 12s - loss: 0.3896 - accuracy: 0.8096
 87/296 [=======>......................] - ETA: 11s - loss: 0.3886 - accuracy: 0.8103
 88/296 [=======>......................] - ETA: 11s - loss: 0.3892 - accuracy: 0.8104
 89/296 [========>.....................] - ETA: 11s - loss: 0.3902 - accuracy: 0.8104
 90/296 [========>.....................] - ETA: 11s - loss: 0.3919 - accuracy: 0.8104
 91/296 [========>.....................] - ETA: 11s - loss: 0.3898 - accuracy: 0.8118
 92/296 [========>.....................] - ETA: 11s - loss: 0.3891 - accuracy: 0.8125
 93/296 [========>.....................] - ETA: 11s - loss: 0.3889 - accuracy: 0.8125
 94/296 [========>.....................] - ETA: 11s - loss: 0.3879 - accuracy: 0.8125
 95/296 [========>.....................] - ETA: 11s - loss: 0.3861 - accuracy: 0.8125
 96/296 [========>.....................] - ETA: 11s - loss: 0.3875 - accuracy: 0.8118
 97/296 [========>.....................] - ETA: 11s - loss: 0.3860 - accuracy: 0.8125
 98/296 [========>.....................] - ETA: 11s - loss: 0.3852 - accuracy: 0.8131
 99/296 [=========>....................] - ETA: 11s - loss: 0.3846 - accuracy: 0.8125
100/296 [=========>....................] - ETA: 11s - loss: 0.3841 - accuracy: 0.8125
101/296 [=========>....................] - ETA: 11s - loss: 0.3829 - accuracy: 0.8131
102/296 [=========>....................] - ETA: 11s - loss: 0.3825 - accuracy: 0.8137
103/296 [=========>....................] - ETA: 11s - loss: 0.3828 - accuracy: 0.8137
104/296 [=========>....................] - ETA: 10s - loss: 0.3825 - accuracy: 0.8137
105/296 [=========>....................] - ETA: 10s - loss: 0.3813 - accuracy: 0.8143
106/296 [=========>....................] - ETA: 10s - loss: 0.3800 - accuracy: 0.8149
107/296 [=========>....................] - ETA: 10s - loss: 0.3802 - accuracy: 0.8148
108/296 [=========>....................] - ETA: 10s - loss: 0.3802 - accuracy: 0.8148
109/296 [==========>...................] - ETA: 10s - loss: 0.3798 - accuracy: 0.8142
110/296 [==========>...................] - ETA: 10s - loss: 0.3798 - accuracy: 0.8142
111/296 [==========>...................] - ETA: 10s - loss: 0.3815 - accuracy: 0.8131
112/296 [==========>...................] - ETA: 10s - loss: 0.3796 - accuracy: 0.8147
113/296 [==========>...................] - ETA: 10s - loss: 0.3795 - accuracy: 0.8142
114/296 [==========>...................] - ETA: 10s - loss: 0.3787 - accuracy: 0.8152
115/296 [==========>...................] - ETA: 10s - loss: 0.3784 - accuracy: 0.8147
116/296 [==========>...................] - ETA: 10s - loss: 0.3773 - accuracy: 0.8152
117/296 [==========>...................] - ETA: 10s - loss: 0.3757 - accuracy: 0.8157
118/296 [==========>...................] - ETA: 10s - loss: 0.3758 - accuracy: 0.8162
119/296 [===========>..................] - ETA: 10s - loss: 0.3760 - accuracy: 0.8162
120/296 [===========>..................] - ETA: 10s - loss: 0.3758 - accuracy: 0.8161
121/296 [===========>..................] - ETA: 9s - loss: 0.3764 - accuracy: 0.8156 
122/296 [===========>..................] - ETA: 9s - loss: 0.3777 - accuracy: 0.8140
123/296 [===========>..................] - ETA: 9s - loss: 0.3773 - accuracy: 0.8145
124/296 [===========>..................] - ETA: 9s - loss: 0.3796 - accuracy: 0.8140
125/296 [===========>..................] - ETA: 9s - loss: 0.3794 - accuracy: 0.8145
126/296 [===========>..................] - ETA: 9s - loss: 0.3780 - accuracy: 0.8155
127/296 [===========>..................] - ETA: 9s - loss: 0.3786 - accuracy: 0.8155
128/296 [===========>..................] - ETA: 9s - loss: 0.3795 - accuracy: 0.8154
129/296 [============>.................] - ETA: 9s - loss: 0.3808 - accuracy: 0.8149
130/296 [============>.................] - ETA: 9s - loss: 0.3820 - accuracy: 0.8139
131/296 [============>.................] - ETA: 9s - loss: 0.3820 - accuracy: 0.8149
132/296 [============>.................] - ETA: 9s - loss: 0.3827 - accuracy: 0.8144
133/296 [============>.................] - ETA: 9s - loss: 0.3809 - accuracy: 0.8153
134/296 [============>.................] - ETA: 9s - loss: 0.3816 - accuracy: 0.8139
135/296 [============>.................] - ETA: 9s - loss: 0.3816 - accuracy: 0.8134
136/296 [============>.................] - ETA: 9s - loss: 0.3821 - accuracy: 0.8125
137/296 [============>.................] - ETA: 9s - loss: 0.3802 - accuracy: 0.8139
138/296 [============>.................] - ETA: 8s - loss: 0.3795 - accuracy: 0.8148
139/296 [=============>................] - ETA: 8s - loss: 0.3812 - accuracy: 0.8143
140/296 [=============>................] - ETA: 8s - loss: 0.3812 - accuracy: 0.8143
141/296 [=============>................] - ETA: 8s - loss: 0.3801 - accuracy: 0.8152
142/296 [=============>................] - ETA: 8s - loss: 0.3815 - accuracy: 0.8138
143/296 [=============>................] - ETA: 8s - loss: 0.3806 - accuracy: 0.8142
144/296 [=============>................] - ETA: 8s - loss: 0.3815 - accuracy: 0.8134
145/296 [=============>................] - ETA: 8s - loss: 0.3826 - accuracy: 0.8121
146/296 [=============>................] - ETA: 8s - loss: 0.3830 - accuracy: 0.8116
147/296 [=============>................] - ETA: 8s - loss: 0.3826 - accuracy: 0.8112
148/296 [==============>...............] - ETA: 8s - loss: 0.3824 - accuracy: 0.8108
149/296 [==============>...............] - ETA: 8s - loss: 0.3826 - accuracy: 0.8104
150/296 [==============>...............] - ETA: 8s - loss: 0.3821 - accuracy: 0.8112
151/296 [==============>...............] - ETA: 8s - loss: 0.3815 - accuracy: 0.8121
152/296 [==============>...............] - ETA: 8s - loss: 0.3828 - accuracy: 0.8117
153/296 [==============>...............] - ETA: 8s - loss: 0.3823 - accuracy: 0.8121
154/296 [==============>...............] - ETA: 8s - loss: 0.3825 - accuracy: 0.8121
155/296 [==============>...............] - ETA: 8s - loss: 0.3819 - accuracy: 0.8121
156/296 [==============>...............] - ETA: 7s - loss: 0.3817 - accuracy: 0.8121
157/296 [==============>...............] - ETA: 7s - loss: 0.3819 - accuracy: 0.8125
158/296 [===============>..............] - ETA: 7s - loss: 0.3814 - accuracy: 0.8133
159/296 [===============>..............] - ETA: 7s - loss: 0.3813 - accuracy: 0.8133
160/296 [===============>..............] - ETA: 7s - loss: 0.3823 - accuracy: 0.8129
161/296 [===============>..............] - ETA: 7s - loss: 0.3823 - accuracy: 0.8129
162/296 [===============>..............] - ETA: 7s - loss: 0.3862 - accuracy: 0.8117
163/296 [===============>..............] - ETA: 7s - loss: 0.3856 - accuracy: 0.8125
164/296 [===============>..............] - ETA: 7s - loss: 0.3846 - accuracy: 0.8125
165/296 [===============>..............] - ETA: 7s - loss: 0.3848 - accuracy: 0.8121
166/296 [===============>..............] - ETA: 7s - loss: 0.3858 - accuracy: 0.8117
167/296 [===============>..............] - ETA: 7s - loss: 0.3847 - accuracy: 0.8125
168/296 [================>.............] - ETA: 7s - loss: 0.3843 - accuracy: 0.8129
169/296 [================>.............] - ETA: 7s - loss: 0.3835 - accuracy: 0.8132
170/296 [================>.............] - ETA: 7s - loss: 0.3839 - accuracy: 0.8136
171/296 [================>.............] - ETA: 7s - loss: 0.3845 - accuracy: 0.8136
172/296 [================>.............] - ETA: 7s - loss: 0.3844 - accuracy: 0.8140
173/296 [================>.............] - ETA: 7s - loss: 0.3830 - accuracy: 0.8147
174/296 [================>.............] - ETA: 6s - loss: 0.3831 - accuracy: 0.8147
175/296 [================>.............] - ETA: 6s - loss: 0.3840 - accuracy: 0.8146
176/296 [================>.............] - ETA: 6s - loss: 0.3849 - accuracy: 0.8143
177/296 [================>.............] - ETA: 6s - loss: 0.3844 - accuracy: 0.8146
178/296 [=================>............] - ETA: 6s - loss: 0.3848 - accuracy: 0.8143
179/296 [=================>............] - ETA: 6s - loss: 0.3858 - accuracy: 0.8135
180/296 [=================>............] - ETA: 6s - loss: 0.3869 - accuracy: 0.8125
181/296 [=================>............] - ETA: 6s - loss: 0.3864 - accuracy: 0.8132
182/296 [=================>............] - ETA: 6s - loss: 0.3855 - accuracy: 0.8135
183/296 [=================>............] - ETA: 6s - loss: 0.3854 - accuracy: 0.8135
184/296 [=================>............] - ETA: 6s - loss: 0.3855 - accuracy: 0.8135
185/296 [=================>............] - ETA: 6s - loss: 0.3849 - accuracy: 0.8145
186/296 [=================>............] - ETA: 6s - loss: 0.3846 - accuracy: 0.8145
187/296 [=================>............] - ETA: 6s - loss: 0.3853 - accuracy: 0.8142
188/296 [==================>...........] - ETA: 6s - loss: 0.3857 - accuracy: 0.8142
189/296 [==================>...........] - ETA: 6s - loss: 0.3853 - accuracy: 0.8148
190/296 [==================>...........] - ETA: 6s - loss: 0.3861 - accuracy: 0.8148
191/296 [==================>...........] - ETA: 6s - loss: 0.3866 - accuracy: 0.8148
192/296 [==================>...........] - ETA: 5s - loss: 0.3862 - accuracy: 0.8154
193/296 [==================>...........] - ETA: 5s - loss: 0.3859 - accuracy: 0.8157
194/296 [==================>...........] - ETA: 5s - loss: 0.3860 - accuracy: 0.8157
195/296 [==================>...........] - ETA: 5s - loss: 0.3862 - accuracy: 0.8160
196/296 [==================>...........] - ETA: 5s - loss: 0.3868 - accuracy: 0.8157
197/296 [==================>...........] - ETA: 5s - loss: 0.3864 - accuracy: 0.8160
198/296 [===================>..........] - ETA: 5s - loss: 0.3870 - accuracy: 0.8160
199/296 [===================>..........] - ETA: 5s - loss: 0.3871 - accuracy: 0.8156
200/296 [===================>..........] - ETA: 5s - loss: 0.3869 - accuracy: 0.8153
201/296 [===================>..........] - ETA: 5s - loss: 0.3872 - accuracy: 0.8150
202/296 [===================>..........] - ETA: 5s - loss: 0.3862 - accuracy: 0.8159
203/296 [===================>..........] - ETA: 5s - loss: 0.3857 - accuracy: 0.8162
204/296 [===================>..........] - ETA: 5s - loss: 0.3856 - accuracy: 0.8162
205/296 [===================>..........] - ETA: 5s - loss: 0.3861 - accuracy: 0.8152
206/296 [===================>..........] - ETA: 5s - loss: 0.3861 - accuracy: 0.8146
207/296 [===================>..........] - ETA: 5s - loss: 0.3865 - accuracy: 0.8152
208/296 [====================>.........] - ETA: 5s - loss: 0.3871 - accuracy: 0.8149
209/296 [====================>.........] - ETA: 4s - loss: 0.3867 - accuracy: 0.8149
210/296 [====================>.........] - ETA: 4s - loss: 0.3861 - accuracy: 0.8155
211/296 [====================>.........] - ETA: 4s - loss: 0.3862 - accuracy: 0.8152
212/296 [====================>.........] - ETA: 4s - loss: 0.3859 - accuracy: 0.8154
213/296 [====================>.........] - ETA: 4s - loss: 0.3849 - accuracy: 0.8163
214/296 [====================>.........] - ETA: 4s - loss: 0.3847 - accuracy: 0.8160
215/296 [====================>.........] - ETA: 4s - loss: 0.3850 - accuracy: 0.8160
216/296 [====================>.........] - ETA: 4s - loss: 0.3856 - accuracy: 0.8151
217/296 [====================>.........] - ETA: 4s - loss: 0.3858 - accuracy: 0.8154
218/296 [=====================>........] - ETA: 4s - loss: 0.3854 - accuracy: 0.8154
219/296 [=====================>........] - ETA: 4s - loss: 0.3851 - accuracy: 0.8156
220/296 [=====================>........] - ETA: 4s - loss: 0.3843 - accuracy: 0.8159
221/296 [=====================>........] - ETA: 4s - loss: 0.3842 - accuracy: 0.8156
222/296 [=====================>........] - ETA: 4s - loss: 0.3846 - accuracy: 0.8156
223/296 [=====================>........] - ETA: 4s - loss: 0.3845 - accuracy: 0.8159
224/296 [=====================>........] - ETA: 4s - loss: 0.3841 - accuracy: 0.8161
225/296 [=====================>........] - ETA: 4s - loss: 0.3856 - accuracy: 0.8153
226/296 [=====================>........] - ETA: 3s - loss: 0.3850 - accuracy: 0.8155
227/296 [======================>.......] - ETA: 3s - loss: 0.3855 - accuracy: 0.8150
228/296 [======================>.......] - ETA: 3s - loss: 0.3852 - accuracy: 0.8152
229/296 [======================>.......] - ETA: 3s - loss: 0.3848 - accuracy: 0.8155
230/296 [======================>.......] - ETA: 3s - loss: 0.3841 - accuracy: 0.8160
231/296 [======================>.......] - ETA: 3s - loss: 0.3846 - accuracy: 0.8157
232/296 [======================>.......] - ETA: 3s - loss: 0.3847 - accuracy: 0.8160
233/296 [======================>.......] - ETA: 3s - loss: 0.3844 - accuracy: 0.8160
234/296 [======================>.......] - ETA: 3s - loss: 0.3848 - accuracy: 0.8160
235/296 [======================>.......] - ETA: 3s - loss: 0.3853 - accuracy: 0.8160
236/296 [======================>.......] - ETA: 3s - loss: 0.3848 - accuracy: 0.8165
237/296 [=======================>......] - ETA: 3s - loss: 0.3849 - accuracy: 0.8165
238/296 [=======================>......] - ETA: 3s - loss: 0.3846 - accuracy: 0.8167
239/296 [=======================>......] - ETA: 3s - loss: 0.3847 - accuracy: 0.8164
240/296 [=======================>......] - ETA: 3s - loss: 0.3845 - accuracy: 0.8164
241/296 [=======================>......] - ETA: 3s - loss: 0.3843 - accuracy: 0.8164
242/296 [=======================>......] - ETA: 3s - loss: 0.3841 - accuracy: 0.8164
243/296 [=======================>......] - ETA: 3s - loss: 0.3834 - accuracy: 0.8166
244/296 [=======================>......] - ETA: 2s - loss: 0.3828 - accuracy: 0.8169
245/296 [=======================>......] - ETA: 2s - loss: 0.3824 - accuracy: 0.8176
246/296 [=======================>......] - ETA: 2s - loss: 0.3819 - accuracy: 0.8178
247/296 [========================>.....] - ETA: 2s - loss: 0.3827 - accuracy: 0.8173
248/296 [========================>.....] - ETA: 2s - loss: 0.3825 - accuracy: 0.8175
249/296 [========================>.....] - ETA: 2s - loss: 0.3829 - accuracy: 0.8170
250/296 [========================>.....] - ETA: 2s - loss: 0.3824 - accuracy: 0.8173
251/296 [========================>.....] - ETA: 2s - loss: 0.3819 - accuracy: 0.8175
252/296 [========================>.....] - ETA: 2s - loss: 0.3830 - accuracy: 0.8177
253/296 [========================>.....] - ETA: 2s - loss: 0.3825 - accuracy: 0.8182
254/296 [========================>.....] - ETA: 2s - loss: 0.3825 - accuracy: 0.8184
255/296 [========================>.....] - ETA: 2s - loss: 0.3829 - accuracy: 0.8181
256/296 [========================>.....] - ETA: 2s - loss: 0.3830 - accuracy: 0.8181
257/296 [=========================>....] - ETA: 2s - loss: 0.3820 - accuracy: 0.8186
258/296 [=========================>....] - ETA: 2s - loss: 0.3818 - accuracy: 0.8188
259/296 [=========================>....] - ETA: 2s - loss: 0.3823 - accuracy: 0.8185
260/296 [=========================>....] - ETA: 2s - loss: 0.3827 - accuracy: 0.8188
261/296 [=========================>....] - ETA: 1s - loss: 0.3831 - accuracy: 0.8182
262/296 [=========================>....] - ETA: 1s - loss: 0.3848 - accuracy: 0.8175
263/296 [=========================>....] - ETA: 1s - loss: 0.3840 - accuracy: 0.8182
264/296 [=========================>....] - ETA: 1s - loss: 0.3842 - accuracy: 0.8175
265/296 [=========================>....] - ETA: 1s - loss: 0.3846 - accuracy: 0.8175
266/296 [=========================>....] - ETA: 1s - loss: 0.3848 - accuracy: 0.8174
267/296 [==========================>...] - ETA: 1s - loss: 0.3843 - accuracy: 0.8176
268/296 [==========================>...] - ETA: 1s - loss: 0.3839 - accuracy: 0.8179
269/296 [==========================>...] - ETA: 1s - loss: 0.3840 - accuracy: 0.8178
270/296 [==========================>...] - ETA: 1s - loss: 0.3839 - accuracy: 0.8178
271/296 [==========================>...] - ETA: 1s - loss: 0.3841 - accuracy: 0.8176
272/296 [==========================>...] - ETA: 1s - loss: 0.3839 - accuracy: 0.8180
273/296 [==========================>...] - ETA: 1s - loss: 0.3839 - accuracy: 0.8180
274/296 [==========================>...] - ETA: 1s - loss: 0.3835 - accuracy: 0.8182
275/296 [==========================>...] - ETA: 1s - loss: 0.3838 - accuracy: 0.8180
276/296 [==========================>...] - ETA: 1s - loss: 0.3831 - accuracy: 0.8186
277/296 [===========================>..] - ETA: 1s - loss: 0.3829 - accuracy: 0.8190
278/296 [===========================>..] - ETA: 1s - loss: 0.3831 - accuracy: 0.8188
279/296 [===========================>..] - ETA: 0s - loss: 0.3829 - accuracy: 0.8188
280/296 [===========================>..] - ETA: 0s - loss: 0.3831 - accuracy: 0.8188
281/296 [===========================>..] - ETA: 0s - loss: 0.3831 - accuracy: 0.8190
282/296 [===========================>..] - ETA: 0s - loss: 0.3832 - accuracy: 0.8185
283/296 [===========================>..] - ETA: 0s - loss: 0.3833 - accuracy: 0.8187
284/296 [===========================>..] - ETA: 0s - loss: 0.3842 - accuracy: 0.8180
285/296 [===========================>..] - ETA: 0s - loss: 0.3839 - accuracy: 0.8182
286/296 [===========================>..] - ETA: 0s - loss: 0.3832 - accuracy: 0.8186
287/296 [============================>.] - ETA: 0s - loss: 0.3829 - accuracy: 0.8188
288/296 [============================>.] - ETA: 0s - loss: 0.3843 - accuracy: 0.8181
289/296 [============================>.] - ETA: 0s - loss: 0.3839 - accuracy: 0.8183
290/296 [============================>.] - ETA: 0s - loss: 0.3835 - accuracy: 0.8185
291/296 [============================>.] - ETA: 0s - loss: 0.3836 - accuracy: 0.8185
292/296 [============================>.] - ETA: 0s - loss: 0.3837 - accuracy: 0.8185
293/296 [============================>.] - ETA: 0s - loss: 0.3845 - accuracy: 0.8178
294/296 [============================>.] - ETA: 0s - loss: 0.3843 - accuracy: 0.8178
295/296 [============================>.] - ETA: 0s - loss: 0.3838 - accuracy: 0.8184
296/296 [==============================] - 17s 57ms/step - loss: 0.3840 - accuracy: 0.8184

296/296 [==============================] - 18s 61ms/step - loss: 0.3840 - accuracy: 0.8184 - val_loss: 0.3793 - val_accuracy: 0.8142
Epoch 23/50

  1/296 [..............................] - ETA: 15s - loss: 0.4319 - accuracy: 0.8125
  2/296 [..............................] - ETA: 18s - loss: 0.3332 - accuracy: 0.8438
  3/296 [..............................] - ETA: 18s - loss: 0.3693 - accuracy: 0.8125
  4/296 [..............................] - ETA: 17s - loss: 0.3240 - accuracy: 0.8438
  5/296 [..............................] - ETA: 17s - loss: 0.3618 - accuracy: 0.8000
  6/296 [..............................] - ETA: 17s - loss: 0.3640 - accuracy: 0.7917
  7/296 [..............................] - ETA: 16s - loss: 0.3523 - accuracy: 0.8036
  8/296 [..............................] - ETA: 16s - loss: 0.3486 - accuracy: 0.8125
  9/296 [..............................] - ETA: 16s - loss: 0.3319 - accuracy: 0.8264
 10/296 [>.............................] - ETA: 16s - loss: 0.3281 - accuracy: 0.8313
 11/296 [>.............................] - ETA: 16s - loss: 0.3144 - accuracy: 0.8409
 12/296 [>.............................] - ETA: 16s - loss: 0.3025 - accuracy: 0.8490
 13/296 [>.............................] - ETA: 16s - loss: 0.3317 - accuracy: 0.8413
 14/296 [>.............................] - ETA: 16s - loss: 0.3328 - accuracy: 0.8438
 15/296 [>.............................] - ETA: 16s - loss: 0.3387 - accuracy: 0.8375
 16/296 [>.............................] - ETA: 15s - loss: 0.3292 - accuracy: 0.8398
 17/296 [>.............................] - ETA: 15s - loss: 0.3198 - accuracy: 0.8456
 18/296 [>.............................] - ETA: 15s - loss: 0.3238 - accuracy: 0.8403
 19/296 [>.............................] - ETA: 15s - loss: 0.3232 - accuracy: 0.8421
 20/296 [=>............................] - ETA: 15s - loss: 0.3164 - accuracy: 0.8469
 21/296 [=>............................] - ETA: 15s - loss: 0.3226 - accuracy: 0.8423
 22/296 [=>............................] - ETA: 15s - loss: 0.3216 - accuracy: 0.8438
 23/296 [=>............................] - ETA: 15s - loss: 0.3276 - accuracy: 0.8424
 24/296 [=>............................] - ETA: 15s - loss: 0.3323 - accuracy: 0.8333
 25/296 [=>............................] - ETA: 15s - loss: 0.3369 - accuracy: 0.8325
 26/296 [=>............................] - ETA: 15s - loss: 0.3311 - accuracy: 0.8365
 27/296 [=>............................] - ETA: 15s - loss: 0.3270 - accuracy: 0.8426
 28/296 [=>............................] - ETA: 15s - loss: 0.3262 - accuracy: 0.8415
 29/296 [=>............................] - ETA: 15s - loss: 0.3284 - accuracy: 0.8405
 30/296 [==>...........................] - ETA: 15s - loss: 0.3253 - accuracy: 0.8417
 31/296 [==>...........................] - ETA: 15s - loss: 0.3202 - accuracy: 0.8448
 32/296 [==>...........................] - ETA: 14s - loss: 0.3207 - accuracy: 0.8438
 33/296 [==>...........................] - ETA: 14s - loss: 0.3226 - accuracy: 0.8409
 34/296 [==>...........................] - ETA: 14s - loss: 0.3244 - accuracy: 0.8382
 35/296 [==>...........................] - ETA: 14s - loss: 0.3281 - accuracy: 0.8357
 36/296 [==>...........................] - ETA: 14s - loss: 0.3266 - accuracy: 0.8368
 37/296 [==>...........................] - ETA: 14s - loss: 0.3283 - accuracy: 0.8378
 38/296 [==>...........................] - ETA: 14s - loss: 0.3311 - accuracy: 0.8388
 39/296 [==>...........................] - ETA: 14s - loss: 0.3291 - accuracy: 0.8397
 40/296 [===>..........................] - ETA: 14s - loss: 0.3230 - accuracy: 0.8438
 41/296 [===>..........................] - ETA: 14s - loss: 0.3215 - accuracy: 0.8460
 42/296 [===>..........................] - ETA: 14s - loss: 0.3192 - accuracy: 0.8497
 43/296 [===>..........................] - ETA: 14s - loss: 0.3195 - accuracy: 0.8488
 44/296 [===>..........................] - ETA: 14s - loss: 0.3192 - accuracy: 0.8509
 45/296 [===>..........................] - ETA: 14s - loss: 0.3272 - accuracy: 0.8458
 46/296 [===>..........................] - ETA: 14s - loss: 0.3249 - accuracy: 0.8465
 47/296 [===>..........................] - ETA: 14s - loss: 0.3228 - accuracy: 0.8484
 48/296 [===>..........................] - ETA: 14s - loss: 0.3239 - accuracy: 0.8490
 49/296 [===>..........................] - ETA: 14s - loss: 0.3220 - accuracy: 0.8520
 50/296 [====>.........................] - ETA: 13s - loss: 0.3263 - accuracy: 0.8475
 51/296 [====>.........................] - ETA: 13s - loss: 0.3277 - accuracy: 0.8493
 52/296 [====>.........................] - ETA: 13s - loss: 0.3277 - accuracy: 0.8474
 53/296 [====>.........................] - ETA: 13s - loss: 0.3256 - accuracy: 0.8467
 54/296 [====>.........................] - ETA: 13s - loss: 0.3324 - accuracy: 0.8449
 55/296 [====>.........................] - ETA: 13s - loss: 0.3350 - accuracy: 0.8420
 56/296 [====>.........................] - ETA: 13s - loss: 0.3345 - accuracy: 0.8426
 57/296 [====>.........................] - ETA: 13s - loss: 0.3369 - accuracy: 0.8388
 58/296 [====>.........................] - ETA: 13s - loss: 0.3368 - accuracy: 0.8384
 59/296 [====>.........................] - ETA: 13s - loss: 0.3372 - accuracy: 0.8379
 60/296 [=====>........................] - ETA: 13s - loss: 0.3352 - accuracy: 0.8396
 61/296 [=====>........................] - ETA: 13s - loss: 0.3327 - accuracy: 0.8412
 62/296 [=====>........................] - ETA: 13s - loss: 0.3331 - accuracy: 0.8407
 63/296 [=====>........................] - ETA: 13s - loss: 0.3338 - accuracy: 0.8413
 64/296 [=====>........................] - ETA: 13s - loss: 0.3326 - accuracy: 0.8428
 65/296 [=====>........................] - ETA: 13s - loss: 0.3327 - accuracy: 0.8423
 66/296 [=====>........................] - ETA: 13s - loss: 0.3325 - accuracy: 0.8428
 67/296 [=====>........................] - ETA: 13s - loss: 0.3336 - accuracy: 0.8433
 68/296 [=====>........................] - ETA: 12s - loss: 0.3325 - accuracy: 0.8438
 69/296 [=====>........................] - ETA: 12s - loss: 0.3335 - accuracy: 0.8433
 70/296 [======>.......................] - ETA: 12s - loss: 0.3330 - accuracy: 0.8429
 71/296 [======>.......................] - ETA: 12s - loss: 0.3374 - accuracy: 0.8415
 72/296 [======>.......................] - ETA: 12s - loss: 0.3361 - accuracy: 0.8420
 73/296 [======>.......................] - ETA: 12s - loss: 0.3360 - accuracy: 0.8425
 74/296 [======>.......................] - ETA: 12s - loss: 0.3332 - accuracy: 0.8438
 75/296 [======>.......................] - ETA: 12s - loss: 0.3342 - accuracy: 0.8433
 76/296 [======>.......................] - ETA: 12s - loss: 0.3351 - accuracy: 0.8429
 77/296 [======>.......................] - ETA: 12s - loss: 0.3333 - accuracy: 0.8442
 78/296 [======>.......................] - ETA: 12s - loss: 0.3331 - accuracy: 0.8446
 79/296 [=======>......................] - ETA: 12s - loss: 0.3361 - accuracy: 0.8434
 80/296 [=======>......................] - ETA: 12s - loss: 0.3360 - accuracy: 0.8430
 81/296 [=======>......................] - ETA: 12s - loss: 0.3359 - accuracy: 0.8441
 82/296 [=======>......................] - ETA: 12s - loss: 0.3379 - accuracy: 0.8438
 83/296 [=======>......................] - ETA: 12s - loss: 0.3405 - accuracy: 0.8426
 84/296 [=======>......................] - ETA: 12s - loss: 0.3418 - accuracy: 0.8408
 85/296 [=======>......................] - ETA: 11s - loss: 0.3430 - accuracy: 0.8404
 86/296 [=======>......................] - ETA: 11s - loss: 0.3436 - accuracy: 0.8401
 87/296 [=======>......................] - ETA: 11s - loss: 0.3436 - accuracy: 0.8398
 88/296 [=======>......................] - ETA: 11s - loss: 0.3489 - accuracy: 0.8359
 89/296 [========>.....................] - ETA: 11s - loss: 0.3499 - accuracy: 0.8336
 90/296 [========>.....................] - ETA: 11s - loss: 0.3514 - accuracy: 0.8319
 91/296 [========>.....................] - ETA: 11s - loss: 0.3499 - accuracy: 0.8331
 92/296 [========>.....................] - ETA: 11s - loss: 0.3514 - accuracy: 0.8329
 93/296 [========>.....................] - ETA: 11s - loss: 0.3514 - accuracy: 0.8327
 94/296 [========>.....................] - ETA: 11s - loss: 0.3501 - accuracy: 0.8331
 95/296 [========>.....................] - ETA: 11s - loss: 0.3500 - accuracy: 0.8336
 96/296 [========>.....................] - ETA: 11s - loss: 0.3497 - accuracy: 0.8346
 97/296 [========>.....................] - ETA: 11s - loss: 0.3519 - accuracy: 0.8331
 98/296 [========>.....................] - ETA: 11s - loss: 0.3539 - accuracy: 0.8316
 99/296 [=========>....................] - ETA: 11s - loss: 0.3524 - accuracy: 0.8333
100/296 [=========>....................] - ETA: 11s - loss: 0.3548 - accuracy: 0.8319
101/296 [=========>....................] - ETA: 11s - loss: 0.3547 - accuracy: 0.8323
102/296 [=========>....................] - ETA: 10s - loss: 0.3552 - accuracy: 0.8309
103/296 [=========>....................] - ETA: 10s - loss: 0.3546 - accuracy: 0.8307
104/296 [=========>....................] - ETA: 10s - loss: 0.3554 - accuracy: 0.8311
105/296 [=========>....................] - ETA: 10s - loss: 0.3549 - accuracy: 0.8321
106/296 [=========>....................] - ETA: 10s - loss: 0.3567 - accuracy: 0.8314
107/296 [=========>....................] - ETA: 10s - loss: 0.3594 - accuracy: 0.8294
108/296 [=========>....................] - ETA: 10s - loss: 0.3588 - accuracy: 0.8304
109/296 [==========>...................] - ETA: 10s - loss: 0.3592 - accuracy: 0.8303
110/296 [==========>...................] - ETA: 10s - loss: 0.3579 - accuracy: 0.8318
111/296 [==========>...................] - ETA: 10s - loss: 0.3591 - accuracy: 0.8316
112/296 [==========>...................] - ETA: 10s - loss: 0.3588 - accuracy: 0.8320
113/296 [==========>...................] - ETA: 10s - loss: 0.3592 - accuracy: 0.8319
114/296 [==========>...................] - ETA: 10s - loss: 0.3590 - accuracy: 0.8317
115/296 [==========>...................] - ETA: 10s - loss: 0.3613 - accuracy: 0.8299
116/296 [==========>...................] - ETA: 10s - loss: 0.3599 - accuracy: 0.8308
117/296 [==========>...................] - ETA: 10s - loss: 0.3598 - accuracy: 0.8312
118/296 [==========>...................] - ETA: 10s - loss: 0.3588 - accuracy: 0.8326
119/296 [===========>..................] - ETA: 9s - loss: 0.3592 - accuracy: 0.8325 
120/296 [===========>..................] - ETA: 9s - loss: 0.3614 - accuracy: 0.8323
121/296 [===========>..................] - ETA: 9s - loss: 0.3610 - accuracy: 0.8326
122/296 [===========>..................] - ETA: 9s - loss: 0.3604 - accuracy: 0.8335
123/296 [===========>..................] - ETA: 9s - loss: 0.3610 - accuracy: 0.8333
124/296 [===========>..................] - ETA: 9s - loss: 0.3610 - accuracy: 0.8337
125/296 [===========>..................] - ETA: 9s - loss: 0.3608 - accuracy: 0.8340
126/296 [===========>..................] - ETA: 9s - loss: 0.3610 - accuracy: 0.8343
127/296 [===========>..................] - ETA: 9s - loss: 0.3634 - accuracy: 0.8342
128/296 [===========>..................] - ETA: 9s - loss: 0.3635 - accuracy: 0.8340
129/296 [============>.................] - ETA: 9s - loss: 0.3635 - accuracy: 0.8343
130/296 [============>.................] - ETA: 9s - loss: 0.3643 - accuracy: 0.8337
131/296 [============>.................] - ETA: 9s - loss: 0.3639 - accuracy: 0.8340
132/296 [============>.................] - ETA: 9s - loss: 0.3628 - accuracy: 0.8352
133/296 [============>.................] - ETA: 9s - loss: 0.3624 - accuracy: 0.8351
134/296 [============>.................] - ETA: 9s - loss: 0.3618 - accuracy: 0.8354
135/296 [============>.................] - ETA: 9s - loss: 0.3624 - accuracy: 0.8343
136/296 [============>.................] - ETA: 9s - loss: 0.3640 - accuracy: 0.8323
137/296 [============>.................] - ETA: 8s - loss: 0.3637 - accuracy: 0.8326
138/296 [============>.................] - ETA: 8s - loss: 0.3645 - accuracy: 0.8324
139/296 [=============>................] - ETA: 8s - loss: 0.3638 - accuracy: 0.8327
140/296 [=============>................] - ETA: 8s - loss: 0.3631 - accuracy: 0.8330
141/296 [=============>................] - ETA: 8s - loss: 0.3627 - accuracy: 0.8329
142/296 [=============>................] - ETA: 8s - loss: 0.3619 - accuracy: 0.8336
143/296 [=============>................] - ETA: 8s - loss: 0.3625 - accuracy: 0.8335
144/296 [=============>................] - ETA: 8s - loss: 0.3616 - accuracy: 0.8338
145/296 [=============>................] - ETA: 8s - loss: 0.3623 - accuracy: 0.8336
146/296 [=============>................] - ETA: 8s - loss: 0.3617 - accuracy: 0.8335
147/296 [=============>................] - ETA: 8s - loss: 0.3610 - accuracy: 0.8333
148/296 [==============>...............] - ETA: 8s - loss: 0.3618 - accuracy: 0.8328
149/296 [==============>...............] - ETA: 8s - loss: 0.3639 - accuracy: 0.8322
150/296 [==============>...............] - ETA: 8s - loss: 0.3653 - accuracy: 0.8308
151/296 [==============>...............] - ETA: 8s - loss: 0.3649 - accuracy: 0.8311
152/296 [==============>...............] - ETA: 8s - loss: 0.3661 - accuracy: 0.8306
153/296 [==============>...............] - ETA: 8s - loss: 0.3668 - accuracy: 0.8301
154/296 [==============>...............] - ETA: 7s - loss: 0.3692 - accuracy: 0.8291
155/296 [==============>...............] - ETA: 7s - loss: 0.3678 - accuracy: 0.8298
156/296 [==============>...............] - ETA: 7s - loss: 0.3680 - accuracy: 0.8301
157/296 [==============>...............] - ETA: 7s - loss: 0.3678 - accuracy: 0.8300
158/296 [===============>..............] - ETA: 7s - loss: 0.3676 - accuracy: 0.8295
159/296 [===============>..............] - ETA: 7s - loss: 0.3681 - accuracy: 0.8294
160/296 [===============>..............] - ETA: 7s - loss: 0.3695 - accuracy: 0.8277
161/296 [===============>..............] - ETA: 7s - loss: 0.3705 - accuracy: 0.8273
162/296 [===============>..............] - ETA: 7s - loss: 0.3712 - accuracy: 0.8260
163/296 [===============>..............] - ETA: 7s - loss: 0.3719 - accuracy: 0.8259
164/296 [===============>..............] - ETA: 7s - loss: 0.3718 - accuracy: 0.8262
165/296 [===============>..............] - ETA: 7s - loss: 0.3727 - accuracy: 0.8258
166/296 [===============>..............] - ETA: 7s - loss: 0.3725 - accuracy: 0.8264
167/296 [===============>..............] - ETA: 7s - loss: 0.3727 - accuracy: 0.8267
168/296 [================>.............] - ETA: 7s - loss: 0.3726 - accuracy: 0.8266
169/296 [================>.............] - ETA: 7s - loss: 0.3729 - accuracy: 0.8266
170/296 [================>.............] - ETA: 7s - loss: 0.3730 - accuracy: 0.8268
171/296 [================>.............] - ETA: 7s - loss: 0.3726 - accuracy: 0.8275
172/296 [================>.............] - ETA: 6s - loss: 0.3730 - accuracy: 0.8270
173/296 [================>.............] - ETA: 6s - loss: 0.3741 - accuracy: 0.8270
174/296 [================>.............] - ETA: 6s - loss: 0.3747 - accuracy: 0.8269
175/296 [================>.............] - ETA: 6s - loss: 0.3744 - accuracy: 0.8268
176/296 [================>.............] - ETA: 6s - loss: 0.3760 - accuracy: 0.8256
177/296 [================>.............] - ETA: 6s - loss: 0.3763 - accuracy: 0.8256
178/296 [=================>............] - ETA: 6s - loss: 0.3762 - accuracy: 0.8255
179/296 [=================>............] - ETA: 6s - loss: 0.3751 - accuracy: 0.8261
180/296 [=================>............] - ETA: 6s - loss: 0.3749 - accuracy: 0.8260
181/296 [=================>............] - ETA: 6s - loss: 0.3732 - accuracy: 0.8270
182/296 [=================>............] - ETA: 6s - loss: 0.3737 - accuracy: 0.8266
183/296 [=================>............] - ETA: 6s - loss: 0.3732 - accuracy: 0.8268
184/296 [=================>............] - ETA: 6s - loss: 0.3739 - accuracy: 0.8254
185/296 [=================>............] - ETA: 6s - loss: 0.3740 - accuracy: 0.8257
186/296 [=================>............] - ETA: 6s - loss: 0.3763 - accuracy: 0.8239
187/296 [=================>............] - ETA: 6s - loss: 0.3777 - accuracy: 0.8235
188/296 [==================>...........] - ETA: 6s - loss: 0.3786 - accuracy: 0.8228
189/296 [==================>...........] - ETA: 6s - loss: 0.3792 - accuracy: 0.8218
190/296 [==================>...........] - ETA: 5s - loss: 0.3801 - accuracy: 0.8211
191/296 [==================>...........] - ETA: 5s - loss: 0.3811 - accuracy: 0.8210
192/296 [==================>...........] - ETA: 5s - loss: 0.3809 - accuracy: 0.8213
193/296 [==================>...........] - ETA: 5s - loss: 0.3807 - accuracy: 0.8212
194/296 [==================>...........] - ETA: 5s - loss: 0.3801 - accuracy: 0.8218
195/296 [==================>...........] - ETA: 5s - loss: 0.3809 - accuracy: 0.8221
196/296 [==================>...........] - ETA: 5s - loss: 0.3820 - accuracy: 0.8211
197/296 [==================>...........] - ETA: 5s - loss: 0.3823 - accuracy: 0.8207
198/296 [===================>..........] - ETA: 5s - loss: 0.3830 - accuracy: 0.8201
199/296 [===================>..........] - ETA: 5s - loss: 0.3828 - accuracy: 0.8204
200/296 [===================>..........] - ETA: 5s - loss: 0.3825 - accuracy: 0.8206
201/296 [===================>..........] - ETA: 5s - loss: 0.3831 - accuracy: 0.8203
202/296 [===================>..........] - ETA: 5s - loss: 0.3837 - accuracy: 0.8196
203/296 [===================>..........] - ETA: 5s - loss: 0.3837 - accuracy: 0.8199
204/296 [===================>..........] - ETA: 5s - loss: 0.3828 - accuracy: 0.8208
205/296 [===================>..........] - ETA: 5s - loss: 0.3827 - accuracy: 0.8207
206/296 [===================>..........] - ETA: 5s - loss: 0.3824 - accuracy: 0.8210
207/296 [===================>..........] - ETA: 5s - loss: 0.3826 - accuracy: 0.8207
208/296 [====================>.........] - ETA: 4s - loss: 0.3828 - accuracy: 0.8209
209/296 [====================>.........] - ETA: 4s - loss: 0.3824 - accuracy: 0.8215
210/296 [====================>.........] - ETA: 4s - loss: 0.3824 - accuracy: 0.8211
211/296 [====================>.........] - ETA: 4s - loss: 0.3825 - accuracy: 0.8211
212/296 [====================>.........] - ETA: 4s - loss: 0.3826 - accuracy: 0.8210
213/296 [====================>.........] - ETA: 4s - loss: 0.3822 - accuracy: 0.8213
214/296 [====================>.........] - ETA: 4s - loss: 0.3815 - accuracy: 0.8216
215/296 [====================>.........] - ETA: 4s - loss: 0.3837 - accuracy: 0.8209
216/296 [====================>.........] - ETA: 4s - loss: 0.3838 - accuracy: 0.8209
217/296 [====================>.........] - ETA: 4s - loss: 0.3847 - accuracy: 0.8203
218/296 [=====================>........] - ETA: 4s - loss: 0.3854 - accuracy: 0.8202
219/296 [=====================>........] - ETA: 4s - loss: 0.3849 - accuracy: 0.8205
220/296 [=====================>........] - ETA: 4s - loss: 0.3839 - accuracy: 0.8213
221/296 [=====================>........] - ETA: 4s - loss: 0.3834 - accuracy: 0.8215
222/296 [=====================>........] - ETA: 4s - loss: 0.3828 - accuracy: 0.8218
223/296 [=====================>........] - ETA: 4s - loss: 0.3827 - accuracy: 0.8217
224/296 [=====================>........] - ETA: 4s - loss: 0.3822 - accuracy: 0.8223
225/296 [=====================>........] - ETA: 3s - loss: 0.3829 - accuracy: 0.8214
226/296 [=====================>........] - ETA: 3s - loss: 0.3827 - accuracy: 0.8213
227/296 [======================>.......] - ETA: 3s - loss: 0.3822 - accuracy: 0.8216
228/296 [======================>.......] - ETA: 3s - loss: 0.3823 - accuracy: 0.8213
229/296 [======================>.......] - ETA: 3s - loss: 0.3819 - accuracy: 0.8215
230/296 [======================>.......] - ETA: 3s - loss: 0.3815 - accuracy: 0.8220
231/296 [======================>.......] - ETA: 3s - loss: 0.3819 - accuracy: 0.8217
232/296 [======================>.......] - ETA: 3s - loss: 0.3821 - accuracy: 0.8217
233/296 [======================>.......] - ETA: 3s - loss: 0.3823 - accuracy: 0.8219
234/296 [======================>.......] - ETA: 3s - loss: 0.3821 - accuracy: 0.8221
235/296 [======================>.......] - ETA: 3s - loss: 0.3819 - accuracy: 0.8221
236/296 [======================>.......] - ETA: 3s - loss: 0.3816 - accuracy: 0.8220
237/296 [=======================>......] - ETA: 3s - loss: 0.3811 - accuracy: 0.8223
238/296 [=======================>......] - ETA: 3s - loss: 0.3810 - accuracy: 0.8225
239/296 [=======================>......] - ETA: 3s - loss: 0.3813 - accuracy: 0.8224
240/296 [=======================>......] - ETA: 3s - loss: 0.3816 - accuracy: 0.8221
241/296 [=======================>......] - ETA: 3s - loss: 0.3814 - accuracy: 0.8224
242/296 [=======================>......] - ETA: 3s - loss: 0.3805 - accuracy: 0.8226
243/296 [=======================>......] - ETA: 2s - loss: 0.3803 - accuracy: 0.8223
244/296 [=======================>......] - ETA: 2s - loss: 0.3797 - accuracy: 0.8225
245/296 [=======================>......] - ETA: 2s - loss: 0.3795 - accuracy: 0.8230
246/296 [=======================>......] - ETA: 2s - loss: 0.3795 - accuracy: 0.8229
247/296 [========================>.....] - ETA: 2s - loss: 0.3802 - accuracy: 0.8226
248/296 [========================>.....] - ETA: 2s - loss: 0.3801 - accuracy: 0.8228
249/296 [========================>.....] - ETA: 2s - loss: 0.3806 - accuracy: 0.8223
250/296 [========================>.....] - ETA: 2s - loss: 0.3800 - accuracy: 0.8227
251/296 [========================>.....] - ETA: 2s - loss: 0.3806 - accuracy: 0.8225
252/296 [========================>.....] - ETA: 2s - loss: 0.3818 - accuracy: 0.8214
253/296 [========================>.....] - ETA: 2s - loss: 0.3810 - accuracy: 0.8219
254/296 [========================>.....] - ETA: 2s - loss: 0.3825 - accuracy: 0.8209
255/296 [========================>.....] - ETA: 2s - loss: 0.3819 - accuracy: 0.8213
256/296 [========================>.....] - ETA: 2s - loss: 0.3819 - accuracy: 0.8213
257/296 [=========================>....] - ETA: 2s - loss: 0.3818 - accuracy: 0.8215
258/296 [=========================>....] - ETA: 2s - loss: 0.3826 - accuracy: 0.8212
259/296 [=========================>....] - ETA: 2s - loss: 0.3830 - accuracy: 0.8205
260/296 [=========================>....] - ETA: 2s - loss: 0.3831 - accuracy: 0.8204
261/296 [=========================>....] - ETA: 1s - loss: 0.3833 - accuracy: 0.8202
262/296 [=========================>....] - ETA: 1s - loss: 0.3829 - accuracy: 0.8206
263/296 [=========================>....] - ETA: 1s - loss: 0.3830 - accuracy: 0.8206
264/296 [=========================>....] - ETA: 1s - loss: 0.3834 - accuracy: 0.8203
265/296 [=========================>....] - ETA: 1s - loss: 0.3835 - accuracy: 0.8200
266/296 [=========================>....] - ETA: 1s - loss: 0.3852 - accuracy: 0.8193
267/296 [==========================>...] - ETA: 1s - loss: 0.3863 - accuracy: 0.8191
268/296 [==========================>...] - ETA: 1s - loss: 0.3862 - accuracy: 0.8190
269/296 [==========================>...] - ETA: 1s - loss: 0.3861 - accuracy: 0.8190
270/296 [==========================>...] - ETA: 1s - loss: 0.3855 - accuracy: 0.8192
271/296 [==========================>...] - ETA: 1s - loss: 0.3855 - accuracy: 0.8192
272/296 [==========================>...] - ETA: 1s - loss: 0.3865 - accuracy: 0.8182
273/296 [==========================>...] - ETA: 1s - loss: 0.3871 - accuracy: 0.8178
274/296 [==========================>...] - ETA: 1s - loss: 0.3870 - accuracy: 0.8177
275/296 [==========================>...] - ETA: 1s - loss: 0.3869 - accuracy: 0.8180
276/296 [==========================>...] - ETA: 1s - loss: 0.3870 - accuracy: 0.8182
277/296 [===========================>..] - ETA: 1s - loss: 0.3860 - accuracy: 0.8188
278/296 [===========================>..] - ETA: 1s - loss: 0.3854 - accuracy: 0.8192
279/296 [===========================>..] - ETA: 0s - loss: 0.3855 - accuracy: 0.8188
280/296 [===========================>..] - ETA: 0s - loss: 0.3854 - accuracy: 0.8188
281/296 [===========================>..] - ETA: 0s - loss: 0.3850 - accuracy: 0.8187
282/296 [===========================>..] - ETA: 0s - loss: 0.3849 - accuracy: 0.8187
283/296 [===========================>..] - ETA: 0s - loss: 0.3853 - accuracy: 0.8185
284/296 [===========================>..] - ETA: 0s - loss: 0.3848 - accuracy: 0.8187
285/296 [===========================>..] - ETA: 0s - loss: 0.3843 - accuracy: 0.8189
286/296 [===========================>..] - ETA: 0s - loss: 0.3841 - accuracy: 0.8191
287/296 [============================>.] - ETA: 0s - loss: 0.3840 - accuracy: 0.8188
288/296 [============================>.] - ETA: 0s - loss: 0.3855 - accuracy: 0.8179
289/296 [============================>.] - ETA: 0s - loss: 0.3855 - accuracy: 0.8179
290/296 [============================>.] - ETA: 0s - loss: 0.3849 - accuracy: 0.8183
291/296 [============================>.] - ETA: 0s - loss: 0.3849 - accuracy: 0.8187
292/296 [============================>.] - ETA: 0s - loss: 0.3844 - accuracy: 0.8191
293/296 [============================>.] - ETA: 0s - loss: 0.3846 - accuracy: 0.8189
294/296 [============================>.] - ETA: 0s - loss: 0.3842 - accuracy: 0.8191
295/296 [============================>.] - ETA: 0s - loss: 0.3841 - accuracy: 0.8191
296/296 [==============================] - 17s 56ms/step - loss: 0.3842 - accuracy: 0.8189

296/296 [==============================] - 18s 61ms/step - loss: 0.3842 - accuracy: 0.8189 - val_loss: 0.4015 - val_accuracy: 0.7939

 1/50 [..............................] - ETA: 12s
 5/50 [==>...........................] - ETA: 0s 
 9/50 [====>.........................] - ETA: 0s
13/50 [======>.......................] - ETA: 0s
17/50 [=========>....................] - ETA: 0s
21/50 [===========>..................] - ETA: 0s
25/50 [==============>...............] - ETA: 0s
29/50 [================>.............] - ETA: 0s
33/50 [==================>...........] - ETA: 0s
37/50 [=====================>........] - ETA: 0s
41/50 [=======================>......] - ETA: 0s
45/50 [==========================>...] - ETA: 0s
49/50 [============================>.] - ETA: 0s
50/50 [==============================] - 1s 14ms/step

50/50 [==============================] - 1s 14ms/step
Fold 1 Accuracy: 0.1471148 
Processing fold 2 
Epoch 1/50

  1/296 [..............................] - ETA: 4:41 - loss: 0.6929 - accuracy: 0.8750
  2/296 [..............................] - ETA: 15s - loss: 0.6677 - accuracy: 0.7812 
  3/296 [..............................] - ETA: 15s - loss: 0.6764 - accuracy: 0.7917
  4/296 [..............................] - ETA: 15s - loss: 0.6811 - accuracy: 0.7188
  5/296 [..............................] - ETA: 15s - loss: 0.6791 - accuracy: 0.7625
  6/296 [..............................] - ETA: 15s - loss: 0.6806 - accuracy: 0.7292
WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0138s vs `on_train_batch_end` time: 0.0380s). Check your callbacks.

  7/296 [..............................] - ETA: 15s - loss: 0.6674 - accuracy: 0.7411
  8/296 [..............................] - ETA: 15s - loss: 0.6654 - accuracy: 0.7344
  9/296 [..............................] - ETA: 14s - loss: 0.6463 - accuracy: 0.7431
 10/296 [>.............................] - ETA: 14s - loss: 0.6484 - accuracy: 0.7375
 11/296 [>.............................] - ETA: 14s - loss: 0.6417 - accuracy: 0.7386
 12/296 [>.............................] - ETA: 14s - loss: 0.6332 - accuracy: 0.7448
 13/296 [>.............................] - ETA: 14s - loss: 0.6285 - accuracy: 0.7452
 14/296 [>.............................] - ETA: 14s - loss: 0.6188 - accuracy: 0.7500
 15/296 [>.............................] - ETA: 14s - loss: 0.6233 - accuracy: 0.7458
 16/296 [>.............................] - ETA: 14s - loss: 0.6145 - accuracy: 0.7500
 17/296 [>.............................] - ETA: 14s - loss: 0.6203 - accuracy: 0.7426
 18/296 [>.............................] - ETA: 14s - loss: 0.6175 - accuracy: 0.7431
 19/296 [>.............................] - ETA: 14s - loss: 0.6139 - accuracy: 0.7467
 20/296 [=>............................] - ETA: 14s - loss: 0.6125 - accuracy: 0.7469
 21/296 [=>............................] - ETA: 14s - loss: 0.6128 - accuracy: 0.7440
 22/296 [=>............................] - ETA: 14s - loss: 0.6060 - accuracy: 0.7500
 23/296 [=>............................] - ETA: 14s - loss: 0.6105 - accuracy: 0.7446
 24/296 [=>............................] - ETA: 14s - loss: 0.6148 - accuracy: 0.7396
 25/296 [=>............................] - ETA: 14s - loss: 0.6021 - accuracy: 0.7500
 26/296 [=>............................] - ETA: 14s - loss: 0.6063 - accuracy: 0.7452
 27/296 [=>............................] - ETA: 14s - loss: 0.6018 - accuracy: 0.7477
 28/296 [=>............................] - ETA: 14s - loss: 0.6056 - accuracy: 0.7433
 29/296 [=>............................] - ETA: 14s - loss: 0.5995 - accuracy: 0.7478
 30/296 [==>...........................] - ETA: 14s - loss: 0.6003 - accuracy: 0.7458
 31/296 [==>...........................] - ETA: 14s - loss: 0.5988 - accuracy: 0.7460
 32/296 [==>...........................] - ETA: 14s - loss: 0.5977 - accuracy: 0.7461
 33/296 [==>...........................] - ETA: 14s - loss: 0.5908 - accuracy: 0.7519
 34/296 [==>...........................] - ETA: 14s - loss: 0.5898 - accuracy: 0.7518
 35/296 [==>...........................] - ETA: 14s - loss: 0.5838 - accuracy: 0.7554
 36/296 [==>...........................] - ETA: 14s - loss: 0.5841 - accuracy: 0.7552
 37/296 [==>...........................] - ETA: 14s - loss: 0.5875 - accuracy: 0.7534
 38/296 [==>...........................] - ETA: 14s - loss: 0.5797 - accuracy: 0.7582
 39/296 [==>...........................] - ETA: 14s - loss: 0.5793 - accuracy: 0.7580
 40/296 [===>..........................] - ETA: 13s - loss: 0.5786 - accuracy: 0.7578
 41/296 [===>..........................] - ETA: 13s - loss: 0.5779 - accuracy: 0.7576
 42/296 [===>..........................] - ETA: 13s - loss: 0.5784 - accuracy: 0.7560
 43/296 [===>..........................] - ETA: 13s - loss: 0.5769 - accuracy: 0.7573
 44/296 [===>..........................] - ETA: 13s - loss: 0.5784 - accuracy: 0.7543
 45/296 [===>..........................] - ETA: 13s - loss: 0.5789 - accuracy: 0.7528
 46/296 [===>..........................] - ETA: 13s - loss: 0.5795 - accuracy: 0.7514
 47/296 [===>..........................] - ETA: 13s - loss: 0.5769 - accuracy: 0.7540
 48/296 [===>..........................] - ETA: 13s - loss: 0.5775 - accuracy: 0.7526
 49/296 [===>..........................] - ETA: 13s - loss: 0.5755 - accuracy: 0.7538
 50/296 [====>.........................] - ETA: 13s - loss: 0.5713 - accuracy: 0.7563
 51/296 [====>.........................] - ETA: 13s - loss: 0.5810 - accuracy: 0.7512
 52/296 [====>.........................] - ETA: 13s - loss: 0.5789 - accuracy: 0.7524
 53/296 [====>.........................] - ETA: 13s - loss: 0.5767 - accuracy: 0.7535
 54/296 [====>.........................] - ETA: 13s - loss: 0.5769 - accuracy: 0.7523
 55/296 [====>.........................] - ETA: 13s - loss: 0.5755 - accuracy: 0.7534
 56/296 [====>.........................] - ETA: 13s - loss: 0.5744 - accuracy: 0.7533
 57/296 [====>.........................] - ETA: 13s - loss: 0.5744 - accuracy: 0.7522
 58/296 [====>.........................] - ETA: 13s - loss: 0.5721 - accuracy: 0.7532
 59/296 [====>.........................] - ETA: 13s - loss: 0.5677 - accuracy: 0.7553
 60/296 [=====>........................] - ETA: 12s - loss: 0.5643 - accuracy: 0.7563
 61/296 [=====>........................] - ETA: 12s - loss: 0.5619 - accuracy: 0.7572
 62/296 [=====>........................] - ETA: 12s - loss: 0.5583 - accuracy: 0.7571
 63/296 [=====>........................] - ETA: 12s - loss: 0.5585 - accuracy: 0.7550
 64/296 [=====>........................] - ETA: 12s - loss: 0.5569 - accuracy: 0.7568
 65/296 [=====>........................] - ETA: 12s - loss: 0.5512 - accuracy: 0.7596
 66/296 [=====>........................] - ETA: 12s - loss: 0.5679 - accuracy: 0.7585
 67/296 [=====>........................] - ETA: 12s - loss: 0.5668 - accuracy: 0.7575
 68/296 [=====>........................] - ETA: 12s - loss: 0.5659 - accuracy: 0.7583
 69/296 [=====>........................] - ETA: 12s - loss: 0.5658 - accuracy: 0.7572
 70/296 [======>.......................] - ETA: 12s - loss: 0.5641 - accuracy: 0.7580
 71/296 [======>.......................] - ETA: 12s - loss: 0.5633 - accuracy: 0.7588
 72/296 [======>.......................] - ETA: 12s - loss: 0.5621 - accuracy: 0.7587
 73/296 [======>.......................] - ETA: 12s - loss: 0.5618 - accuracy: 0.7577
 74/296 [======>.......................] - ETA: 12s - loss: 0.5626 - accuracy: 0.7568
 75/296 [======>.......................] - ETA: 12s - loss: 0.5627 - accuracy: 0.7558
 76/296 [======>.......................] - ETA: 12s - loss: 0.5622 - accuracy: 0.7566
 77/296 [======>.......................] - ETA: 12s - loss: 0.5650 - accuracy: 0.7516
 78/296 [======>.......................] - ETA: 12s - loss: 0.5648 - accuracy: 0.7508
 79/296 [=======>......................] - ETA: 11s - loss: 0.5646 - accuracy: 0.7524
 80/296 [=======>......................] - ETA: 11s - loss: 0.5644 - accuracy: 0.7547
 81/296 [=======>......................] - ETA: 11s - loss: 0.5623 - accuracy: 0.7569
 82/296 [=======>......................] - ETA: 11s - loss: 0.5598 - accuracy: 0.7584
 83/296 [=======>......................] - ETA: 11s - loss: 0.5582 - accuracy: 0.7590
 84/296 [=======>......................] - ETA: 11s - loss: 0.5571 - accuracy: 0.7604
 85/296 [=======>......................] - ETA: 11s - loss: 0.5617 - accuracy: 0.7596
 86/296 [=======>......................] - ETA: 11s - loss: 0.5607 - accuracy: 0.7602
 87/296 [=======>......................] - ETA: 11s - loss: 0.5604 - accuracy: 0.7601
 88/296 [=======>......................] - ETA: 11s - loss: 0.5588 - accuracy: 0.7614
 89/296 [========>.....................] - ETA: 11s - loss: 0.5575 - accuracy: 0.7619
 90/296 [========>.....................] - ETA: 11s - loss: 0.5566 - accuracy: 0.7639
 91/296 [========>.....................] - ETA: 11s - loss: 0.5559 - accuracy: 0.7651
 92/296 [========>.....................] - ETA: 11s - loss: 0.5547 - accuracy: 0.7656
 93/296 [========>.....................] - ETA: 11s - loss: 0.5541 - accuracy: 0.7661
 94/296 [========>.....................] - ETA: 11s - loss: 0.5532 - accuracy: 0.7660
 95/296 [========>.....................] - ETA: 11s - loss: 0.5525 - accuracy: 0.7658
 96/296 [========>.....................] - ETA: 11s - loss: 0.5520 - accuracy: 0.7663
 97/296 [========>.....................] - ETA: 11s - loss: 0.5495 - accuracy: 0.7674
 98/296 [========>.....................] - ETA: 11s - loss: 0.5496 - accuracy: 0.7672
 99/296 [=========>....................] - ETA: 10s - loss: 0.5486 - accuracy: 0.7670
100/296 [=========>....................] - ETA: 10s - loss: 0.5513 - accuracy: 0.7650
101/296 [=========>....................] - ETA: 10s - loss: 0.5497 - accuracy: 0.7655
102/296 [=========>....................] - ETA: 10s - loss: 0.5500 - accuracy: 0.7635
103/296 [=========>....................] - ETA: 10s - loss: 0.5506 - accuracy: 0.7621
104/296 [=========>....................] - ETA: 10s - loss: 0.5514 - accuracy: 0.7608
105/296 [=========>....................] - ETA: 10s - loss: 0.5521 - accuracy: 0.7601
106/296 [=========>....................] - ETA: 10s - loss: 0.5526 - accuracy: 0.7600
107/296 [=========>....................] - ETA: 10s - loss: 0.5531 - accuracy: 0.7588
108/296 [=========>....................] - ETA: 10s - loss: 0.5528 - accuracy: 0.7598
109/296 [==========>...................] - ETA: 10s - loss: 0.5523 - accuracy: 0.7609
110/296 [==========>...................] - ETA: 10s - loss: 0.5515 - accuracy: 0.7614
111/296 [==========>...................] - ETA: 10s - loss: 0.5498 - accuracy: 0.7624
112/296 [==========>...................] - ETA: 10s - loss: 0.5514 - accuracy: 0.7617
113/296 [==========>...................] - ETA: 10s - loss: 0.5473 - accuracy: 0.7638
114/296 [==========>...................] - ETA: 10s - loss: 0.5516 - accuracy: 0.7621
115/296 [==========>...................] - ETA: 10s - loss: 0.5507 - accuracy: 0.7625
116/296 [==========>...................] - ETA: 10s - loss: 0.5484 - accuracy: 0.7635
117/296 [==========>...................] - ETA: 10s - loss: 0.5483 - accuracy: 0.7628
118/296 [==========>...................] - ETA: 10s - loss: 0.5472 - accuracy: 0.7638
119/296 [===========>..................] - ETA: 9s - loss: 0.5473 - accuracy: 0.7631 
120/296 [===========>..................] - ETA: 9s - loss: 0.5466 - accuracy: 0.7635
121/296 [===========>..................] - ETA: 9s - loss: 0.5451 - accuracy: 0.7639
122/296 [===========>..................] - ETA: 9s - loss: 0.5435 - accuracy: 0.7659
123/296 [===========>..................] - ETA: 9s - loss: 0.5422 - accuracy: 0.7658
124/296 [===========>..................] - ETA: 9s - loss: 0.5413 - accuracy: 0.7656
125/296 [===========>..................] - ETA: 9s - loss: 0.5393 - accuracy: 0.7665
126/296 [===========>..................] - ETA: 9s - loss: 0.5378 - accuracy: 0.7674
127/296 [===========>..................] - ETA: 9s - loss: 0.5376 - accuracy: 0.7672
128/296 [===========>..................] - ETA: 9s - loss: 0.5424 - accuracy: 0.7656
129/296 [============>.................] - ETA: 9s - loss: 0.5425 - accuracy: 0.7645
130/296 [============>.................] - ETA: 9s - loss: 0.5430 - accuracy: 0.7625
131/296 [============>.................] - ETA: 9s - loss: 0.5432 - accuracy: 0.7629
132/296 [============>.................] - ETA: 9s - loss: 0.5432 - accuracy: 0.7633
133/296 [============>.................] - ETA: 9s - loss: 0.5431 - accuracy: 0.7636
134/296 [============>.................] - ETA: 9s - loss: 0.5450 - accuracy: 0.7635
135/296 [============>.................] - ETA: 9s - loss: 0.5483 - accuracy: 0.7625
136/296 [============>.................] - ETA: 8s - loss: 0.5497 - accuracy: 0.7619
137/296 [============>.................] - ETA: 8s - loss: 0.5504 - accuracy: 0.7614
138/296 [============>.................] - ETA: 8s - loss: 0.5507 - accuracy: 0.7618
139/296 [=============>................] - ETA: 8s - loss: 0.5511 - accuracy: 0.7621
140/296 [=============>................] - ETA: 8s - loss: 0.5512 - accuracy: 0.7629
141/296 [=============>................] - ETA: 8s - loss: 0.5515 - accuracy: 0.7629
142/296 [=============>................] - ETA: 8s - loss: 0.5516 - accuracy: 0.7628
143/296 [=============>................] - ETA: 8s - loss: 0.5518 - accuracy: 0.7627
144/296 [=============>................] - ETA: 8s - loss: 0.5511 - accuracy: 0.7635
145/296 [=============>................] - ETA: 8s - loss: 0.5495 - accuracy: 0.7647
146/296 [=============>................] - ETA: 8s - loss: 0.5488 - accuracy: 0.7650
147/296 [=============>................] - ETA: 8s - loss: 0.5468 - accuracy: 0.7662
148/296 [==============>...............] - ETA: 8s - loss: 0.5444 - accuracy: 0.7673
149/296 [==============>...............] - ETA: 8s - loss: 0.5458 - accuracy: 0.7672
150/296 [==============>...............] - ETA: 8s - loss: 0.5499 - accuracy: 0.7658
151/296 [==============>...............] - ETA: 8s - loss: 0.5527 - accuracy: 0.7649
152/296 [==============>...............] - ETA: 8s - loss: 0.5510 - accuracy: 0.7656
153/296 [==============>...............] - ETA: 8s - loss: 0.5509 - accuracy: 0.7651
154/296 [==============>...............] - ETA: 8s - loss: 0.5500 - accuracy: 0.7654
155/296 [==============>...............] - ETA: 7s - loss: 0.5498 - accuracy: 0.7657
156/296 [==============>...............] - ETA: 7s - loss: 0.5496 - accuracy: 0.7648
157/296 [==============>...............] - ETA: 7s - loss: 0.5487 - accuracy: 0.7655
158/296 [===============>..............] - ETA: 7s - loss: 0.5477 - accuracy: 0.7658
159/296 [===============>..............] - ETA: 7s - loss: 0.5472 - accuracy: 0.7665
160/296 [===============>..............] - ETA: 7s - loss: 0.5459 - accuracy: 0.7672
161/296 [===============>..............] - ETA: 7s - loss: 0.5447 - accuracy: 0.7671
162/296 [===============>..............] - ETA: 7s - loss: 0.5444 - accuracy: 0.7670
163/296 [===============>..............] - ETA: 7s - loss: 0.5444 - accuracy: 0.7673
164/296 [===============>..............] - ETA: 7s - loss: 0.5440 - accuracy: 0.7675
165/296 [===============>..............] - ETA: 7s - loss: 0.5428 - accuracy: 0.7674
166/296 [===============>..............] - ETA: 7s - loss: 0.5416 - accuracy: 0.7681
167/296 [===============>..............] - ETA: 7s - loss: 0.5407 - accuracy: 0.7683
168/296 [================>.............] - ETA: 7s - loss: 0.5398 - accuracy: 0.7690
169/296 [================>.............] - ETA: 7s - loss: 0.5415 - accuracy: 0.7670
170/296 [================>.............] - ETA: 7s - loss: 0.5405 - accuracy: 0.7673
171/296 [================>.............] - ETA: 7s - loss: 0.5399 - accuracy: 0.7679
172/296 [================>.............] - ETA: 6s - loss: 0.5394 - accuracy: 0.7682
173/296 [================>.............] - ETA: 6s - loss: 0.5387 - accuracy: 0.7688
174/296 [================>.............] - ETA: 6s - loss: 0.5384 - accuracy: 0.7690
175/296 [================>.............] - ETA: 6s - loss: 0.5369 - accuracy: 0.7700
176/296 [================>.............] - ETA: 6s - loss: 0.5356 - accuracy: 0.7706
177/296 [================>.............] - ETA: 6s - loss: 0.5337 - accuracy: 0.7712
178/296 [=================>............] - ETA: 6s - loss: 0.5328 - accuracy: 0.7714
179/296 [=================>............] - ETA: 6s - loss: 0.5330 - accuracy: 0.7709
180/296 [=================>............] - ETA: 6s - loss: 0.5319 - accuracy: 0.7715
181/296 [=================>............] - ETA: 6s - loss: 0.5309 - accuracy: 0.7721
182/296 [=================>............] - ETA: 6s - loss: 0.5344 - accuracy: 0.7709
183/296 [=================>............] - ETA: 6s - loss: 0.5338 - accuracy: 0.7708
184/296 [=================>............] - ETA: 6s - loss: 0.5333 - accuracy: 0.7711
185/296 [=================>............] - ETA: 6s - loss: 0.5336 - accuracy: 0.7703
186/296 [=================>............] - ETA: 6s - loss: 0.5342 - accuracy: 0.7685
187/296 [=================>............] - ETA: 6s - loss: 0.5346 - accuracy: 0.7680
188/296 [==================>...........] - ETA: 6s - loss: 0.5352 - accuracy: 0.7663
189/296 [==================>...........] - ETA: 6s - loss: 0.5355 - accuracy: 0.7655
190/296 [==================>...........] - ETA: 5s - loss: 0.5358 - accuracy: 0.7661
191/296 [==================>...........] - ETA: 5s - loss: 0.5353 - accuracy: 0.7667
192/296 [==================>...........] - ETA: 5s - loss: 0.5349 - accuracy: 0.7669
193/296 [==================>...........] - ETA: 5s - loss: 0.5348 - accuracy: 0.7672
194/296 [==================>...........] - ETA: 5s - loss: 0.5336 - accuracy: 0.7677
195/296 [==================>...........] - ETA: 5s - loss: 0.5334 - accuracy: 0.7679
196/296 [==================>...........] - ETA: 5s - loss: 0.5339 - accuracy: 0.7675
197/296 [==================>...........] - ETA: 5s - loss: 0.5322 - accuracy: 0.7684
198/296 [===================>..........] - ETA: 5s - loss: 0.5325 - accuracy: 0.7683
199/296 [===================>..........] - ETA: 5s - loss: 0.5310 - accuracy: 0.7692
200/296 [===================>..........] - ETA: 5s - loss: 0.5310 - accuracy: 0.7697
201/296 [===================>..........] - ETA: 5s - loss: 0.5316 - accuracy: 0.7693
202/296 [===================>..........] - ETA: 5s - loss: 0.5323 - accuracy: 0.7692
203/296 [===================>..........] - ETA: 5s - loss: 0.5316 - accuracy: 0.7694
204/296 [===================>..........] - ETA: 5s - loss: 0.5299 - accuracy: 0.7702
205/296 [===================>..........] - ETA: 5s - loss: 0.5290 - accuracy: 0.7701
206/296 [===================>..........] - ETA: 5s - loss: 0.5280 - accuracy: 0.7706
207/296 [===================>..........] - ETA: 5s - loss: 0.5270 - accuracy: 0.7711
208/296 [====================>.........] - ETA: 4s - loss: 0.5268 - accuracy: 0.7713
209/296 [====================>.........] - ETA: 4s - loss: 0.5270 - accuracy: 0.7709
210/296 [====================>.........] - ETA: 4s - loss: 0.5271 - accuracy: 0.7705
211/296 [====================>.........] - ETA: 4s - loss: 0.5266 - accuracy: 0.7704
212/296 [====================>.........] - ETA: 4s - loss: 0.5269 - accuracy: 0.7695
213/296 [====================>.........] - ETA: 4s - loss: 0.5275 - accuracy: 0.7691
214/296 [====================>.........] - ETA: 4s - loss: 0.5266 - accuracy: 0.7696
215/296 [====================>.........] - ETA: 4s - loss: 0.5253 - accuracy: 0.7706
216/296 [====================>.........] - ETA: 4s - loss: 0.5248 - accuracy: 0.7708
217/296 [====================>.........] - ETA: 4s - loss: 0.5247 - accuracy: 0.7710
218/296 [=====================>........] - ETA: 4s - loss: 0.5236 - accuracy: 0.7718
219/296 [=====================>........] - ETA: 4s - loss: 0.5241 - accuracy: 0.7717
220/296 [=====================>........] - ETA: 4s - loss: 0.5231 - accuracy: 0.7722
221/296 [=====================>........] - ETA: 4s - loss: 0.5220 - accuracy: 0.7726
222/296 [=====================>........] - ETA: 4s - loss: 0.5220 - accuracy: 0.7728
223/296 [=====================>........] - ETA: 4s - loss: 0.5218 - accuracy: 0.7730
224/296 [=====================>........] - ETA: 4s - loss: 0.5228 - accuracy: 0.7720
225/296 [=====================>........] - ETA: 3s - loss: 0.5223 - accuracy: 0.7722
226/296 [=====================>........] - ETA: 3s - loss: 0.5219 - accuracy: 0.7724
227/296 [======================>.......] - ETA: 3s - loss: 0.5221 - accuracy: 0.7723
228/296 [======================>.......] - ETA: 3s - loss: 0.5214 - accuracy: 0.7730
229/296 [======================>.......] - ETA: 3s - loss: 0.5207 - accuracy: 0.7735
230/296 [======================>.......] - ETA: 3s - loss: 0.5200 - accuracy: 0.7739
231/296 [======================>.......] - ETA: 3s - loss: 0.5198 - accuracy: 0.7735
232/296 [======================>.......] - ETA: 3s - loss: 0.5195 - accuracy: 0.7737
233/296 [======================>.......] - ETA: 3s - loss: 0.5194 - accuracy: 0.7731
234/296 [======================>.......] - ETA: 3s - loss: 0.5188 - accuracy: 0.7730
235/296 [======================>.......] - ETA: 3s - loss: 0.5186 - accuracy: 0.7726
236/296 [======================>.......] - ETA: 3s - loss: 0.5181 - accuracy: 0.7725
237/296 [=======================>......] - ETA: 3s - loss: 0.5176 - accuracy: 0.7727
238/296 [=======================>......] - ETA: 3s - loss: 0.5173 - accuracy: 0.7726
239/296 [=======================>......] - ETA: 3s - loss: 0.5166 - accuracy: 0.7725
240/296 [=======================>......] - ETA: 3s - loss: 0.5153 - accuracy: 0.7729
241/296 [=======================>......] - ETA: 3s - loss: 0.5148 - accuracy: 0.7728
242/296 [=======================>......] - ETA: 3s - loss: 0.5136 - accuracy: 0.7732
243/296 [=======================>......] - ETA: 2s - loss: 0.5144 - accuracy: 0.7729
244/296 [=======================>......] - ETA: 2s - loss: 0.5137 - accuracy: 0.7725
245/296 [=======================>......] - ETA: 2s - loss: 0.5128 - accuracy: 0.7727
246/296 [=======================>......] - ETA: 2s - loss: 0.5131 - accuracy: 0.7729
247/296 [========================>.....] - ETA: 2s - loss: 0.5128 - accuracy: 0.7725
248/296 [========================>.....] - ETA: 2s - loss: 0.5118 - accuracy: 0.7732
249/296 [========================>.....] - ETA: 2s - loss: 0.5120 - accuracy: 0.7733
250/296 [========================>.....] - ETA: 2s - loss: 0.5112 - accuracy: 0.7738
251/296 [========================>.....] - ETA: 2s - loss: 0.5102 - accuracy: 0.7739
252/296 [========================>.....] - ETA: 2s - loss: 0.5102 - accuracy: 0.7738
253/296 [========================>.....] - ETA: 2s - loss: 0.5096 - accuracy: 0.7735
254/296 [========================>.....] - ETA: 2s - loss: 0.5085 - accuracy: 0.7736
255/296 [========================>.....] - ETA: 2s - loss: 0.5082 - accuracy: 0.7740
256/296 [========================>.....] - ETA: 2s - loss: 0.5088 - accuracy: 0.7744
257/296 [=========================>....] - ETA: 2s - loss: 0.5081 - accuracy: 0.7743
258/296 [=========================>....] - ETA: 2s - loss: 0.5075 - accuracy: 0.7747
259/296 [=========================>....] - ETA: 2s - loss: 0.5092 - accuracy: 0.7739
260/296 [=========================>....] - ETA: 2s - loss: 0.5086 - accuracy: 0.7740
261/296 [=========================>....] - ETA: 1s - loss: 0.5079 - accuracy: 0.7747
262/296 [=========================>....] - ETA: 1s - loss: 0.5079 - accuracy: 0.7741
263/296 [=========================>....] - ETA: 1s - loss: 0.5074 - accuracy: 0.7745
264/296 [=========================>....] - ETA: 1s - loss: 0.5073 - accuracy: 0.7749
265/296 [=========================>....] - ETA: 1s - loss: 0.5065 - accuracy: 0.7750
266/296 [=========================>....] - ETA: 1s - loss: 0.5059 - accuracy: 0.7754
267/296 [==========================>...] - ETA: 1s - loss: 0.5055 - accuracy: 0.7755
268/296 [==========================>...] - ETA: 1s - loss: 0.5060 - accuracy: 0.7750
269/296 [==========================>...] - ETA: 1s - loss: 0.5059 - accuracy: 0.7749
270/296 [==========================>...] - ETA: 1s - loss: 0.5058 - accuracy: 0.7750
271/296 [==========================>...] - ETA: 1s - loss: 0.5052 - accuracy: 0.7754
272/296 [==========================>...] - ETA: 1s - loss: 0.5048 - accuracy: 0.7750
273/296 [==========================>...] - ETA: 1s - loss: 0.5042 - accuracy: 0.7754
274/296 [==========================>...] - ETA: 1s - loss: 0.5032 - accuracy: 0.7762
275/296 [==========================>...] - ETA: 1s - loss: 0.5027 - accuracy: 0.7764
276/296 [==========================>...] - ETA: 1s - loss: 0.5019 - accuracy: 0.7769
277/296 [===========================>..] - ETA: 1s - loss: 0.5014 - accuracy: 0.7771
278/296 [===========================>..] - ETA: 1s - loss: 0.5013 - accuracy: 0.7772
279/296 [===========================>..] - ETA: 0s - loss: 0.5014 - accuracy: 0.7773
280/296 [===========================>..] - ETA: 0s - loss: 0.5011 - accuracy: 0.7768
281/296 [===========================>..] - ETA: 0s - loss: 0.5012 - accuracy: 0.7762
282/296 [===========================>..] - ETA: 0s - loss: 0.5017 - accuracy: 0.7757
283/296 [===========================>..] - ETA: 0s - loss: 0.5012 - accuracy: 0.7761
284/296 [===========================>..] - ETA: 0s - loss: 0.5009 - accuracy: 0.7768
285/296 [===========================>..] - ETA: 0s - loss: 0.5007 - accuracy: 0.7770
286/296 [===========================>..] - ETA: 0s - loss: 0.5008 - accuracy: 0.7769
287/296 [============================>.] - ETA: 0s - loss: 0.5005 - accuracy: 0.7772
288/296 [============================>.] - ETA: 0s - loss: 0.5004 - accuracy: 0.7771
289/296 [============================>.] - ETA: 0s - loss: 0.5000 - accuracy: 0.7770
290/296 [============================>.] - ETA: 0s - loss: 0.4992 - accuracy: 0.7774
291/296 [============================>.] - ETA: 0s - loss: 0.4994 - accuracy: 0.7775
292/296 [============================>.] - ETA: 0s - loss: 0.4987 - accuracy: 0.7783
293/296 [============================>.] - ETA: 0s - loss: 0.4981 - accuracy: 0.7784
294/296 [============================>.] - ETA: 0s - loss: 0.4974 - accuracy: 0.7787
295/296 [============================>.] - ETA: 0s - loss: 0.4978 - accuracy: 0.7788
296/296 [==============================] - 18s 56ms/step - loss: 0.4992 - accuracy: 0.7783

296/296 [==============================] - 19s 63ms/step - loss: 0.4992 - accuracy: 0.7783 - val_loss: 0.4118 - val_accuracy: 0.8079
Epoch 2/50

  1/296 [..............................] - ETA: 15s - loss: 0.2626 - accuracy: 0.9375
  2/296 [..............................] - ETA: 15s - loss: 0.3367 - accuracy: 0.8438
  3/296 [..............................] - ETA: 15s - loss: 0.4446 - accuracy: 0.7708
  4/296 [..............................] - ETA: 15s - loss: 0.4505 - accuracy: 0.7969
  5/296 [..............................] - ETA: 15s - loss: 0.4525 - accuracy: 0.8000
  6/296 [..............................] - ETA: 15s - loss: 0.4327 - accuracy: 0.8229
  7/296 [..............................] - ETA: 15s - loss: 0.4235 - accuracy: 0.8304
  8/296 [..............................] - ETA: 15s - loss: 0.4171 - accuracy: 0.8281
  9/296 [..............................] - ETA: 15s - loss: 0.4374 - accuracy: 0.8125
 10/296 [>.............................] - ETA: 15s - loss: 0.4378 - accuracy: 0.8062
 11/296 [>.............................] - ETA: 15s - loss: 0.4242 - accuracy: 0.8182
 12/296 [>.............................] - ETA: 15s - loss: 0.4222 - accuracy: 0.8229
 13/296 [>.............................] - ETA: 15s - loss: 0.4181 - accuracy: 0.8221
 14/296 [>.............................] - ETA: 15s - loss: 0.4270 - accuracy: 0.8125
 15/296 [>.............................] - ETA: 15s - loss: 0.4406 - accuracy: 0.8000
 16/296 [>.............................] - ETA: 15s - loss: 0.4368 - accuracy: 0.8008
 17/296 [>.............................] - ETA: 15s - loss: 0.4362 - accuracy: 0.8051
 18/296 [>.............................] - ETA: 15s - loss: 0.4355 - accuracy: 0.8021
 19/296 [>.............................] - ETA: 15s - loss: 0.4276 - accuracy: 0.8092
 20/296 [=>............................] - ETA: 14s - loss: 0.4202 - accuracy: 0.8188
 21/296 [=>............................] - ETA: 14s - loss: 0.4195 - accuracy: 0.8214
 22/296 [=>............................] - ETA: 14s - loss: 0.4166 - accuracy: 0.8210
 23/296 [=>............................] - ETA: 14s - loss: 0.4141 - accuracy: 0.8234
 24/296 [=>............................] - ETA: 14s - loss: 0.4203 - accuracy: 0.8203
 25/296 [=>............................] - ETA: 14s - loss: 0.4181 - accuracy: 0.8225
 26/296 [=>............................] - ETA: 14s - loss: 0.4170 - accuracy: 0.8221
 27/296 [=>............................] - ETA: 14s - loss: 0.4192 - accuracy: 0.8218
 28/296 [=>............................] - ETA: 14s - loss: 0.4173 - accuracy: 0.8214
 29/296 [=>............................] - ETA: 14s - loss: 0.4157 - accuracy: 0.8211
 30/296 [==>...........................] - ETA: 14s - loss: 0.4203 - accuracy: 0.8208
 31/296 [==>...........................] - ETA: 14s - loss: 0.4207 - accuracy: 0.8226
 32/296 [==>...........................] - ETA: 14s - loss: 0.4211 - accuracy: 0.8184
 33/296 [==>...........................] - ETA: 14s - loss: 0.4204 - accuracy: 0.8163
 34/296 [==>...........................] - ETA: 14s - loss: 0.4202 - accuracy: 0.8125
 35/296 [==>...........................] - ETA: 14s - loss: 0.4179 - accuracy: 0.8125
 36/296 [==>...........................] - ETA: 14s - loss: 0.4190 - accuracy: 0.8108
 37/296 [==>...........................] - ETA: 14s - loss: 0.4159 - accuracy: 0.8142
 38/296 [==>...........................] - ETA: 14s - loss: 0.4169 - accuracy: 0.8125
 39/296 [==>...........................] - ETA: 14s - loss: 0.4156 - accuracy: 0.8157
 40/296 [===>..........................] - ETA: 13s - loss: 0.4153 - accuracy: 0.8172
 41/296 [===>..........................] - ETA: 13s - loss: 0.4168 - accuracy: 0.8155
 42/296 [===>..........................] - ETA: 13s - loss: 0.4174 - accuracy: 0.8155
 43/296 [===>..........................] - ETA: 13s - loss: 0.4151 - accuracy: 0.8169
 44/296 [===>..........................] - ETA: 13s - loss: 0.4112 - accuracy: 0.8182
 45/296 [===>..........................] - ETA: 13s - loss: 0.4125 - accuracy: 0.8181
 46/296 [===>..........................] - ETA: 13s - loss: 0.4110 - accuracy: 0.8193
 47/296 [===>..........................] - ETA: 13s - loss: 0.4079 - accuracy: 0.8205
 48/296 [===>..........................] - ETA: 13s - loss: 0.4050 - accuracy: 0.8216
 49/296 [===>..........................] - ETA: 13s - loss: 0.4135 - accuracy: 0.8163
 50/296 [====>.........................] - ETA: 13s - loss: 0.4112 - accuracy: 0.8175
 51/296 [====>.........................] - ETA: 13s - loss: 0.4116 - accuracy: 0.8162
 52/296 [====>.........................] - ETA: 13s - loss: 0.4101 - accuracy: 0.8173
 53/296 [====>.........................] - ETA: 13s - loss: 0.4080 - accuracy: 0.8172
 54/296 [====>.........................] - ETA: 13s - loss: 0.4139 - accuracy: 0.8113
 55/296 [====>.........................] - ETA: 13s - loss: 0.4134 - accuracy: 0.8102
 56/296 [====>.........................] - ETA: 13s - loss: 0.4119 - accuracy: 0.8103
 57/296 [====>.........................] - ETA: 13s - loss: 0.4122 - accuracy: 0.8103
 58/296 [====>.........................] - ETA: 13s - loss: 0.4121 - accuracy: 0.8103
 59/296 [====>.........................] - ETA: 13s - loss: 0.4130 - accuracy: 0.8114
 60/296 [=====>........................] - ETA: 13s - loss: 0.4134 - accuracy: 0.8104
 61/296 [=====>........................] - ETA: 12s - loss: 0.4155 - accuracy: 0.8094
 62/296 [=====>........................] - ETA: 12s - loss: 0.4140 - accuracy: 0.8105
 63/296 [=====>........................] - ETA: 12s - loss: 0.4149 - accuracy: 0.8105
 64/296 [=====>........................] - ETA: 12s - loss: 0.4148 - accuracy: 0.8115
 65/296 [=====>........................] - ETA: 12s - loss: 0.4141 - accuracy: 0.8106
 66/296 [=====>........................] - ETA: 12s - loss: 0.4188 - accuracy: 0.8078
 67/296 [=====>........................] - ETA: 12s - loss: 0.4177 - accuracy: 0.8088
 68/296 [=====>........................] - ETA: 12s - loss: 0.4176 - accuracy: 0.8079
 69/296 [=====>........................] - ETA: 12s - loss: 0.4178 - accuracy: 0.8071
 70/296 [======>.......................] - ETA: 12s - loss: 0.4189 - accuracy: 0.8062
 71/296 [======>.......................] - ETA: 12s - loss: 0.4184 - accuracy: 0.8063
 72/296 [======>.......................] - ETA: 12s - loss: 0.4201 - accuracy: 0.8047
 73/296 [======>.......................] - ETA: 12s - loss: 0.4213 - accuracy: 0.8031
 74/296 [======>.......................] - ETA: 12s - loss: 0.4209 - accuracy: 0.8032
 75/296 [======>.......................] - ETA: 12s - loss: 0.4187 - accuracy: 0.8042
 76/296 [======>.......................] - ETA: 12s - loss: 0.4221 - accuracy: 0.8026
 77/296 [======>.......................] - ETA: 12s - loss: 0.4236 - accuracy: 0.8003
 78/296 [======>.......................] - ETA: 12s - loss: 0.4208 - accuracy: 0.8029
 79/296 [=======>......................] - ETA: 11s - loss: 0.4182 - accuracy: 0.8038
 80/296 [=======>......................] - ETA: 11s - loss: 0.4165 - accuracy: 0.8047
 81/296 [=======>......................] - ETA: 11s - loss: 0.4162 - accuracy: 0.8048
 82/296 [=======>......................] - ETA: 11s - loss: 0.4170 - accuracy: 0.8041
 83/296 [=======>......................] - ETA: 11s - loss: 0.4163 - accuracy: 0.8050
 84/296 [=======>......................] - ETA: 11s - loss: 0.4162 - accuracy: 0.8051
 85/296 [=======>......................] - ETA: 11s - loss: 0.4147 - accuracy: 0.8059
 86/296 [=======>......................] - ETA: 11s - loss: 0.4156 - accuracy: 0.8038
 87/296 [=======>......................] - ETA: 11s - loss: 0.4151 - accuracy: 0.8039
 88/296 [=======>......................] - ETA: 11s - loss: 0.4133 - accuracy: 0.8047
 89/296 [========>.....................] - ETA: 11s - loss: 0.4125 - accuracy: 0.8048
 90/296 [========>.....................] - ETA: 11s - loss: 0.4123 - accuracy: 0.8062
 91/296 [========>.....................] - ETA: 11s - loss: 0.4117 - accuracy: 0.8063
 92/296 [========>.....................] - ETA: 11s - loss: 0.4113 - accuracy: 0.8064
 93/296 [========>.....................] - ETA: 11s - loss: 0.4127 - accuracy: 0.8065
 94/296 [========>.....................] - ETA: 11s - loss: 0.4113 - accuracy: 0.8072
 95/296 [========>.....................] - ETA: 11s - loss: 0.4120 - accuracy: 0.8066
 96/296 [========>.....................] - ETA: 11s - loss: 0.4134 - accuracy: 0.8060
 97/296 [========>.....................] - ETA: 10s - loss: 0.4134 - accuracy: 0.8073
 98/296 [========>.....................] - ETA: 10s - loss: 0.4130 - accuracy: 0.8087
 99/296 [=========>....................] - ETA: 10s - loss: 0.4139 - accuracy: 0.8087
100/296 [=========>....................] - ETA: 10s - loss: 0.4132 - accuracy: 0.8094
101/296 [=========>....................] - ETA: 10s - loss: 0.4128 - accuracy: 0.8100
102/296 [=========>....................] - ETA: 10s - loss: 0.4185 - accuracy: 0.8076
103/296 [=========>....................] - ETA: 10s - loss: 0.4197 - accuracy: 0.8076
104/296 [=========>....................] - ETA: 10s - loss: 0.4211 - accuracy: 0.8059
105/296 [=========>....................] - ETA: 10s - loss: 0.4224 - accuracy: 0.8048
106/296 [=========>....................] - ETA: 10s - loss: 0.4234 - accuracy: 0.8048
107/296 [=========>....................] - ETA: 10s - loss: 0.4245 - accuracy: 0.8043
108/296 [=========>....................] - ETA: 10s - loss: 0.4257 - accuracy: 0.8027
109/296 [==========>...................] - ETA: 10s - loss: 0.4261 - accuracy: 0.8028
110/296 [==========>...................] - ETA: 10s - loss: 0.4265 - accuracy: 0.8023
111/296 [==========>...................] - ETA: 10s - loss: 0.4289 - accuracy: 0.8001
112/296 [==========>...................] - ETA: 10s - loss: 0.4294 - accuracy: 0.7991
113/296 [==========>...................] - ETA: 10s - loss: 0.4293 - accuracy: 0.7987
114/296 [==========>...................] - ETA: 10s - loss: 0.4287 - accuracy: 0.7988
115/296 [==========>...................] - ETA: 9s - loss: 0.4284 - accuracy: 0.7989 
116/296 [==========>...................] - ETA: 9s - loss: 0.4277 - accuracy: 0.7996
117/296 [==========>...................] - ETA: 9s - loss: 0.4276 - accuracy: 0.7997
118/296 [==========>...................] - ETA: 9s - loss: 0.4282 - accuracy: 0.7993
119/296 [===========>..................] - ETA: 9s - loss: 0.4268 - accuracy: 0.7999
120/296 [===========>..................] - ETA: 9s - loss: 0.4260 - accuracy: 0.8000
121/296 [===========>..................] - ETA: 9s - loss: 0.4247 - accuracy: 0.8001
122/296 [===========>..................] - ETA: 9s - loss: 0.4240 - accuracy: 0.8002
123/296 [===========>..................] - ETA: 9s - loss: 0.4260 - accuracy: 0.7988
124/296 [===========>..................] - ETA: 9s - loss: 0.4256 - accuracy: 0.7984
125/296 [===========>..................] - ETA: 9s - loss: 0.4248 - accuracy: 0.7985
126/296 [===========>..................] - ETA: 9s - loss: 0.4249 - accuracy: 0.7986
127/296 [===========>..................] - ETA: 9s - loss: 0.4245 - accuracy: 0.7987
128/296 [===========>..................] - ETA: 9s - loss: 0.4242 - accuracy: 0.7993
129/296 [============>.................] - ETA: 9s - loss: 0.4236 - accuracy: 0.7994
130/296 [============>.................] - ETA: 9s - loss: 0.4237 - accuracy: 0.7986
131/296 [============>.................] - ETA: 9s - loss: 0.4233 - accuracy: 0.7987
132/296 [============>.................] - ETA: 9s - loss: 0.4238 - accuracy: 0.7983
133/296 [============>.................] - ETA: 9s - loss: 0.4227 - accuracy: 0.7993
134/296 [============>.................] - ETA: 8s - loss: 0.4219 - accuracy: 0.7994
135/296 [============>.................] - ETA: 8s - loss: 0.4201 - accuracy: 0.8009
136/296 [============>.................] - ETA: 8s - loss: 0.4252 - accuracy: 0.7983
137/296 [============>.................] - ETA: 8s - loss: 0.4247 - accuracy: 0.7988
138/296 [============>.................] - ETA: 8s - loss: 0.4263 - accuracy: 0.7980
139/296 [=============>................] - ETA: 8s - loss: 0.4274 - accuracy: 0.7977
140/296 [=============>................] - ETA: 8s - loss: 0.4276 - accuracy: 0.7973
141/296 [=============>................] - ETA: 8s - loss: 0.4275 - accuracy: 0.7983
142/296 [=============>................] - ETA: 8s - loss: 0.4272 - accuracy: 0.7993
143/296 [=============>................] - ETA: 8s - loss: 0.4268 - accuracy: 0.8003
144/296 [=============>................] - ETA: 8s - loss: 0.4261 - accuracy: 0.8012
145/296 [=============>................] - ETA: 8s - loss: 0.4263 - accuracy: 0.8009
146/296 [=============>................] - ETA: 8s - loss: 0.4276 - accuracy: 0.7997
147/296 [=============>................] - ETA: 8s - loss: 0.4280 - accuracy: 0.7997
148/296 [==============>...............] - ETA: 8s - loss: 0.4280 - accuracy: 0.7998
149/296 [==============>...............] - ETA: 8s - loss: 0.4283 - accuracy: 0.7995
150/296 [==============>...............] - ETA: 8s - loss: 0.4291 - accuracy: 0.7996
151/296 [==============>...............] - ETA: 8s - loss: 0.4301 - accuracy: 0.7993
152/296 [==============>...............] - ETA: 7s - loss: 0.4299 - accuracy: 0.7989
153/296 [==============>...............] - ETA: 7s - loss: 0.4283 - accuracy: 0.8002
154/296 [==============>...............] - ETA: 7s - loss: 0.4275 - accuracy: 0.8003
155/296 [==============>...............] - ETA: 7s - loss: 0.4271 - accuracy: 0.8004
156/296 [==============>...............] - ETA: 7s - loss: 0.4279 - accuracy: 0.8001
157/296 [==============>...............] - ETA: 7s - loss: 0.4282 - accuracy: 0.7994
158/296 [===============>..............] - ETA: 7s - loss: 0.4292 - accuracy: 0.7991
159/296 [===============>..............] - ETA: 7s - loss: 0.4281 - accuracy: 0.7999
160/296 [===============>..............] - ETA: 7s - loss: 0.4280 - accuracy: 0.8000
161/296 [===============>..............] - ETA: 7s - loss: 0.4273 - accuracy: 0.8005
162/296 [===============>..............] - ETA: 7s - loss: 0.4273 - accuracy: 0.8005
163/296 [===============>..............] - ETA: 7s - loss: 0.4265 - accuracy: 0.8014
164/296 [===============>..............] - ETA: 7s - loss: 0.4264 - accuracy: 0.8014
165/296 [===============>..............] - ETA: 7s - loss: 0.4250 - accuracy: 0.8019
166/296 [===============>..............] - ETA: 7s - loss: 0.4245 - accuracy: 0.8020
167/296 [===============>..............] - ETA: 7s - loss: 0.4230 - accuracy: 0.8028
168/296 [================>.............] - ETA: 7s - loss: 0.4240 - accuracy: 0.8021
169/296 [================>.............] - ETA: 7s - loss: 0.4238 - accuracy: 0.8021
170/296 [================>.............] - ETA: 6s - loss: 0.4236 - accuracy: 0.8022
171/296 [================>.............] - ETA: 6s - loss: 0.4228 - accuracy: 0.8026
172/296 [================>.............] - ETA: 6s - loss: 0.4223 - accuracy: 0.8027
173/296 [================>.............] - ETA: 6s - loss: 0.4208 - accuracy: 0.8038
174/296 [================>.............] - ETA: 6s - loss: 0.4202 - accuracy: 0.8042
175/296 [================>.............] - ETA: 6s - loss: 0.4200 - accuracy: 0.8039
176/296 [================>.............] - ETA: 6s - loss: 0.4203 - accuracy: 0.8036
177/296 [================>.............] - ETA: 6s - loss: 0.4210 - accuracy: 0.8037
178/296 [=================>............] - ETA: 6s - loss: 0.4211 - accuracy: 0.8034
179/296 [=================>............] - ETA: 6s - loss: 0.4206 - accuracy: 0.8031
180/296 [=================>............] - ETA: 6s - loss: 0.4194 - accuracy: 0.8035
181/296 [=================>............] - ETA: 6s - loss: 0.4191 - accuracy: 0.8035
182/296 [=================>............] - ETA: 6s - loss: 0.4215 - accuracy: 0.8029
183/296 [=================>............] - ETA: 6s - loss: 0.4215 - accuracy: 0.8023
184/296 [=================>............] - ETA: 6s - loss: 0.4213 - accuracy: 0.8030
185/296 [=================>............] - ETA: 6s - loss: 0.4219 - accuracy: 0.8024
186/296 [=================>............] - ETA: 6s - loss: 0.4220 - accuracy: 0.8021
187/296 [=================>............] - ETA: 6s - loss: 0.4221 - accuracy: 0.8021
188/296 [==================>...........] - ETA: 6s - loss: 0.4219 - accuracy: 0.8022
189/296 [==================>...........] - ETA: 5s - loss: 0.4214 - accuracy: 0.8019
190/296 [==================>...........] - ETA: 5s - loss: 0.4216 - accuracy: 0.8020
191/296 [==================>...........] - ETA: 5s - loss: 0.4213 - accuracy: 0.8024
192/296 [==================>...........] - ETA: 5s - loss: 0.4208 - accuracy: 0.8027
193/296 [==================>...........] - ETA: 5s - loss: 0.4202 - accuracy: 0.8028
194/296 [==================>...........] - ETA: 5s - loss: 0.4204 - accuracy: 0.8025
195/296 [==================>...........] - ETA: 5s - loss: 0.4209 - accuracy: 0.8019
196/296 [==================>...........] - ETA: 5s - loss: 0.4217 - accuracy: 0.8017
197/296 [==================>...........] - ETA: 5s - loss: 0.4221 - accuracy: 0.8011
198/296 [===================>..........] - ETA: 5s - loss: 0.4229 - accuracy: 0.8005
199/296 [===================>..........] - ETA: 5s - loss: 0.4233 - accuracy: 0.8006
200/296 [===================>..........] - ETA: 5s - loss: 0.4236 - accuracy: 0.8009
201/296 [===================>..........] - ETA: 5s - loss: 0.4242 - accuracy: 0.8007
202/296 [===================>..........] - ETA: 5s - loss: 0.4246 - accuracy: 0.8014
203/296 [===================>..........] - ETA: 5s - loss: 0.4240 - accuracy: 0.8023
204/296 [===================>..........] - ETA: 5s - loss: 0.4236 - accuracy: 0.8024
205/296 [===================>..........] - ETA: 5s - loss: 0.4231 - accuracy: 0.8027
206/296 [===================>..........] - ETA: 5s - loss: 0.4218 - accuracy: 0.8034
207/296 [===================>..........] - ETA: 4s - loss: 0.4234 - accuracy: 0.8028
208/296 [====================>.........] - ETA: 4s - loss: 0.4247 - accuracy: 0.8023
209/296 [====================>.........] - ETA: 4s - loss: 0.4240 - accuracy: 0.8026
210/296 [====================>.........] - ETA: 4s - loss: 0.4236 - accuracy: 0.8024
211/296 [====================>.........] - ETA: 4s - loss: 0.4230 - accuracy: 0.8024
212/296 [====================>.........] - ETA: 4s - loss: 0.4226 - accuracy: 0.8025
213/296 [====================>.........] - ETA: 4s - loss: 0.4222 - accuracy: 0.8031
214/296 [====================>.........] - ETA: 4s - loss: 0.4225 - accuracy: 0.8032
215/296 [====================>.........] - ETA: 4s - loss: 0.4222 - accuracy: 0.8038
216/296 [====================>.........] - ETA: 4s - loss: 0.4217 - accuracy: 0.8041
217/296 [====================>.........] - ETA: 4s - loss: 0.4218 - accuracy: 0.8039
218/296 [=====================>........] - ETA: 4s - loss: 0.4212 - accuracy: 0.8039
219/296 [=====================>........] - ETA: 4s - loss: 0.4231 - accuracy: 0.8031
220/296 [=====================>........] - ETA: 4s - loss: 0.4225 - accuracy: 0.8034
221/296 [=====================>........] - ETA: 4s - loss: 0.4216 - accuracy: 0.8040
222/296 [=====================>........] - ETA: 4s - loss: 0.4210 - accuracy: 0.8046
223/296 [=====================>........] - ETA: 4s - loss: 0.4208 - accuracy: 0.8049
224/296 [=====================>........] - ETA: 4s - loss: 0.4198 - accuracy: 0.8055
225/296 [=====================>........] - ETA: 3s - loss: 0.4200 - accuracy: 0.8053
226/296 [=====================>........] - ETA: 3s - loss: 0.4194 - accuracy: 0.8059
227/296 [======================>.......] - ETA: 3s - loss: 0.4196 - accuracy: 0.8062
228/296 [======================>.......] - ETA: 3s - loss: 0.4190 - accuracy: 0.8065
229/296 [======================>.......] - ETA: 3s - loss: 0.4181 - accuracy: 0.8073
230/296 [======================>.......] - ETA: 3s - loss: 0.4180 - accuracy: 0.8073
231/296 [======================>.......] - ETA: 3s - loss: 0.4170 - accuracy: 0.8082
232/296 [======================>.......] - ETA: 3s - loss: 0.4180 - accuracy: 0.8079
233/296 [======================>.......] - ETA: 3s - loss: 0.4176 - accuracy: 0.8079
234/296 [======================>.......] - ETA: 3s - loss: 0.4176 - accuracy: 0.8080
235/296 [======================>.......] - ETA: 3s - loss: 0.4178 - accuracy: 0.8080
236/296 [======================>.......] - ETA: 3s - loss: 0.4179 - accuracy: 0.8075
237/296 [=======================>......] - ETA: 3s - loss: 0.4177 - accuracy: 0.8075
238/296 [=======================>......] - ETA: 3s - loss: 0.4175 - accuracy: 0.8075
239/296 [=======================>......] - ETA: 3s - loss: 0.4162 - accuracy: 0.8081
240/296 [=======================>......] - ETA: 3s - loss: 0.4155 - accuracy: 0.8081
241/296 [=======================>......] - ETA: 3s - loss: 0.4145 - accuracy: 0.8086
242/296 [=======================>......] - ETA: 3s - loss: 0.4175 - accuracy: 0.8073
243/296 [=======================>......] - ETA: 2s - loss: 0.4171 - accuracy: 0.8074
244/296 [=======================>......] - ETA: 2s - loss: 0.4171 - accuracy: 0.8074
245/296 [=======================>......] - ETA: 2s - loss: 0.4170 - accuracy: 0.8071
246/296 [=======================>......] - ETA: 2s - loss: 0.4172 - accuracy: 0.8072
247/296 [========================>.....] - ETA: 2s - loss: 0.4178 - accuracy: 0.8067
248/296 [========================>.....] - ETA: 2s - loss: 0.4176 - accuracy: 0.8072
249/296 [========================>.....] - ETA: 2s - loss: 0.4173 - accuracy: 0.8077
250/296 [========================>.....] - ETA: 2s - loss: 0.4171 - accuracy: 0.8080
251/296 [========================>.....] - ETA: 2s - loss: 0.4166 - accuracy: 0.8085
252/296 [========================>.....] - ETA: 2s - loss: 0.4161 - accuracy: 0.8088
253/296 [========================>.....] - ETA: 2s - loss: 0.4158 - accuracy: 0.8090
254/296 [========================>.....] - ETA: 2s - loss: 0.4160 - accuracy: 0.8091
255/296 [========================>.....] - ETA: 2s - loss: 0.4154 - accuracy: 0.8093
256/296 [========================>.....] - ETA: 2s - loss: 0.4146 - accuracy: 0.8098
257/296 [=========================>....] - ETA: 2s - loss: 0.4147 - accuracy: 0.8091
258/296 [=========================>....] - ETA: 2s - loss: 0.4146 - accuracy: 0.8089
259/296 [=========================>....] - ETA: 2s - loss: 0.4139 - accuracy: 0.8091
260/296 [=========================>....] - ETA: 2s - loss: 0.4129 - accuracy: 0.8096
261/296 [=========================>....] - ETA: 1s - loss: 0.4139 - accuracy: 0.8089
262/296 [=========================>....] - ETA: 1s - loss: 0.4128 - accuracy: 0.8096
263/296 [=========================>....] - ETA: 1s - loss: 0.4130 - accuracy: 0.8099
264/296 [=========================>....] - ETA: 1s - loss: 0.4135 - accuracy: 0.8097
265/296 [=========================>....] - ETA: 1s - loss: 0.4133 - accuracy: 0.8094
266/296 [=========================>....] - ETA: 1s - loss: 0.4125 - accuracy: 0.8097
267/296 [==========================>...] - ETA: 1s - loss: 0.4123 - accuracy: 0.8097
268/296 [==========================>...] - ETA: 1s - loss: 0.4140 - accuracy: 0.8090
269/296 [==========================>...] - ETA: 1s - loss: 0.4133 - accuracy: 0.8095
270/296 [==========================>...] - ETA: 1s - loss: 0.4132 - accuracy: 0.8095
271/296 [==========================>...] - ETA: 1s - loss: 0.4127 - accuracy: 0.8102
272/296 [==========================>...] - ETA: 1s - loss: 0.4121 - accuracy: 0.8107
273/296 [==========================>...] - ETA: 1s - loss: 0.4121 - accuracy: 0.8104
274/296 [==========================>...] - ETA: 1s - loss: 0.4120 - accuracy: 0.8104
275/296 [==========================>...] - ETA: 1s - loss: 0.4120 - accuracy: 0.8102
276/296 [==========================>...] - ETA: 1s - loss: 0.4119 - accuracy: 0.8100
277/296 [===========================>..] - ETA: 1s - loss: 0.4120 - accuracy: 0.8100
278/296 [===========================>..] - ETA: 1s - loss: 0.4118 - accuracy: 0.8103
279/296 [===========================>..] - ETA: 0s - loss: 0.4115 - accuracy: 0.8103
280/296 [===========================>..] - ETA: 0s - loss: 0.4104 - accuracy: 0.8109
281/296 [===========================>..] - ETA: 0s - loss: 0.4105 - accuracy: 0.8107
282/296 [===========================>..] - ETA: 0s - loss: 0.4105 - accuracy: 0.8107
283/296 [===========================>..] - ETA: 0s - loss: 0.4107 - accuracy: 0.8107
284/296 [===========================>..] - ETA: 0s - loss: 0.4105 - accuracy: 0.8107
285/296 [===========================>..] - ETA: 0s - loss: 0.4108 - accuracy: 0.8105
286/296 [===========================>..] - ETA: 0s - loss: 0.4102 - accuracy: 0.8108
287/296 [============================>.] - ETA: 0s - loss: 0.4104 - accuracy: 0.8108
288/296 [============================>.] - ETA: 0s - loss: 0.4098 - accuracy: 0.8112
289/296 [============================>.] - ETA: 0s - loss: 0.4099 - accuracy: 0.8114
290/296 [============================>.] - ETA: 0s - loss: 0.4103 - accuracy: 0.8112
291/296 [============================>.] - ETA: 0s - loss: 0.4101 - accuracy: 0.8116
292/296 [============================>.] - ETA: 0s - loss: 0.4099 - accuracy: 0.8119
293/296 [============================>.] - ETA: 0s - loss: 0.4099 - accuracy: 0.8119
294/296 [============================>.] - ETA: 0s - loss: 0.4094 - accuracy: 0.8123
295/296 [============================>.] - ETA: 0s - loss: 0.4094 - accuracy: 0.8121
296/296 [==============================] - 17s 56ms/step - loss: 0.4090 - accuracy: 0.8123

296/296 [==============================] - 18s 60ms/step - loss: 0.4090 - accuracy: 0.8123 - val_loss: 0.3406 - val_accuracy: 0.8427
Epoch 3/50

  1/296 [..............................] - ETA: 15s - loss: 0.3912 - accuracy: 0.8750
  2/296 [..............................] - ETA: 16s - loss: 0.3806 - accuracy: 0.8750
  3/296 [..............................] - ETA: 16s - loss: 0.3092 - accuracy: 0.8958
  4/296 [..............................] - ETA: 16s - loss: 0.3749 - accuracy: 0.8438
  5/296 [..............................] - ETA: 16s - loss: 0.3979 - accuracy: 0.8375
  6/296 [..............................] - ETA: 16s - loss: 0.4293 - accuracy: 0.8229
  7/296 [..............................] - ETA: 16s - loss: 0.4648 - accuracy: 0.7946
  8/296 [..............................] - ETA: 16s - loss: 0.4569 - accuracy: 0.7969
  9/296 [..............................] - ETA: 16s - loss: 0.4470 - accuracy: 0.7986
 10/296 [>.............................] - ETA: 15s - loss: 0.4365 - accuracy: 0.8062
 11/296 [>.............................] - ETA: 15s - loss: 0.4300 - accuracy: 0.8068
 12/296 [>.............................] - ETA: 15s - loss: 0.4092 - accuracy: 0.8229
 13/296 [>.............................] - ETA: 15s - loss: 0.4069 - accuracy: 0.8221
 14/296 [>.............................] - ETA: 15s - loss: 0.4243 - accuracy: 0.8080
 15/296 [>.............................] - ETA: 15s - loss: 0.4060 - accuracy: 0.8167
 16/296 [>.............................] - ETA: 15s - loss: 0.4051 - accuracy: 0.8164
 17/296 [>.............................] - ETA: 15s - loss: 0.4055 - accuracy: 0.8162
 18/296 [>.............................] - ETA: 15s - loss: 0.4062 - accuracy: 0.8090
 19/296 [>.............................] - ETA: 15s - loss: 0.4134 - accuracy: 0.8026
 20/296 [=>............................] - ETA: 15s - loss: 0.4181 - accuracy: 0.7937
 21/296 [=>............................] - ETA: 15s - loss: 0.4191 - accuracy: 0.7917
 22/296 [=>............................] - ETA: 15s - loss: 0.4162 - accuracy: 0.7983
 23/296 [=>............................] - ETA: 15s - loss: 0.4120 - accuracy: 0.8043
 24/296 [=>............................] - ETA: 15s - loss: 0.4112 - accuracy: 0.8047
 25/296 [=>............................] - ETA: 15s - loss: 0.4070 - accuracy: 0.8050
 26/296 [=>............................] - ETA: 15s - loss: 0.4064 - accuracy: 0.8077
 27/296 [=>............................] - ETA: 15s - loss: 0.4090 - accuracy: 0.8056
 28/296 [=>............................] - ETA: 15s - loss: 0.4065 - accuracy: 0.8103
 29/296 [=>............................] - ETA: 15s - loss: 0.4043 - accuracy: 0.8125
 30/296 [==>...........................] - ETA: 15s - loss: 0.3999 - accuracy: 0.8146
 31/296 [==>...........................] - ETA: 15s - loss: 0.4013 - accuracy: 0.8165
 32/296 [==>...........................] - ETA: 15s - loss: 0.4020 - accuracy: 0.8164
 33/296 [==>...........................] - ETA: 15s - loss: 0.3996 - accuracy: 0.8163
 34/296 [==>...........................] - ETA: 15s - loss: 0.3940 - accuracy: 0.8180
 35/296 [==>...........................] - ETA: 15s - loss: 0.3931 - accuracy: 0.8161
 36/296 [==>...........................] - ETA: 15s - loss: 0.3942 - accuracy: 0.8142
 37/296 [==>...........................] - ETA: 15s - loss: 0.3942 - accuracy: 0.8159
 38/296 [==>...........................] - ETA: 14s - loss: 0.4019 - accuracy: 0.8109
 39/296 [==>...........................] - ETA: 14s - loss: 0.4006 - accuracy: 0.8109
 40/296 [===>..........................] - ETA: 14s - loss: 0.4032 - accuracy: 0.8125
 41/296 [===>..........................] - ETA: 14s - loss: 0.3970 - accuracy: 0.8155
 42/296 [===>..........................] - ETA: 14s - loss: 0.3987 - accuracy: 0.8140
 43/296 [===>..........................] - ETA: 14s - loss: 0.3916 - accuracy: 0.8169
 44/296 [===>..........................] - ETA: 14s - loss: 0.3865 - accuracy: 0.8210
 45/296 [===>..........................] - ETA: 14s - loss: 0.3806 - accuracy: 0.8236
 46/296 [===>..........................] - ETA: 14s - loss: 0.3765 - accuracy: 0.8247
 47/296 [===>..........................] - ETA: 14s - loss: 0.3777 - accuracy: 0.8245
 48/296 [===>..........................] - ETA: 14s - loss: 0.3726 - accuracy: 0.8268
 49/296 [===>..........................] - ETA: 14s - loss: 0.3721 - accuracy: 0.8253
 50/296 [====>.........................] - ETA: 14s - loss: 0.3747 - accuracy: 0.8250
 51/296 [====>.........................] - ETA: 14s - loss: 0.3776 - accuracy: 0.8223
 52/296 [====>.........................] - ETA: 14s - loss: 0.3775 - accuracy: 0.8233
 53/296 [====>.........................] - ETA: 13s - loss: 0.3753 - accuracy: 0.8243
 54/296 [====>.........................] - ETA: 13s - loss: 0.3787 - accuracy: 0.8206
 55/296 [====>.........................] - ETA: 13s - loss: 0.3811 - accuracy: 0.8193
 56/296 [====>.........................] - ETA: 13s - loss: 0.3808 - accuracy: 0.8203
 57/296 [====>.........................] - ETA: 13s - loss: 0.3789 - accuracy: 0.8224
 58/296 [====>.........................] - ETA: 13s - loss: 0.3796 - accuracy: 0.8233
 59/296 [====>.........................] - ETA: 13s - loss: 0.3806 - accuracy: 0.8231
 60/296 [=====>........................] - ETA: 13s - loss: 0.3801 - accuracy: 0.8229
 61/296 [=====>........................] - ETA: 13s - loss: 0.3796 - accuracy: 0.8248
 62/296 [=====>........................] - ETA: 13s - loss: 0.3759 - accuracy: 0.8276
 63/296 [=====>........................] - ETA: 13s - loss: 0.3776 - accuracy: 0.8254
 64/296 [=====>........................] - ETA: 13s - loss: 0.3743 - accuracy: 0.8271
 65/296 [=====>........................] - ETA: 13s - loss: 0.3738 - accuracy: 0.8269
 66/296 [=====>........................] - ETA: 13s - loss: 0.3729 - accuracy: 0.8267
 67/296 [=====>........................] - ETA: 13s - loss: 0.3766 - accuracy: 0.8246
 68/296 [=====>........................] - ETA: 13s - loss: 0.3765 - accuracy: 0.8254
 69/296 [=====>........................] - ETA: 13s - loss: 0.3745 - accuracy: 0.8252
 70/296 [======>.......................] - ETA: 13s - loss: 0.3730 - accuracy: 0.8250
 71/296 [======>.......................] - ETA: 13s - loss: 0.3722 - accuracy: 0.8257
 72/296 [======>.......................] - ETA: 12s - loss: 0.3722 - accuracy: 0.8247
 73/296 [======>.......................] - ETA: 12s - loss: 0.3729 - accuracy: 0.8236
 74/296 [======>.......................] - ETA: 12s - loss: 0.3711 - accuracy: 0.8252
 75/296 [======>.......................] - ETA: 12s - loss: 0.3690 - accuracy: 0.8258
 76/296 [======>.......................] - ETA: 12s - loss: 0.3671 - accuracy: 0.8265
 77/296 [======>.......................] - ETA: 12s - loss: 0.3663 - accuracy: 0.8271
 78/296 [======>.......................] - ETA: 12s - loss: 0.3659 - accuracy: 0.8277
 79/296 [=======>......................] - ETA: 12s - loss: 0.3652 - accuracy: 0.8267
 80/296 [=======>......................] - ETA: 12s - loss: 0.3658 - accuracy: 0.8258
 81/296 [=======>......................] - ETA: 12s - loss: 0.3628 - accuracy: 0.8272
 82/296 [=======>......................] - ETA: 12s - loss: 0.3603 - accuracy: 0.8285
 83/296 [=======>......................] - ETA: 12s - loss: 0.3614 - accuracy: 0.8268
 84/296 [=======>......................] - ETA: 12s - loss: 0.3645 - accuracy: 0.8274
 85/296 [=======>......................] - ETA: 12s - loss: 0.3632 - accuracy: 0.8272
 86/296 [=======>......................] - ETA: 12s - loss: 0.3630 - accuracy: 0.8263
 87/296 [=======>......................] - ETA: 12s - loss: 0.3630 - accuracy: 0.8261
 88/296 [=======>......................] - ETA: 12s - loss: 0.3635 - accuracy: 0.8253
 89/296 [========>.....................] - ETA: 12s - loss: 0.3629 - accuracy: 0.8244
 90/296 [========>.....................] - ETA: 12s - loss: 0.3609 - accuracy: 0.8257
 91/296 [========>.....................] - ETA: 11s - loss: 0.3596 - accuracy: 0.8269
 92/296 [========>.....................] - ETA: 11s - loss: 0.3580 - accuracy: 0.8281
 93/296 [========>.....................] - ETA: 11s - loss: 0.3565 - accuracy: 0.8293
 94/296 [========>.....................] - ETA: 11s - loss: 0.3577 - accuracy: 0.8291
 95/296 [========>.....................] - ETA: 11s - loss: 0.3564 - accuracy: 0.8303
 96/296 [========>.....................] - ETA: 11s - loss: 0.3575 - accuracy: 0.8301
 97/296 [========>.....................] - ETA: 11s - loss: 0.3571 - accuracy: 0.8293
 98/296 [========>.....................] - ETA: 11s - loss: 0.3554 - accuracy: 0.8310
 99/296 [=========>....................] - ETA: 11s - loss: 0.3542 - accuracy: 0.8314
100/296 [=========>....................] - ETA: 11s - loss: 0.3526 - accuracy: 0.8325
101/296 [=========>....................] - ETA: 11s - loss: 0.3530 - accuracy: 0.8329
102/296 [=========>....................] - ETA: 11s - loss: 0.3560 - accuracy: 0.8321
103/296 [=========>....................] - ETA: 11s - loss: 0.3573 - accuracy: 0.8325
104/296 [=========>....................] - ETA: 11s - loss: 0.3557 - accuracy: 0.8335
105/296 [=========>....................] - ETA: 11s - loss: 0.3550 - accuracy: 0.8339
106/296 [=========>....................] - ETA: 11s - loss: 0.3568 - accuracy: 0.8320
107/296 [=========>....................] - ETA: 10s - loss: 0.3587 - accuracy: 0.8318
108/296 [=========>....................] - ETA: 10s - loss: 0.3597 - accuracy: 0.8316
109/296 [==========>...................] - ETA: 10s - loss: 0.3608 - accuracy: 0.8308
110/296 [==========>...................] - ETA: 10s - loss: 0.3620 - accuracy: 0.8295
111/296 [==========>...................] - ETA: 10s - loss: 0.3623 - accuracy: 0.8288
112/296 [==========>...................] - ETA: 10s - loss: 0.3651 - accuracy: 0.8281
113/296 [==========>...................] - ETA: 10s - loss: 0.3647 - accuracy: 0.8280
114/296 [==========>...................] - ETA: 10s - loss: 0.3654 - accuracy: 0.8273
115/296 [==========>...................] - ETA: 10s - loss: 0.3650 - accuracy: 0.8272
116/296 [==========>...................] - ETA: 10s - loss: 0.3643 - accuracy: 0.8270
117/296 [==========>...................] - ETA: 10s - loss: 0.3629 - accuracy: 0.8275
118/296 [==========>...................] - ETA: 10s - loss: 0.3632 - accuracy: 0.8268
119/296 [===========>..................] - ETA: 10s - loss: 0.3648 - accuracy: 0.8267
120/296 [===========>..................] - ETA: 10s - loss: 0.3636 - accuracy: 0.8276
121/296 [===========>..................] - ETA: 10s - loss: 0.3630 - accuracy: 0.8280
122/296 [===========>..................] - ETA: 10s - loss: 0.3628 - accuracy: 0.8284
123/296 [===========>..................] - ETA: 10s - loss: 0.3632 - accuracy: 0.8277
124/296 [===========>..................] - ETA: 10s - loss: 0.3638 - accuracy: 0.8271
125/296 [===========>..................] - ETA: 9s - loss: 0.3641 - accuracy: 0.8265 
126/296 [===========>..................] - ETA: 9s - loss: 0.3644 - accuracy: 0.8264
127/296 [===========>..................] - ETA: 9s - loss: 0.3634 - accuracy: 0.8273
128/296 [===========>..................] - ETA: 9s - loss: 0.3631 - accuracy: 0.8271
129/296 [============>.................] - ETA: 9s - loss: 0.3623 - accuracy: 0.8270
130/296 [============>.................] - ETA: 9s - loss: 0.3620 - accuracy: 0.8284
131/296 [============>.................] - ETA: 9s - loss: 0.3621 - accuracy: 0.8287
132/296 [============>.................] - ETA: 9s - loss: 0.3619 - accuracy: 0.8286
133/296 [============>.................] - ETA: 9s - loss: 0.3620 - accuracy: 0.8289
134/296 [============>.................] - ETA: 9s - loss: 0.3606 - accuracy: 0.8298
135/296 [============>.................] - ETA: 9s - loss: 0.3609 - accuracy: 0.8296
136/296 [============>.................] - ETA: 9s - loss: 0.3592 - accuracy: 0.8309
137/296 [============>.................] - ETA: 9s - loss: 0.3585 - accuracy: 0.8317
138/296 [============>.................] - ETA: 9s - loss: 0.3597 - accuracy: 0.8315
139/296 [=============>................] - ETA: 9s - loss: 0.3591 - accuracy: 0.8323
140/296 [=============>................] - ETA: 9s - loss: 0.3582 - accuracy: 0.8330
141/296 [=============>................] - ETA: 9s - loss: 0.3572 - accuracy: 0.8342
142/296 [=============>................] - ETA: 8s - loss: 0.3585 - accuracy: 0.8336
143/296 [=============>................] - ETA: 8s - loss: 0.3588 - accuracy: 0.8335
144/296 [=============>................] - ETA: 8s - loss: 0.3589 - accuracy: 0.8333
145/296 [=============>................] - ETA: 8s - loss: 0.3590 - accuracy: 0.8336
146/296 [=============>................] - ETA: 8s - loss: 0.3599 - accuracy: 0.8335
147/296 [=============>................] - ETA: 8s - loss: 0.3593 - accuracy: 0.8342
148/296 [==============>...............] - ETA: 8s - loss: 0.3595 - accuracy: 0.8345
149/296 [==============>...............] - ETA: 8s - loss: 0.3608 - accuracy: 0.8331
150/296 [==============>...............] - ETA: 8s - loss: 0.3610 - accuracy: 0.8325
151/296 [==============>...............] - ETA: 8s - loss: 0.3600 - accuracy: 0.8332
152/296 [==============>...............] - ETA: 8s - loss: 0.3587 - accuracy: 0.8339
153/296 [==============>...............] - ETA: 8s - loss: 0.3593 - accuracy: 0.8333
154/296 [==============>...............] - ETA: 8s - loss: 0.3619 - accuracy: 0.8328
155/296 [==============>...............] - ETA: 8s - loss: 0.3613 - accuracy: 0.8331
156/296 [==============>...............] - ETA: 8s - loss: 0.3617 - accuracy: 0.8329
157/296 [==============>...............] - ETA: 8s - loss: 0.3620 - accuracy: 0.8320
158/296 [===============>..............] - ETA: 7s - loss: 0.3650 - accuracy: 0.8307
159/296 [===============>..............] - ETA: 7s - loss: 0.3651 - accuracy: 0.8310
160/296 [===============>..............] - ETA: 7s - loss: 0.3653 - accuracy: 0.8309
161/296 [===============>..............] - ETA: 7s - loss: 0.3644 - accuracy: 0.8315
162/296 [===============>..............] - ETA: 7s - loss: 0.3648 - accuracy: 0.8318
163/296 [===============>..............] - ETA: 7s - loss: 0.3644 - accuracy: 0.8328
164/296 [===============>..............] - ETA: 7s - loss: 0.3646 - accuracy: 0.8331
165/296 [===============>..............] - ETA: 7s - loss: 0.3647 - accuracy: 0.8330
166/296 [===============>..............] - ETA: 7s - loss: 0.3649 - accuracy: 0.8325
167/296 [===============>..............] - ETA: 7s - loss: 0.3656 - accuracy: 0.8323
168/296 [================>.............] - ETA: 7s - loss: 0.3661 - accuracy: 0.8322
169/296 [================>.............] - ETA: 7s - loss: 0.3659 - accuracy: 0.8317
170/296 [================>.............] - ETA: 7s - loss: 0.3659 - accuracy: 0.8320
171/296 [================>.............] - ETA: 7s - loss: 0.3656 - accuracy: 0.8319
172/296 [================>.............] - ETA: 7s - loss: 0.3659 - accuracy: 0.8321
173/296 [================>.............] - ETA: 7s - loss: 0.3659 - accuracy: 0.8324
174/296 [================>.............] - ETA: 7s - loss: 0.3661 - accuracy: 0.8323
175/296 [================>.............] - ETA: 6s - loss: 0.3662 - accuracy: 0.8321
176/296 [================>.............] - ETA: 6s - loss: 0.3665 - accuracy: 0.8317
177/296 [================>.............] - ETA: 6s - loss: 0.3670 - accuracy: 0.8312
178/296 [=================>............] - ETA: 6s - loss: 0.3678 - accuracy: 0.8308
179/296 [=================>............] - ETA: 6s - loss: 0.3677 - accuracy: 0.8307
180/296 [=================>............] - ETA: 6s - loss: 0.3686 - accuracy: 0.8295
181/296 [=================>............] - ETA: 6s - loss: 0.3699 - accuracy: 0.8280
182/296 [=================>............] - ETA: 6s - loss: 0.3690 - accuracy: 0.8286
183/296 [=================>............] - ETA: 6s - loss: 0.3695 - accuracy: 0.8282
184/296 [=================>............] - ETA: 6s - loss: 0.3693 - accuracy: 0.8285
185/296 [=================>............] - ETA: 6s - loss: 0.3680 - accuracy: 0.8294
186/296 [=================>............] - ETA: 6s - loss: 0.3678 - accuracy: 0.8300
187/296 [=================>............] - ETA: 6s - loss: 0.3674 - accuracy: 0.8302
188/296 [==================>...........] - ETA: 6s - loss: 0.3668 - accuracy: 0.8298
189/296 [==================>...........] - ETA: 6s - loss: 0.3669 - accuracy: 0.8300
190/296 [==================>...........] - ETA: 6s - loss: 0.3679 - accuracy: 0.8296
191/296 [==================>...........] - ETA: 6s - loss: 0.3670 - accuracy: 0.8305
192/296 [==================>...........] - ETA: 5s - loss: 0.3664 - accuracy: 0.8311
193/296 [==================>...........] - ETA: 5s - loss: 0.3668 - accuracy: 0.8310
194/296 [==================>...........] - ETA: 5s - loss: 0.3659 - accuracy: 0.8315
195/296 [==================>...........] - ETA: 5s - loss: 0.3645 - accuracy: 0.8321
196/296 [==================>...........] - ETA: 5s - loss: 0.3633 - accuracy: 0.8329
197/296 [==================>...........] - ETA: 5s - loss: 0.3639 - accuracy: 0.8322
198/296 [===================>..........] - ETA: 5s - loss: 0.3635 - accuracy: 0.8324
199/296 [===================>..........] - ETA: 5s - loss: 0.3634 - accuracy: 0.8323
200/296 [===================>..........] - ETA: 5s - loss: 0.3639 - accuracy: 0.8322
201/296 [===================>..........] - ETA: 5s - loss: 0.3642 - accuracy: 0.8321
202/296 [===================>..........] - ETA: 5s - loss: 0.3657 - accuracy: 0.8311
203/296 [===================>..........] - ETA: 5s - loss: 0.3661 - accuracy: 0.8310
204/296 [===================>..........] - ETA: 5s - loss: 0.3669 - accuracy: 0.8303
205/296 [===================>..........] - ETA: 5s - loss: 0.3674 - accuracy: 0.8299
206/296 [===================>..........] - ETA: 5s - loss: 0.3679 - accuracy: 0.8295
207/296 [===================>..........] - ETA: 5s - loss: 0.3679 - accuracy: 0.8291
208/296 [====================>.........] - ETA: 5s - loss: 0.3680 - accuracy: 0.8287
209/296 [====================>.........] - ETA: 5s - loss: 0.3688 - accuracy: 0.8283
210/296 [====================>.........] - ETA: 4s - loss: 0.3684 - accuracy: 0.8283
211/296 [====================>.........] - ETA: 4s - loss: 0.3680 - accuracy: 0.8285
212/296 [====================>.........] - ETA: 4s - loss: 0.3687 - accuracy: 0.8278
213/296 [====================>.........] - ETA: 4s - loss: 0.3680 - accuracy: 0.8283
214/296 [====================>.........] - ETA: 4s - loss: 0.3688 - accuracy: 0.8280
215/296 [====================>.........] - ETA: 4s - loss: 0.3685 - accuracy: 0.8279
216/296 [====================>.........] - ETA: 4s - loss: 0.3679 - accuracy: 0.8284
217/296 [====================>.........] - ETA: 4s - loss: 0.3686 - accuracy: 0.8281
218/296 [=====================>........] - ETA: 4s - loss: 0.3683 - accuracy: 0.8280
219/296 [=====================>........] - ETA: 4s - loss: 0.3681 - accuracy: 0.8279
220/296 [=====================>........] - ETA: 4s - loss: 0.3681 - accuracy: 0.8278
221/296 [=====================>........] - ETA: 4s - loss: 0.3685 - accuracy: 0.8278
222/296 [=====================>........] - ETA: 4s - loss: 0.3690 - accuracy: 0.8274
223/296 [=====================>........] - ETA: 4s - loss: 0.3688 - accuracy: 0.8274
224/296 [=====================>........] - ETA: 4s - loss: 0.3685 - accuracy: 0.8278
225/296 [=====================>........] - ETA: 4s - loss: 0.3685 - accuracy: 0.8281
226/296 [=====================>........] - ETA: 4s - loss: 0.3697 - accuracy: 0.8274
227/296 [======================>.......] - ETA: 3s - loss: 0.3700 - accuracy: 0.8271
228/296 [======================>.......] - ETA: 3s - loss: 0.3694 - accuracy: 0.8276
229/296 [======================>.......] - ETA: 3s - loss: 0.3684 - accuracy: 0.8283
230/296 [======================>.......] - ETA: 3s - loss: 0.3683 - accuracy: 0.8285
231/296 [======================>.......] - ETA: 3s - loss: 0.3681 - accuracy: 0.8287
232/296 [======================>.......] - ETA: 3s - loss: 0.3678 - accuracy: 0.8289
233/296 [======================>.......] - ETA: 3s - loss: 0.3670 - accuracy: 0.8294
234/296 [======================>.......] - ETA: 3s - loss: 0.3665 - accuracy: 0.8296
235/296 [======================>.......] - ETA: 3s - loss: 0.3663 - accuracy: 0.8301
236/296 [======================>.......] - ETA: 3s - loss: 0.3663 - accuracy: 0.8305
237/296 [=======================>......] - ETA: 3s - loss: 0.3651 - accuracy: 0.8310
238/296 [=======================>......] - ETA: 3s - loss: 0.3647 - accuracy: 0.8311
239/296 [=======================>......] - ETA: 3s - loss: 0.3647 - accuracy: 0.8313
240/296 [=======================>......] - ETA: 3s - loss: 0.3650 - accuracy: 0.8313
241/296 [=======================>......] - ETA: 3s - loss: 0.3659 - accuracy: 0.8309
242/296 [=======================>......] - ETA: 3s - loss: 0.3658 - accuracy: 0.8311
243/296 [=======================>......] - ETA: 3s - loss: 0.3655 - accuracy: 0.8310
244/296 [=======================>......] - ETA: 2s - loss: 0.3656 - accuracy: 0.8312
245/296 [=======================>......] - ETA: 2s - loss: 0.3652 - accuracy: 0.8311
246/296 [=======================>......] - ETA: 2s - loss: 0.3647 - accuracy: 0.8313
247/296 [========================>.....] - ETA: 2s - loss: 0.3643 - accuracy: 0.8317
248/296 [========================>.....] - ETA: 2s - loss: 0.3650 - accuracy: 0.8311
249/296 [========================>.....] - ETA: 2s - loss: 0.3644 - accuracy: 0.8313
250/296 [========================>.....] - ETA: 2s - loss: 0.3640 - accuracy: 0.8313
251/296 [========================>.....] - ETA: 2s - loss: 0.3631 - accuracy: 0.8317
252/296 [========================>.....] - ETA: 2s - loss: 0.3621 - accuracy: 0.8321
253/296 [========================>.....] - ETA: 2s - loss: 0.3618 - accuracy: 0.8320
254/296 [========================>.....] - ETA: 2s - loss: 0.3609 - accuracy: 0.8324
255/296 [========================>.....] - ETA: 2s - loss: 0.3602 - accuracy: 0.8326
256/296 [========================>.....] - ETA: 2s - loss: 0.3601 - accuracy: 0.8328
257/296 [=========================>....] - ETA: 2s - loss: 0.3621 - accuracy: 0.8322
258/296 [=========================>....] - ETA: 2s - loss: 0.3627 - accuracy: 0.8321
259/296 [=========================>....] - ETA: 2s - loss: 0.3630 - accuracy: 0.8318
260/296 [=========================>....] - ETA: 2s - loss: 0.3622 - accuracy: 0.8322
261/296 [=========================>....] - ETA: 2s - loss: 0.3633 - accuracy: 0.8317
262/296 [=========================>....] - ETA: 1s - loss: 0.3637 - accuracy: 0.8316
263/296 [=========================>....] - ETA: 1s - loss: 0.3640 - accuracy: 0.8317
264/296 [=========================>....] - ETA: 1s - loss: 0.3641 - accuracy: 0.8321
265/296 [=========================>....] - ETA: 1s - loss: 0.3639 - accuracy: 0.8325
266/296 [=========================>....] - ETA: 1s - loss: 0.3637 - accuracy: 0.8329
267/296 [==========================>...] - ETA: 1s - loss: 0.3633 - accuracy: 0.8333
268/296 [==========================>...] - ETA: 1s - loss: 0.3630 - accuracy: 0.8337
269/296 [==========================>...] - ETA: 1s - loss: 0.3629 - accuracy: 0.8334
270/296 [==========================>...] - ETA: 1s - loss: 0.3629 - accuracy: 0.8333
271/296 [==========================>...] - ETA: 1s - loss: 0.3624 - accuracy: 0.8335
272/296 [==========================>...] - ETA: 1s - loss: 0.3621 - accuracy: 0.8334
273/296 [==========================>...] - ETA: 1s - loss: 0.3620 - accuracy: 0.8331
274/296 [==========================>...] - ETA: 1s - loss: 0.3621 - accuracy: 0.8333
275/296 [==========================>...] - ETA: 1s - loss: 0.3631 - accuracy: 0.8334
276/296 [==========================>...] - ETA: 1s - loss: 0.3626 - accuracy: 0.8336
277/296 [===========================>..] - ETA: 1s - loss: 0.3638 - accuracy: 0.8333
278/296 [===========================>..] - ETA: 1s - loss: 0.3635 - accuracy: 0.8332
279/296 [===========================>..] - ETA: 0s - loss: 0.3633 - accuracy: 0.8333
280/296 [===========================>..] - ETA: 0s - loss: 0.3630 - accuracy: 0.8337
281/296 [===========================>..] - ETA: 0s - loss: 0.3626 - accuracy: 0.8341
282/296 [===========================>..] - ETA: 0s - loss: 0.3622 - accuracy: 0.8344
283/296 [===========================>..] - ETA: 0s - loss: 0.3624 - accuracy: 0.8344
284/296 [===========================>..] - ETA: 0s - loss: 0.3628 - accuracy: 0.8341
285/296 [===========================>..] - ETA: 0s - loss: 0.3629 - accuracy: 0.8340
286/296 [===========================>..] - ETA: 0s - loss: 0.3627 - accuracy: 0.8341
287/296 [============================>.] - ETA: 0s - loss: 0.3641 - accuracy: 0.8332
288/296 [============================>.] - ETA: 0s - loss: 0.3640 - accuracy: 0.8333
289/296 [============================>.] - ETA: 0s - loss: 0.3642 - accuracy: 0.8333
290/296 [============================>.] - ETA: 0s - loss: 0.3641 - accuracy: 0.8334
291/296 [============================>.] - ETA: 0s - loss: 0.3643 - accuracy: 0.8333
292/296 [============================>.] - ETA: 0s - loss: 0.3645 - accuracy: 0.8333
293/296 [============================>.] - ETA: 0s - loss: 0.3643 - accuracy: 0.8334
294/296 [============================>.] - ETA: 0s - loss: 0.3638 - accuracy: 0.8338
295/296 [============================>.] - ETA: 0s - loss: 0.3635 - accuracy: 0.8339
296/296 [==============================] - 17s 57ms/step - loss: 0.3641 - accuracy: 0.8339

296/296 [==============================] - 18s 62ms/step - loss: 0.3641 - accuracy: 0.8339 - val_loss: 0.4730 - val_accuracy: 0.7863
Epoch 4/50

  1/296 [..............................] - ETA: 15s - loss: 0.6732 - accuracy: 0.6250
  2/296 [..............................] - ETA: 15s - loss: 0.4995 - accuracy: 0.6875
  3/296 [..............................] - ETA: 15s - loss: 0.4471 - accuracy: 0.7292
  4/296 [..............................] - ETA: 16s - loss: 0.3951 - accuracy: 0.7812
  5/296 [..............................] - ETA: 15s - loss: 0.4112 - accuracy: 0.7875
  6/296 [..............................] - ETA: 15s - loss: 0.4103 - accuracy: 0.7917
  7/296 [..............................] - ETA: 15s - loss: 0.3896 - accuracy: 0.8214
  8/296 [..............................] - ETA: 15s - loss: 0.3918 - accuracy: 0.8203
  9/296 [..............................] - ETA: 15s - loss: 0.3887 - accuracy: 0.8333
 10/296 [>.............................] - ETA: 15s - loss: 0.3792 - accuracy: 0.8313
 11/296 [>.............................] - ETA: 15s - loss: 0.3740 - accuracy: 0.8352
 12/296 [>.............................] - ETA: 15s - loss: 0.3662 - accuracy: 0.8438
 13/296 [>.............................] - ETA: 15s - loss: 0.3671 - accuracy: 0.8462
 14/296 [>.............................] - ETA: 15s - loss: 0.3762 - accuracy: 0.8393
 15/296 [>.............................] - ETA: 15s - loss: 0.3608 - accuracy: 0.8500
 16/296 [>.............................] - ETA: 15s - loss: 0.3699 - accuracy: 0.8438
 17/296 [>.............................] - ETA: 15s - loss: 0.3692 - accuracy: 0.8419
 18/296 [>.............................] - ETA: 15s - loss: 0.3745 - accuracy: 0.8403
 19/296 [>.............................] - ETA: 15s - loss: 0.3654 - accuracy: 0.8421
 20/296 [=>............................] - ETA: 15s - loss: 0.3631 - accuracy: 0.8406
 21/296 [=>............................] - ETA: 15s - loss: 0.3598 - accuracy: 0.8393
 22/296 [=>............................] - ETA: 15s - loss: 0.3561 - accuracy: 0.8409
 23/296 [=>............................] - ETA: 15s - loss: 0.3640 - accuracy: 0.8342
 24/296 [=>............................] - ETA: 14s - loss: 0.3691 - accuracy: 0.8307
 25/296 [=>............................] - ETA: 14s - loss: 0.3840 - accuracy: 0.8225
 26/296 [=>............................] - ETA: 14s - loss: 0.3812 - accuracy: 0.8269
 27/296 [=>............................] - ETA: 14s - loss: 0.3883 - accuracy: 0.8264
 28/296 [=>............................] - ETA: 14s - loss: 0.3883 - accuracy: 0.8259
 29/296 [=>............................] - ETA: 14s - loss: 0.3922 - accuracy: 0.8276
 30/296 [==>...........................] - ETA: 14s - loss: 0.3937 - accuracy: 0.8250
 31/296 [==>...........................] - ETA: 14s - loss: 0.3950 - accuracy: 0.8266
 32/296 [==>...........................] - ETA: 14s - loss: 0.3913 - accuracy: 0.8301
 33/296 [==>...........................] - ETA: 14s - loss: 0.3915 - accuracy: 0.8277
 34/296 [==>...........................] - ETA: 14s - loss: 0.3869 - accuracy: 0.8290
 35/296 [==>...........................] - ETA: 14s - loss: 0.3842 - accuracy: 0.8304
 36/296 [==>...........................] - ETA: 14s - loss: 0.3903 - accuracy: 0.8281
 37/296 [==>...........................] - ETA: 14s - loss: 0.3929 - accuracy: 0.8243
 38/296 [==>...........................] - ETA: 14s - loss: 0.3944 - accuracy: 0.8240
 39/296 [==>...........................] - ETA: 14s - loss: 0.3918 - accuracy: 0.8253
 40/296 [===>..........................] - ETA: 14s - loss: 0.3908 - accuracy: 0.8234
 41/296 [===>..........................] - ETA: 14s - loss: 0.3920 - accuracy: 0.8232
 42/296 [===>..........................] - ETA: 13s - loss: 0.3882 - accuracy: 0.8274
 43/296 [===>..........................] - ETA: 13s - loss: 0.3853 - accuracy: 0.8299
 44/296 [===>..........................] - ETA: 13s - loss: 0.3815 - accuracy: 0.8324
 45/296 [===>..........................] - ETA: 13s - loss: 0.3821 - accuracy: 0.8319
 46/296 [===>..........................] - ETA: 13s - loss: 0.3810 - accuracy: 0.8302
 47/296 [===>..........................] - ETA: 13s - loss: 0.3827 - accuracy: 0.8285
 48/296 [===>..........................] - ETA: 13s - loss: 0.3819 - accuracy: 0.8268
 49/296 [===>..........................] - ETA: 13s - loss: 0.3820 - accuracy: 0.8265
 50/296 [====>.........................] - ETA: 13s - loss: 0.3772 - accuracy: 0.8288
 51/296 [====>.........................] - ETA: 13s - loss: 0.3815 - accuracy: 0.8272
 52/296 [====>.........................] - ETA: 13s - loss: 0.3818 - accuracy: 0.8269
 53/296 [====>.........................] - ETA: 13s - loss: 0.3784 - accuracy: 0.8290
 54/296 [====>.........................] - ETA: 13s - loss: 0.3837 - accuracy: 0.8275
 55/296 [====>.........................] - ETA: 13s - loss: 0.3793 - accuracy: 0.8295
 56/296 [====>.........................] - ETA: 13s - loss: 0.3810 - accuracy: 0.8281
 57/296 [====>.........................] - ETA: 13s - loss: 0.3827 - accuracy: 0.8268
 58/296 [====>.........................] - ETA: 13s - loss: 0.3818 - accuracy: 0.8254
 59/296 [====>.........................] - ETA: 13s - loss: 0.3815 - accuracy: 0.8252
 60/296 [=====>........................] - ETA: 12s - loss: 0.3829 - accuracy: 0.8240
 61/296 [=====>........................] - ETA: 12s - loss: 0.3861 - accuracy: 0.8217
 62/296 [=====>........................] - ETA: 12s - loss: 0.3853 - accuracy: 0.8216
 63/296 [=====>........................] - ETA: 12s - loss: 0.3849 - accuracy: 0.8224
 64/296 [=====>........................] - ETA: 12s - loss: 0.3852 - accuracy: 0.8232
 65/296 [=====>........................] - ETA: 12s - loss: 0.3856 - accuracy: 0.8250
 66/296 [=====>........................] - ETA: 12s - loss: 0.3830 - accuracy: 0.8267
 67/296 [=====>........................] - ETA: 12s - loss: 0.3816 - accuracy: 0.8284
 68/296 [=====>........................] - ETA: 12s - loss: 0.3818 - accuracy: 0.8300
 69/296 [=====>........................] - ETA: 12s - loss: 0.3809 - accuracy: 0.8306
 70/296 [======>.......................] - ETA: 12s - loss: 0.3820 - accuracy: 0.8304
 71/296 [======>.......................] - ETA: 12s - loss: 0.3806 - accuracy: 0.8310
 72/296 [======>.......................] - ETA: 12s - loss: 0.3800 - accuracy: 0.8316
 73/296 [======>.......................] - ETA: 12s - loss: 0.3782 - accuracy: 0.8330
 74/296 [======>.......................] - ETA: 12s - loss: 0.3750 - accuracy: 0.8353
 75/296 [======>.......................] - ETA: 12s - loss: 0.3711 - accuracy: 0.8367
 76/296 [======>.......................] - ETA: 12s - loss: 0.3692 - accuracy: 0.8372
 77/296 [======>.......................] - ETA: 12s - loss: 0.3666 - accuracy: 0.8377
 78/296 [======>.......................] - ETA: 12s - loss: 0.3676 - accuracy: 0.8381
 79/296 [=======>......................] - ETA: 11s - loss: 0.3642 - accuracy: 0.8402
 80/296 [=======>......................] - ETA: 11s - loss: 0.3624 - accuracy: 0.8398
 81/296 [=======>......................] - ETA: 11s - loss: 0.3586 - accuracy: 0.8418
 82/296 [=======>......................] - ETA: 11s - loss: 0.3585 - accuracy: 0.8422
 83/296 [=======>......................] - ETA: 11s - loss: 0.3577 - accuracy: 0.8434
 84/296 [=======>......................] - ETA: 11s - loss: 0.3569 - accuracy: 0.8430
 85/296 [=======>......................] - ETA: 11s - loss: 0.3588 - accuracy: 0.8419
 86/296 [=======>......................] - ETA: 11s - loss: 0.3577 - accuracy: 0.8423
 87/296 [=======>......................] - ETA: 11s - loss: 0.3559 - accuracy: 0.8441
 88/296 [=======>......................] - ETA: 11s - loss: 0.3565 - accuracy: 0.8438
 89/296 [========>.....................] - ETA: 11s - loss: 0.3584 - accuracy: 0.8413
 90/296 [========>.....................] - ETA: 11s - loss: 0.3574 - accuracy: 0.8417
 91/296 [========>.....................] - ETA: 11s - loss: 0.3592 - accuracy: 0.8407
 92/296 [========>.....................] - ETA: 11s - loss: 0.3574 - accuracy: 0.8410
 93/296 [========>.....................] - ETA: 11s - loss: 0.3565 - accuracy: 0.8421
 94/296 [========>.....................] - ETA: 11s - loss: 0.3542 - accuracy: 0.8438
 95/296 [========>.....................] - ETA: 11s - loss: 0.3521 - accuracy: 0.8447
 96/296 [========>.....................] - ETA: 11s - loss: 0.3521 - accuracy: 0.8444
 97/296 [========>.....................] - ETA: 10s - loss: 0.3495 - accuracy: 0.8460
 98/296 [========>.....................] - ETA: 10s - loss: 0.3489 - accuracy: 0.8463
 99/296 [=========>....................] - ETA: 10s - loss: 0.3471 - accuracy: 0.8472
100/296 [=========>....................] - ETA: 10s - loss: 0.3453 - accuracy: 0.8487
101/296 [=========>....................] - ETA: 10s - loss: 0.3475 - accuracy: 0.8478
102/296 [=========>....................] - ETA: 10s - loss: 0.3469 - accuracy: 0.8474
103/296 [=========>....................] - ETA: 10s - loss: 0.3473 - accuracy: 0.8471
104/296 [=========>....................] - ETA: 10s - loss: 0.3465 - accuracy: 0.8474
105/296 [=========>....................] - ETA: 10s - loss: 0.3478 - accuracy: 0.8470
106/296 [=========>....................] - ETA: 10s - loss: 0.3474 - accuracy: 0.8473
107/296 [=========>....................] - ETA: 10s - loss: 0.3460 - accuracy: 0.8475
108/296 [=========>....................] - ETA: 10s - loss: 0.3480 - accuracy: 0.8455
109/296 [==========>...................] - ETA: 10s - loss: 0.3476 - accuracy: 0.8463
110/296 [==========>...................] - ETA: 10s - loss: 0.3466 - accuracy: 0.8466
111/296 [==========>...................] - ETA: 10s - loss: 0.3472 - accuracy: 0.8452
112/296 [==========>...................] - ETA: 10s - loss: 0.3456 - accuracy: 0.8465
113/296 [==========>...................] - ETA: 10s - loss: 0.3445 - accuracy: 0.8468
114/296 [==========>...................] - ETA: 10s - loss: 0.3434 - accuracy: 0.8476
115/296 [==========>...................] - ETA: 10s - loss: 0.3454 - accuracy: 0.8462
116/296 [==========>...................] - ETA: 9s - loss: 0.3440 - accuracy: 0.8470 
117/296 [==========>...................] - ETA: 9s - loss: 0.3442 - accuracy: 0.8467
118/296 [==========>...................] - ETA: 9s - loss: 0.3449 - accuracy: 0.8469
119/296 [===========>..................] - ETA: 9s - loss: 0.3484 - accuracy: 0.8451
120/296 [===========>..................] - ETA: 9s - loss: 0.3496 - accuracy: 0.8443
121/296 [===========>..................] - ETA: 9s - loss: 0.3490 - accuracy: 0.8445
122/296 [===========>..................] - ETA: 9s - loss: 0.3488 - accuracy: 0.8453
123/296 [===========>..................] - ETA: 9s - loss: 0.3491 - accuracy: 0.8445
124/296 [===========>..................] - ETA: 9s - loss: 0.3512 - accuracy: 0.8438
125/296 [===========>..................] - ETA: 9s - loss: 0.3511 - accuracy: 0.8435
126/296 [===========>..................] - ETA: 9s - loss: 0.3520 - accuracy: 0.8423
127/296 [===========>..................] - ETA: 9s - loss: 0.3522 - accuracy: 0.8420
128/296 [===========>..................] - ETA: 9s - loss: 0.3531 - accuracy: 0.8403
129/296 [============>.................] - ETA: 9s - loss: 0.3531 - accuracy: 0.8406
130/296 [============>.................] - ETA: 9s - loss: 0.3529 - accuracy: 0.8409
131/296 [============>.................] - ETA: 9s - loss: 0.3544 - accuracy: 0.8392
132/296 [============>.................] - ETA: 9s - loss: 0.3550 - accuracy: 0.8385
133/296 [============>.................] - ETA: 9s - loss: 0.3548 - accuracy: 0.8393
134/296 [============>.................] - ETA: 8s - loss: 0.3553 - accuracy: 0.8391
135/296 [============>.................] - ETA: 8s - loss: 0.3555 - accuracy: 0.8380
136/296 [============>.................] - ETA: 8s - loss: 0.3556 - accuracy: 0.8382
137/296 [============>.................] - ETA: 8s - loss: 0.3561 - accuracy: 0.8385
138/296 [============>.................] - ETA: 8s - loss: 0.3569 - accuracy: 0.8374
139/296 [=============>................] - ETA: 8s - loss: 0.3575 - accuracy: 0.8363
140/296 [=============>................] - ETA: 8s - loss: 0.3583 - accuracy: 0.8362
141/296 [=============>................] - ETA: 8s - loss: 0.3598 - accuracy: 0.8355
142/296 [=============>................] - ETA: 8s - loss: 0.3624 - accuracy: 0.8341
143/296 [=============>................] - ETA: 8s - loss: 0.3628 - accuracy: 0.8330
144/296 [=============>................] - ETA: 8s - loss: 0.3625 - accuracy: 0.8333
145/296 [=============>................] - ETA: 8s - loss: 0.3628 - accuracy: 0.8336
146/296 [=============>................] - ETA: 8s - loss: 0.3621 - accuracy: 0.8343
147/296 [=============>................] - ETA: 8s - loss: 0.3620 - accuracy: 0.8338
148/296 [==============>...............] - ETA: 8s - loss: 0.3618 - accuracy: 0.8332
149/296 [==============>...............] - ETA: 8s - loss: 0.3632 - accuracy: 0.8322
150/296 [==============>...............] - ETA: 8s - loss: 0.3629 - accuracy: 0.8325
151/296 [==============>...............] - ETA: 8s - loss: 0.3624 - accuracy: 0.8332
152/296 [==============>...............] - ETA: 7s - loss: 0.3615 - accuracy: 0.8343
153/296 [==============>...............] - ETA: 7s - loss: 0.3607 - accuracy: 0.8342
154/296 [==============>...............] - ETA: 7s - loss: 0.3608 - accuracy: 0.8340
155/296 [==============>...............] - ETA: 7s - loss: 0.3597 - accuracy: 0.8347
156/296 [==============>...............] - ETA: 7s - loss: 0.3604 - accuracy: 0.8349
157/296 [==============>...............] - ETA: 7s - loss: 0.3592 - accuracy: 0.8356
158/296 [===============>..............] - ETA: 7s - loss: 0.3581 - accuracy: 0.8358
159/296 [===============>..............] - ETA: 7s - loss: 0.3583 - accuracy: 0.8353
160/296 [===============>..............] - ETA: 7s - loss: 0.3593 - accuracy: 0.8352
161/296 [===============>..............] - ETA: 7s - loss: 0.3595 - accuracy: 0.8354
162/296 [===============>..............] - ETA: 7s - loss: 0.3592 - accuracy: 0.8356
163/296 [===============>..............] - ETA: 7s - loss: 0.3586 - accuracy: 0.8355
164/296 [===============>..............] - ETA: 7s - loss: 0.3580 - accuracy: 0.8357
165/296 [===============>..............] - ETA: 7s - loss: 0.3583 - accuracy: 0.8364
166/296 [===============>..............] - ETA: 7s - loss: 0.3589 - accuracy: 0.8358
167/296 [===============>..............] - ETA: 7s - loss: 0.3582 - accuracy: 0.8365
168/296 [================>.............] - ETA: 7s - loss: 0.3583 - accuracy: 0.8371
169/296 [================>.............] - ETA: 7s - loss: 0.3576 - accuracy: 0.8373
170/296 [================>.............] - ETA: 6s - loss: 0.3572 - accuracy: 0.8375
171/296 [================>.............] - ETA: 6s - loss: 0.3568 - accuracy: 0.8381
172/296 [================>.............] - ETA: 6s - loss: 0.3572 - accuracy: 0.8379
173/296 [================>.............] - ETA: 6s - loss: 0.3573 - accuracy: 0.8371
174/296 [================>.............] - ETA: 6s - loss: 0.3574 - accuracy: 0.8369
175/296 [================>.............] - ETA: 6s - loss: 0.3577 - accuracy: 0.8371
176/296 [================>.............] - ETA: 6s - loss: 0.3576 - accuracy: 0.8366
177/296 [================>.............] - ETA: 6s - loss: 0.3570 - accuracy: 0.8365
178/296 [=================>............] - ETA: 6s - loss: 0.3560 - accuracy: 0.8371
179/296 [=================>............] - ETA: 6s - loss: 0.3571 - accuracy: 0.8369
180/296 [=================>............] - ETA: 6s - loss: 0.3577 - accuracy: 0.8365
181/296 [=================>............] - ETA: 6s - loss: 0.3565 - accuracy: 0.8374
182/296 [=================>............] - ETA: 6s - loss: 0.3558 - accuracy: 0.8383
183/296 [=================>............] - ETA: 6s - loss: 0.3552 - accuracy: 0.8388
184/296 [=================>............] - ETA: 6s - loss: 0.3556 - accuracy: 0.8383
185/296 [=================>............] - ETA: 6s - loss: 0.3558 - accuracy: 0.8378
186/296 [=================>............] - ETA: 6s - loss: 0.3546 - accuracy: 0.8387
187/296 [=================>............] - ETA: 6s - loss: 0.3532 - accuracy: 0.8396
188/296 [==================>...........] - ETA: 5s - loss: 0.3533 - accuracy: 0.8401
189/296 [==================>...........] - ETA: 5s - loss: 0.3531 - accuracy: 0.8406
190/296 [==================>...........] - ETA: 5s - loss: 0.3527 - accuracy: 0.8408
191/296 [==================>...........] - ETA: 5s - loss: 0.3523 - accuracy: 0.8410
192/296 [==================>...........] - ETA: 5s - loss: 0.3514 - accuracy: 0.8415
193/296 [==================>...........] - ETA: 5s - loss: 0.3503 - accuracy: 0.8423
194/296 [==================>...........] - ETA: 5s - loss: 0.3505 - accuracy: 0.8425
195/296 [==================>...........] - ETA: 5s - loss: 0.3521 - accuracy: 0.8417
196/296 [==================>...........] - ETA: 5s - loss: 0.3522 - accuracy: 0.8415
197/296 [==================>...........] - ETA: 5s - loss: 0.3517 - accuracy: 0.8417
198/296 [===================>..........] - ETA: 5s - loss: 0.3511 - accuracy: 0.8415
199/296 [===================>..........] - ETA: 5s - loss: 0.3505 - accuracy: 0.8420
200/296 [===================>..........] - ETA: 5s - loss: 0.3499 - accuracy: 0.8422
201/296 [===================>..........] - ETA: 5s - loss: 0.3488 - accuracy: 0.8427
202/296 [===================>..........] - ETA: 5s - loss: 0.3486 - accuracy: 0.8428
203/296 [===================>..........] - ETA: 5s - loss: 0.3482 - accuracy: 0.8433
204/296 [===================>..........] - ETA: 5s - loss: 0.3472 - accuracy: 0.8441
205/296 [===================>..........] - ETA: 5s - loss: 0.3480 - accuracy: 0.8436
206/296 [===================>..........] - ETA: 5s - loss: 0.3482 - accuracy: 0.8441
207/296 [===================>..........] - ETA: 5s - loss: 0.3477 - accuracy: 0.8442
208/296 [====================>.........] - ETA: 5s - loss: 0.3482 - accuracy: 0.8441
209/296 [====================>.........] - ETA: 4s - loss: 0.3480 - accuracy: 0.8442
210/296 [====================>.........] - ETA: 4s - loss: 0.3490 - accuracy: 0.8438
211/296 [====================>.........] - ETA: 4s - loss: 0.3486 - accuracy: 0.8439
212/296 [====================>.........] - ETA: 4s - loss: 0.3490 - accuracy: 0.8435
213/296 [====================>.........] - ETA: 4s - loss: 0.3483 - accuracy: 0.8439
214/296 [====================>.........] - ETA: 4s - loss: 0.3476 - accuracy: 0.8440
215/296 [====================>.........] - ETA: 4s - loss: 0.3473 - accuracy: 0.8442
216/296 [====================>.........] - ETA: 4s - loss: 0.3471 - accuracy: 0.8443
217/296 [====================>.........] - ETA: 4s - loss: 0.3482 - accuracy: 0.8436
218/296 [=====================>........] - ETA: 4s - loss: 0.3487 - accuracy: 0.8426
219/296 [=====================>........] - ETA: 4s - loss: 0.3500 - accuracy: 0.8416
220/296 [=====================>........] - ETA: 4s - loss: 0.3502 - accuracy: 0.8409
221/296 [=====================>........] - ETA: 4s - loss: 0.3496 - accuracy: 0.8416
222/296 [=====================>........] - ETA: 4s - loss: 0.3496 - accuracy: 0.8415
223/296 [=====================>........] - ETA: 4s - loss: 0.3515 - accuracy: 0.8411
224/296 [=====================>........] - ETA: 4s - loss: 0.3517 - accuracy: 0.8407
225/296 [=====================>........] - ETA: 4s - loss: 0.3520 - accuracy: 0.8406
226/296 [=====================>........] - ETA: 4s - loss: 0.3516 - accuracy: 0.8410
227/296 [======================>.......] - ETA: 3s - loss: 0.3517 - accuracy: 0.8409
228/296 [======================>.......] - ETA: 3s - loss: 0.3511 - accuracy: 0.8410
229/296 [======================>.......] - ETA: 3s - loss: 0.3519 - accuracy: 0.8406
230/296 [======================>.......] - ETA: 3s - loss: 0.3514 - accuracy: 0.8410
231/296 [======================>.......] - ETA: 3s - loss: 0.3514 - accuracy: 0.8412
232/296 [======================>.......] - ETA: 3s - loss: 0.3513 - accuracy: 0.8413
233/296 [======================>.......] - ETA: 3s - loss: 0.3510 - accuracy: 0.8409
234/296 [======================>.......] - ETA: 3s - loss: 0.3514 - accuracy: 0.8411
235/296 [======================>.......] - ETA: 3s - loss: 0.3511 - accuracy: 0.8412
236/296 [======================>.......] - ETA: 3s - loss: 0.3517 - accuracy: 0.8408
237/296 [=======================>......] - ETA: 3s - loss: 0.3519 - accuracy: 0.8407
238/296 [=======================>......] - ETA: 3s - loss: 0.3515 - accuracy: 0.8411
239/296 [=======================>......] - ETA: 3s - loss: 0.3512 - accuracy: 0.8415
240/296 [=======================>......] - ETA: 3s - loss: 0.3513 - accuracy: 0.8414
241/296 [=======================>......] - ETA: 3s - loss: 0.3513 - accuracy: 0.8413
242/296 [=======================>......] - ETA: 3s - loss: 0.3513 - accuracy: 0.8412
243/296 [=======================>......] - ETA: 3s - loss: 0.3509 - accuracy: 0.8416
244/296 [=======================>......] - ETA: 2s - loss: 0.3522 - accuracy: 0.8412
245/296 [=======================>......] - ETA: 2s - loss: 0.3515 - accuracy: 0.8413
246/296 [=======================>......] - ETA: 2s - loss: 0.3521 - accuracy: 0.8415
247/296 [========================>.....] - ETA: 2s - loss: 0.3522 - accuracy: 0.8413
248/296 [========================>.....] - ETA: 2s - loss: 0.3527 - accuracy: 0.8407
249/296 [========================>.....] - ETA: 2s - loss: 0.3521 - accuracy: 0.8409
250/296 [========================>.....] - ETA: 2s - loss: 0.3518 - accuracy: 0.8413
251/296 [========================>.....] - ETA: 2s - loss: 0.3521 - accuracy: 0.8414
252/296 [========================>.....] - ETA: 2s - loss: 0.3519 - accuracy: 0.8413
253/296 [========================>.....] - ETA: 2s - loss: 0.3519 - accuracy: 0.8414
254/296 [========================>.....] - ETA: 2s - loss: 0.3523 - accuracy: 0.8413
255/296 [========================>.....] - ETA: 2s - loss: 0.3524 - accuracy: 0.8414
256/296 [========================>.....] - ETA: 2s - loss: 0.3526 - accuracy: 0.8413
257/296 [=========================>....] - ETA: 2s - loss: 0.3526 - accuracy: 0.8414
258/296 [=========================>....] - ETA: 2s - loss: 0.3523 - accuracy: 0.8416
259/296 [=========================>....] - ETA: 2s - loss: 0.3517 - accuracy: 0.8419
260/296 [=========================>....] - ETA: 2s - loss: 0.3518 - accuracy: 0.8418
261/296 [=========================>....] - ETA: 2s - loss: 0.3513 - accuracy: 0.8424
262/296 [=========================>....] - ETA: 1s - loss: 0.3513 - accuracy: 0.8426
263/296 [=========================>....] - ETA: 1s - loss: 0.3509 - accuracy: 0.8429
264/296 [=========================>....] - ETA: 1s - loss: 0.3505 - accuracy: 0.8430
265/296 [=========================>....] - ETA: 1s - loss: 0.3501 - accuracy: 0.8434
266/296 [=========================>....] - ETA: 1s - loss: 0.3492 - accuracy: 0.8440
267/296 [==========================>...] - ETA: 1s - loss: 0.3491 - accuracy: 0.8439
268/296 [==========================>...] - ETA: 1s - loss: 0.3493 - accuracy: 0.8442
269/296 [==========================>...] - ETA: 1s - loss: 0.3489 - accuracy: 0.8446
270/296 [==========================>...] - ETA: 1s - loss: 0.3483 - accuracy: 0.8449
271/296 [==========================>...] - ETA: 1s - loss: 0.3475 - accuracy: 0.8452
272/296 [==========================>...] - ETA: 1s - loss: 0.3477 - accuracy: 0.8451
273/296 [==========================>...] - ETA: 1s - loss: 0.3481 - accuracy: 0.8452
274/296 [==========================>...] - ETA: 1s - loss: 0.3483 - accuracy: 0.8449
275/296 [==========================>...] - ETA: 1s - loss: 0.3482 - accuracy: 0.8450
276/296 [==========================>...] - ETA: 1s - loss: 0.3474 - accuracy: 0.8453
277/296 [===========================>..] - ETA: 1s - loss: 0.3475 - accuracy: 0.8454
278/296 [===========================>..] - ETA: 1s - loss: 0.3474 - accuracy: 0.8458
279/296 [===========================>..] - ETA: 0s - loss: 0.3479 - accuracy: 0.8452
280/296 [===========================>..] - ETA: 0s - loss: 0.3482 - accuracy: 0.8451
281/296 [===========================>..] - ETA: 0s - loss: 0.3482 - accuracy: 0.8452
282/296 [===========================>..] - ETA: 0s - loss: 0.3486 - accuracy: 0.8449
283/296 [===========================>..] - ETA: 0s - loss: 0.3493 - accuracy: 0.8441
284/296 [===========================>..] - ETA: 0s - loss: 0.3490 - accuracy: 0.8444
285/296 [===========================>..] - ETA: 0s - loss: 0.3490 - accuracy: 0.8447
286/296 [===========================>..] - ETA: 0s - loss: 0.3491 - accuracy: 0.8446
287/296 [============================>.] - ETA: 0s - loss: 0.3500 - accuracy: 0.8441
288/296 [============================>.] - ETA: 0s - loss: 0.3502 - accuracy: 0.8444
289/296 [============================>.] - ETA: 0s - loss: 0.3499 - accuracy: 0.8445
290/296 [============================>.] - ETA: 0s - loss: 0.3491 - accuracy: 0.8450
291/296 [============================>.] - ETA: 0s - loss: 0.3500 - accuracy: 0.8445
292/296 [============================>.] - ETA: 0s - loss: 0.3509 - accuracy: 0.8440
293/296 [============================>.] - ETA: 0s - loss: 0.3505 - accuracy: 0.8441
294/296 [============================>.] - ETA: 0s - loss: 0.3501 - accuracy: 0.8444
295/296 [============================>.] - ETA: 0s - loss: 0.3499 - accuracy: 0.8443
296/296 [==============================] - 17s 58ms/step - loss: 0.3496 - accuracy: 0.8444

296/296 [==============================] - 19s 63ms/step - loss: 0.3496 - accuracy: 0.8444 - val_loss: 0.3436 - val_accuracy: 0.8510
Epoch 5/50

  1/296 [..............................] - ETA: 19s - loss: 0.3778 - accuracy: 0.8750
  2/296 [..............................] - ETA: 16s - loss: 0.4105 - accuracy: 0.8125
  3/296 [..............................] - ETA: 16s - loss: 0.3749 - accuracy: 0.8333
  4/296 [..............................] - ETA: 16s - loss: 0.3314 - accuracy: 0.8594
  5/296 [..............................] - ETA: 16s - loss: 0.3428 - accuracy: 0.8500
  6/296 [..............................] - ETA: 15s - loss: 0.3468 - accuracy: 0.8438
  7/296 [..............................] - ETA: 15s - loss: 0.3508 - accuracy: 0.8393
  8/296 [..............................] - ETA: 15s - loss: 0.3581 - accuracy: 0.8281
  9/296 [..............................] - ETA: 18s - loss: 0.3774 - accuracy: 0.8194
 10/296 [>.............................] - ETA: 18s - loss: 0.3672 - accuracy: 0.8250
 11/296 [>.............................] - ETA: 18s - loss: 0.3636 - accuracy: 0.8295
 12/296 [>.............................] - ETA: 18s - loss: 0.3700 - accuracy: 0.8229
 13/296 [>.............................] - ETA: 18s - loss: 0.3555 - accuracy: 0.8365
 14/296 [>.............................] - ETA: 18s - loss: 0.3400 - accuracy: 0.8393
 15/296 [>.............................] - ETA: 18s - loss: 0.3358 - accuracy: 0.8417
 16/296 [>.............................] - ETA: 18s - loss: 0.3353 - accuracy: 0.8438
 17/296 [>.............................] - ETA: 18s - loss: 0.3259 - accuracy: 0.8529
 18/296 [>.............................] - ETA: 17s - loss: 0.3291 - accuracy: 0.8542
 19/296 [>.............................] - ETA: 17s - loss: 0.3345 - accuracy: 0.8520
 20/296 [=>............................] - ETA: 18s - loss: 0.3385 - accuracy: 0.8500
 21/296 [=>............................] - ETA: 19s - loss: 0.3423 - accuracy: 0.8512
 22/296 [=>............................] - ETA: 19s - loss: 0.3458 - accuracy: 0.8494
 23/296 [=>............................] - ETA: 19s - loss: 0.3460 - accuracy: 0.8451
 24/296 [=>............................] - ETA: 19s - loss: 0.3463 - accuracy: 0.8438
 25/296 [=>............................] - ETA: 18s - loss: 0.3462 - accuracy: 0.8450
 26/296 [=>............................] - ETA: 18s - loss: 0.3492 - accuracy: 0.8438
 27/296 [=>............................] - ETA: 18s - loss: 0.3539 - accuracy: 0.8426
 28/296 [=>............................] - ETA: 18s - loss: 0.3510 - accuracy: 0.8460
 29/296 [=>............................] - ETA: 18s - loss: 0.3471 - accuracy: 0.8491
 30/296 [==>...........................] - ETA: 18s - loss: 0.3440 - accuracy: 0.8500
 31/296 [==>...........................] - ETA: 18s - loss: 0.3397 - accuracy: 0.8508
 32/296 [==>...........................] - ETA: 17s - loss: 0.3384 - accuracy: 0.8535
 33/296 [==>...........................] - ETA: 17s - loss: 0.3378 - accuracy: 0.8523
 34/296 [==>...........................] - ETA: 17s - loss: 0.3383 - accuracy: 0.8511
 35/296 [==>...........................] - ETA: 17s - loss: 0.3406 - accuracy: 0.8482
 36/296 [==>...........................] - ETA: 17s - loss: 0.3447 - accuracy: 0.8438
 37/296 [==>...........................] - ETA: 17s - loss: 0.3460 - accuracy: 0.8412
 38/296 [==>...........................] - ETA: 17s - loss: 0.3455 - accuracy: 0.8405
 39/296 [==>...........................] - ETA: 17s - loss: 0.3405 - accuracy: 0.8413
 40/296 [===>..........................] - ETA: 16s - loss: 0.3341 - accuracy: 0.8438
 41/296 [===>..........................] - ETA: 16s - loss: 0.3375 - accuracy: 0.8430
 42/296 [===>..........................] - ETA: 16s - loss: 0.3456 - accuracy: 0.8378
 43/296 [===>..........................] - ETA: 16s - loss: 0.3467 - accuracy: 0.8387
 44/296 [===>..........................] - ETA: 16s - loss: 0.3478 - accuracy: 0.8352
 45/296 [===>..........................] - ETA: 16s - loss: 0.3532 - accuracy: 0.8319
 46/296 [===>..........................] - ETA: 16s - loss: 0.3557 - accuracy: 0.8302
 47/296 [===>..........................] - ETA: 16s - loss: 0.3535 - accuracy: 0.8324
 48/296 [===>..........................] - ETA: 16s - loss: 0.3576 - accuracy: 0.8281
 49/296 [===>..........................] - ETA: 16s - loss: 0.3554 - accuracy: 0.8304
 50/296 [====>.........................] - ETA: 16s - loss: 0.3554 - accuracy: 0.8288
 51/296 [====>.........................] - ETA: 15s - loss: 0.3568 - accuracy: 0.8272
 52/296 [====>.........................] - ETA: 15s - loss: 0.3601 - accuracy: 0.8245
 53/296 [====>.........................] - ETA: 15s - loss: 0.3618 - accuracy: 0.8255
 54/296 [====>.........................] - ETA: 15s - loss: 0.3631 - accuracy: 0.8264
 55/296 [====>.........................] - ETA: 15s - loss: 0.3623 - accuracy: 0.8261
 56/296 [====>.........................] - ETA: 15s - loss: 0.3605 - accuracy: 0.8281
 57/296 [====>.........................] - ETA: 15s - loss: 0.3608 - accuracy: 0.8279
 58/296 [====>.........................] - ETA: 15s - loss: 0.3616 - accuracy: 0.8265
 59/296 [====>.........................] - ETA: 15s - loss: 0.3587 - accuracy: 0.8284
 60/296 [=====>........................] - ETA: 15s - loss: 0.3605 - accuracy: 0.8271
 61/296 [=====>........................] - ETA: 15s - loss: 0.3606 - accuracy: 0.8268
 62/296 [=====>........................] - ETA: 15s - loss: 0.3618 - accuracy: 0.8266
 63/296 [=====>........................] - ETA: 15s - loss: 0.3614 - accuracy: 0.8264
 64/296 [=====>........................] - ETA: 14s - loss: 0.3583 - accuracy: 0.8281
 65/296 [=====>........................] - ETA: 14s - loss: 0.3586 - accuracy: 0.8279
 66/296 [=====>........................] - ETA: 14s - loss: 0.3577 - accuracy: 0.8267
 67/296 [=====>........................] - ETA: 14s - loss: 0.3594 - accuracy: 0.8265
 68/296 [=====>........................] - ETA: 14s - loss: 0.3594 - accuracy: 0.8254
 69/296 [=====>........................] - ETA: 14s - loss: 0.3586 - accuracy: 0.8261
 70/296 [======>.......................] - ETA: 14s - loss: 0.3549 - accuracy: 0.8286
 71/296 [======>.......................] - ETA: 14s - loss: 0.3545 - accuracy: 0.8275
 72/296 [======>.......................] - ETA: 14s - loss: 0.3527 - accuracy: 0.8290
 73/296 [======>.......................] - ETA: 14s - loss: 0.3542 - accuracy: 0.8271
 74/296 [======>.......................] - ETA: 14s - loss: 0.3538 - accuracy: 0.8260
 75/296 [======>.......................] - ETA: 14s - loss: 0.3505 - accuracy: 0.8283
 76/296 [======>.......................] - ETA: 14s - loss: 0.3563 - accuracy: 0.8273
 77/296 [======>.......................] - ETA: 13s - loss: 0.3544 - accuracy: 0.8287
 78/296 [======>.......................] - ETA: 13s - loss: 0.3552 - accuracy: 0.8285
 79/296 [=======>......................] - ETA: 13s - loss: 0.3543 - accuracy: 0.8299
 80/296 [=======>......................] - ETA: 13s - loss: 0.3532 - accuracy: 0.8305
 81/296 [=======>......................] - ETA: 13s - loss: 0.3520 - accuracy: 0.8318
 82/296 [=======>......................] - ETA: 13s - loss: 0.3557 - accuracy: 0.8308
 83/296 [=======>......................] - ETA: 13s - loss: 0.3556 - accuracy: 0.8306
 84/296 [=======>......................] - ETA: 13s - loss: 0.3530 - accuracy: 0.8318
 85/296 [=======>......................] - ETA: 13s - loss: 0.3527 - accuracy: 0.8324
 86/296 [=======>......................] - ETA: 13s - loss: 0.3519 - accuracy: 0.8321
 87/296 [=======>......................] - ETA: 13s - loss: 0.3546 - accuracy: 0.8305
 88/296 [=======>......................] - ETA: 13s - loss: 0.3560 - accuracy: 0.8303
 89/296 [========>.....................] - ETA: 13s - loss: 0.3559 - accuracy: 0.8315
 90/296 [========>.....................] - ETA: 13s - loss: 0.3541 - accuracy: 0.8333
 91/296 [========>.....................] - ETA: 13s - loss: 0.3525 - accuracy: 0.8345
 92/296 [========>.....................] - ETA: 13s - loss: 0.3510 - accuracy: 0.8356
 93/296 [========>.....................] - ETA: 13s - loss: 0.3522 - accuracy: 0.8360
 94/296 [========>.....................] - ETA: 13s - loss: 0.3514 - accuracy: 0.8358
 95/296 [========>.....................] - ETA: 13s - loss: 0.3510 - accuracy: 0.8355
 96/296 [========>.....................] - ETA: 13s - loss: 0.3507 - accuracy: 0.8353
 97/296 [========>.....................] - ETA: 13s - loss: 0.3516 - accuracy: 0.8344
 98/296 [========>.....................] - ETA: 12s - loss: 0.3532 - accuracy: 0.8335
 99/296 [=========>....................] - ETA: 12s - loss: 0.3542 - accuracy: 0.8327
100/296 [=========>....................] - ETA: 12s - loss: 0.3551 - accuracy: 0.8319
101/296 [=========>....................] - ETA: 12s - loss: 0.3561 - accuracy: 0.8311
102/296 [=========>....................] - ETA: 12s - loss: 0.3577 - accuracy: 0.8297
103/296 [=========>....................] - ETA: 12s - loss: 0.3578 - accuracy: 0.8295
104/296 [=========>....................] - ETA: 12s - loss: 0.3564 - accuracy: 0.8299
105/296 [=========>....................] - ETA: 12s - loss: 0.3577 - accuracy: 0.8298
106/296 [=========>....................] - ETA: 12s - loss: 0.3562 - accuracy: 0.8308
107/296 [=========>....................] - ETA: 12s - loss: 0.3549 - accuracy: 0.8318
108/296 [=========>....................] - ETA: 12s - loss: 0.3533 - accuracy: 0.8322
109/296 [==========>...................] - ETA: 12s - loss: 0.3554 - accuracy: 0.8308
110/296 [==========>...................] - ETA: 12s - loss: 0.3540 - accuracy: 0.8318
111/296 [==========>...................] - ETA: 12s - loss: 0.3528 - accuracy: 0.8328
112/296 [==========>...................] - ETA: 12s - loss: 0.3525 - accuracy: 0.8326
113/296 [==========>...................] - ETA: 11s - loss: 0.3510 - accuracy: 0.8335
114/296 [==========>...................] - ETA: 11s - loss: 0.3497 - accuracy: 0.8333
115/296 [==========>...................] - ETA: 11s - loss: 0.3499 - accuracy: 0.8326
116/296 [==========>...................] - ETA: 11s - loss: 0.3525 - accuracy: 0.8319
117/296 [==========>...................] - ETA: 11s - loss: 0.3528 - accuracy: 0.8323
118/296 [==========>...................] - ETA: 11s - loss: 0.3520 - accuracy: 0.8332
119/296 [===========>..................] - ETA: 11s - loss: 0.3517 - accuracy: 0.8335
120/296 [===========>..................] - ETA: 11s - loss: 0.3505 - accuracy: 0.8339
121/296 [===========>..................] - ETA: 11s - loss: 0.3503 - accuracy: 0.8337
122/296 [===========>..................] - ETA: 11s - loss: 0.3514 - accuracy: 0.8330
123/296 [===========>..................] - ETA: 11s - loss: 0.3504 - accuracy: 0.8338
124/296 [===========>..................] - ETA: 11s - loss: 0.3491 - accuracy: 0.8352
125/296 [===========>..................] - ETA: 11s - loss: 0.3489 - accuracy: 0.8355
126/296 [===========>..................] - ETA: 11s - loss: 0.3486 - accuracy: 0.8358
127/296 [===========>..................] - ETA: 11s - loss: 0.3484 - accuracy: 0.8361
128/296 [===========>..................] - ETA: 11s - loss: 0.3477 - accuracy: 0.8369
129/296 [============>.................] - ETA: 10s - loss: 0.3476 - accuracy: 0.8372
130/296 [============>.................] - ETA: 10s - loss: 0.3458 - accuracy: 0.8385
131/296 [============>.................] - ETA: 10s - loss: 0.3449 - accuracy: 0.8387
132/296 [============>.................] - ETA: 10s - loss: 0.3443 - accuracy: 0.8390
133/296 [============>.................] - ETA: 10s - loss: 0.3463 - accuracy: 0.8379
134/296 [============>.................] - ETA: 10s - loss: 0.3459 - accuracy: 0.8382
135/296 [============>.................] - ETA: 10s - loss: 0.3461 - accuracy: 0.8375
136/296 [============>.................] - ETA: 10s - loss: 0.3455 - accuracy: 0.8382
137/296 [============>.................] - ETA: 10s - loss: 0.3444 - accuracy: 0.8390
138/296 [============>.................] - ETA: 10s - loss: 0.3428 - accuracy: 0.8401
139/296 [=============>................] - ETA: 10s - loss: 0.3429 - accuracy: 0.8399
140/296 [=============>................] - ETA: 10s - loss: 0.3441 - accuracy: 0.8393
141/296 [=============>................] - ETA: 10s - loss: 0.3432 - accuracy: 0.8395
142/296 [=============>................] - ETA: 10s - loss: 0.3439 - accuracy: 0.8389
143/296 [=============>................] - ETA: 10s - loss: 0.3438 - accuracy: 0.8383
144/296 [=============>................] - ETA: 9s - loss: 0.3422 - accuracy: 0.8394 
145/296 [=============>................] - ETA: 9s - loss: 0.3417 - accuracy: 0.8397
146/296 [=============>................] - ETA: 9s - loss: 0.3405 - accuracy: 0.8403
147/296 [=============>................] - ETA: 9s - loss: 0.3396 - accuracy: 0.8410
148/296 [==============>...............] - ETA: 9s - loss: 0.3394 - accuracy: 0.8408
149/296 [==============>...............] - ETA: 9s - loss: 0.3383 - accuracy: 0.8414
150/296 [==============>...............] - ETA: 9s - loss: 0.3379 - accuracy: 0.8421
151/296 [==============>...............] - ETA: 9s - loss: 0.3392 - accuracy: 0.8415
152/296 [==============>...............] - ETA: 9s - loss: 0.3406 - accuracy: 0.8413
153/296 [==============>...............] - ETA: 9s - loss: 0.3393 - accuracy: 0.8419
154/296 [==============>...............] - ETA: 9s - loss: 0.3383 - accuracy: 0.8429
155/296 [==============>...............] - ETA: 9s - loss: 0.3375 - accuracy: 0.8427
156/296 [==============>...............] - ETA: 9s - loss: 0.3393 - accuracy: 0.8417
157/296 [==============>...............] - ETA: 9s - loss: 0.3399 - accuracy: 0.8412
158/296 [===============>..............] - ETA: 9s - loss: 0.3401 - accuracy: 0.8414
159/296 [===============>..............] - ETA: 8s - loss: 0.3398 - accuracy: 0.8416
160/296 [===============>..............] - ETA: 8s - loss: 0.3409 - accuracy: 0.8414
161/296 [===============>..............] - ETA: 8s - loss: 0.3416 - accuracy: 0.8405
162/296 [===============>..............] - ETA: 8s - loss: 0.3414 - accuracy: 0.8403
163/296 [===============>..............] - ETA: 8s - loss: 0.3410 - accuracy: 0.8413
164/296 [===============>..............] - ETA: 8s - loss: 0.3422 - accuracy: 0.8399
165/296 [===============>..............] - ETA: 8s - loss: 0.3417 - accuracy: 0.8405
166/296 [===============>..............] - ETA: 8s - loss: 0.3415 - accuracy: 0.8411
167/296 [===============>..............] - ETA: 8s - loss: 0.3421 - accuracy: 0.8406
168/296 [================>.............] - ETA: 8s - loss: 0.3410 - accuracy: 0.8411
169/296 [================>.............] - ETA: 8s - loss: 0.3411 - accuracy: 0.8410
170/296 [================>.............] - ETA: 8s - loss: 0.3404 - accuracy: 0.8412
171/296 [================>.............] - ETA: 8s - loss: 0.3395 - accuracy: 0.8417
172/296 [================>.............] - ETA: 8s - loss: 0.3402 - accuracy: 0.8412
173/296 [================>.............] - ETA: 8s - loss: 0.3406 - accuracy: 0.8414
174/296 [================>.............] - ETA: 7s - loss: 0.3412 - accuracy: 0.8416
175/296 [================>.............] - ETA: 7s - loss: 0.3426 - accuracy: 0.8407
176/296 [================>.............] - ETA: 7s - loss: 0.3422 - accuracy: 0.8409
177/296 [================>.............] - ETA: 7s - loss: 0.3419 - accuracy: 0.8415
178/296 [=================>............] - ETA: 7s - loss: 0.3421 - accuracy: 0.8413
179/296 [=================>............] - ETA: 7s - loss: 0.3426 - accuracy: 0.8411
180/296 [=================>............] - ETA: 7s - loss: 0.3443 - accuracy: 0.8403
181/296 [=================>............] - ETA: 7s - loss: 0.3447 - accuracy: 0.8398
182/296 [=================>............] - ETA: 7s - loss: 0.3440 - accuracy: 0.8400
183/296 [=================>............] - ETA: 7s - loss: 0.3440 - accuracy: 0.8395
184/296 [=================>............] - ETA: 7s - loss: 0.3438 - accuracy: 0.8393
185/296 [=================>............] - ETA: 7s - loss: 0.3443 - accuracy: 0.8395
186/296 [=================>............] - ETA: 7s - loss: 0.3441 - accuracy: 0.8397
187/296 [=================>............] - ETA: 7s - loss: 0.3436 - accuracy: 0.8399
188/296 [==================>...........] - ETA: 7s - loss: 0.3435 - accuracy: 0.8401
189/296 [==================>...........] - ETA: 6s - loss: 0.3434 - accuracy: 0.8403
190/296 [==================>...........] - ETA: 6s - loss: 0.3432 - accuracy: 0.8398
191/296 [==================>...........] - ETA: 6s - loss: 0.3431 - accuracy: 0.8397
192/296 [==================>...........] - ETA: 6s - loss: 0.3426 - accuracy: 0.8402
193/296 [==================>...........] - ETA: 6s - loss: 0.3437 - accuracy: 0.8400
194/296 [==================>...........] - ETA: 6s - loss: 0.3435 - accuracy: 0.8396
195/296 [==================>...........] - ETA: 6s - loss: 0.3434 - accuracy: 0.8397
196/296 [==================>...........] - ETA: 6s - loss: 0.3430 - accuracy: 0.8399
197/296 [==================>...........] - ETA: 6s - loss: 0.3430 - accuracy: 0.8401
198/296 [===================>..........] - ETA: 6s - loss: 0.3426 - accuracy: 0.8406
199/296 [===================>..........] - ETA: 6s - loss: 0.3422 - accuracy: 0.8411
200/296 [===================>..........] - ETA: 6s - loss: 0.3433 - accuracy: 0.8409
201/296 [===================>..........] - ETA: 6s - loss: 0.3429 - accuracy: 0.8414
202/296 [===================>..........] - ETA: 6s - loss: 0.3428 - accuracy: 0.8416
203/296 [===================>..........] - ETA: 6s - loss: 0.3433 - accuracy: 0.8411
204/296 [===================>..........] - ETA: 5s - loss: 0.3428 - accuracy: 0.8416
205/296 [===================>..........] - ETA: 5s - loss: 0.3432 - accuracy: 0.8415
206/296 [===================>..........] - ETA: 5s - loss: 0.3430 - accuracy: 0.8419
207/296 [===================>..........] - ETA: 5s - loss: 0.3424 - accuracy: 0.8421
208/296 [====================>.........] - ETA: 5s - loss: 0.3412 - accuracy: 0.8425
209/296 [====================>.........] - ETA: 5s - loss: 0.3411 - accuracy: 0.8427
210/296 [====================>.........] - ETA: 5s - loss: 0.3408 - accuracy: 0.8429
211/296 [====================>.........] - ETA: 5s - loss: 0.3417 - accuracy: 0.8427
212/296 [====================>.........] - ETA: 5s - loss: 0.3409 - accuracy: 0.8432
213/296 [====================>.........] - ETA: 5s - loss: 0.3406 - accuracy: 0.8433
214/296 [====================>.........] - ETA: 5s - loss: 0.3407 - accuracy: 0.8429
215/296 [====================>.........] - ETA: 5s - loss: 0.3403 - accuracy: 0.8430
216/296 [====================>.........] - ETA: 5s - loss: 0.3405 - accuracy: 0.8429
217/296 [====================>.........] - ETA: 5s - loss: 0.3404 - accuracy: 0.8427
218/296 [=====================>........] - ETA: 5s - loss: 0.3401 - accuracy: 0.8429
219/296 [=====================>........] - ETA: 4s - loss: 0.3397 - accuracy: 0.8430
220/296 [=====================>........] - ETA: 4s - loss: 0.3399 - accuracy: 0.8426
221/296 [=====================>........] - ETA: 4s - loss: 0.3401 - accuracy: 0.8428
222/296 [=====================>........] - ETA: 4s - loss: 0.3405 - accuracy: 0.8432
223/296 [=====================>........] - ETA: 4s - loss: 0.3410 - accuracy: 0.8428
224/296 [=====================>........] - ETA: 4s - loss: 0.3408 - accuracy: 0.8432
225/296 [=====================>........] - ETA: 4s - loss: 0.3409 - accuracy: 0.8433
226/296 [=====================>........] - ETA: 4s - loss: 0.3418 - accuracy: 0.8424
227/296 [======================>.......] - ETA: 4s - loss: 0.3433 - accuracy: 0.8420
228/296 [======================>.......] - ETA: 4s - loss: 0.3432 - accuracy: 0.8418
229/296 [======================>.......] - ETA: 4s - loss: 0.3430 - accuracy: 0.8417
230/296 [======================>.......] - ETA: 4s - loss: 0.3437 - accuracy: 0.8413
231/296 [======================>.......] - ETA: 4s - loss: 0.3443 - accuracy: 0.8412
232/296 [======================>.......] - ETA: 4s - loss: 0.3443 - accuracy: 0.8413
233/296 [======================>.......] - ETA: 4s - loss: 0.3441 - accuracy: 0.8415
234/296 [======================>.......] - ETA: 4s - loss: 0.3444 - accuracy: 0.8416
235/296 [======================>.......] - ETA: 4s - loss: 0.3441 - accuracy: 0.8420
236/296 [======================>.......] - ETA: 3s - loss: 0.3435 - accuracy: 0.8424
237/296 [=======================>......] - ETA: 3s - loss: 0.3431 - accuracy: 0.8426
238/296 [=======================>......] - ETA: 3s - loss: 0.3422 - accuracy: 0.8430
239/296 [=======================>......] - ETA: 3s - loss: 0.3420 - accuracy: 0.8428
240/296 [=======================>......] - ETA: 3s - loss: 0.3420 - accuracy: 0.8424
241/296 [=======================>......] - ETA: 3s - loss: 0.3422 - accuracy: 0.8426
242/296 [=======================>......] - ETA: 3s - loss: 0.3423 - accuracy: 0.8425
243/296 [=======================>......] - ETA: 3s - loss: 0.3423 - accuracy: 0.8423
244/296 [=======================>......] - ETA: 3s - loss: 0.3427 - accuracy: 0.8425
245/296 [=======================>......] - ETA: 3s - loss: 0.3419 - accuracy: 0.8431
246/296 [=======================>......] - ETA: 3s - loss: 0.3417 - accuracy: 0.8430
247/296 [========================>.....] - ETA: 3s - loss: 0.3416 - accuracy: 0.8431
248/296 [========================>.....] - ETA: 3s - loss: 0.3430 - accuracy: 0.8422
249/296 [========================>.....] - ETA: 3s - loss: 0.3428 - accuracy: 0.8429
250/296 [========================>.....] - ETA: 3s - loss: 0.3433 - accuracy: 0.8425
251/296 [========================>.....] - ETA: 2s - loss: 0.3430 - accuracy: 0.8426
252/296 [========================>.....] - ETA: 2s - loss: 0.3426 - accuracy: 0.8430
253/296 [========================>.....] - ETA: 2s - loss: 0.3426 - accuracy: 0.8434
254/296 [========================>.....] - ETA: 2s - loss: 0.3424 - accuracy: 0.8435
255/296 [========================>.....] - ETA: 2s - loss: 0.3431 - accuracy: 0.8436
256/296 [========================>.....] - ETA: 2s - loss: 0.3431 - accuracy: 0.8433
257/296 [=========================>....] - ETA: 2s - loss: 0.3427 - accuracy: 0.8436
258/296 [=========================>....] - ETA: 2s - loss: 0.3429 - accuracy: 0.8438
259/296 [=========================>....] - ETA: 2s - loss: 0.3422 - accuracy: 0.8441
260/296 [=========================>....] - ETA: 2s - loss: 0.3417 - accuracy: 0.8445
261/296 [=========================>....] - ETA: 2s - loss: 0.3412 - accuracy: 0.8446
262/296 [=========================>....] - ETA: 2s - loss: 0.3404 - accuracy: 0.8452
263/296 [=========================>....] - ETA: 2s - loss: 0.3405 - accuracy: 0.8451
264/296 [=========================>....] - ETA: 2s - loss: 0.3409 - accuracy: 0.8449
265/296 [=========================>....] - ETA: 2s - loss: 0.3414 - accuracy: 0.8448
266/296 [=========================>....] - ETA: 2s - loss: 0.3411 - accuracy: 0.8452
267/296 [==========================>...] - ETA: 1s - loss: 0.3411 - accuracy: 0.8453
268/296 [==========================>...] - ETA: 1s - loss: 0.3410 - accuracy: 0.8451
269/296 [==========================>...] - ETA: 1s - loss: 0.3406 - accuracy: 0.8453
270/296 [==========================>...] - ETA: 1s - loss: 0.3401 - accuracy: 0.8454
271/296 [==========================>...] - ETA: 1s - loss: 0.3398 - accuracy: 0.8457
272/296 [==========================>...] - ETA: 1s - loss: 0.3393 - accuracy: 0.8460
273/296 [==========================>...] - ETA: 1s - loss: 0.3394 - accuracy: 0.8459
274/296 [==========================>...] - ETA: 1s - loss: 0.3396 - accuracy: 0.8460
275/296 [==========================>...] - ETA: 1s - loss: 0.3387 - accuracy: 0.8466
276/296 [==========================>...] - ETA: 1s - loss: 0.3387 - accuracy: 0.8467
277/296 [===========================>..] - ETA: 1s - loss: 0.3390 - accuracy: 0.8466
278/296 [===========================>..] - ETA: 1s - loss: 0.3398 - accuracy: 0.8462
279/296 [===========================>..] - ETA: 1s - loss: 0.3402 - accuracy: 0.8459
280/296 [===========================>..] - ETA: 1s - loss: 0.3403 - accuracy: 0.8458
281/296 [===========================>..] - ETA: 1s - loss: 0.3399 - accuracy: 0.8459
282/296 [===========================>..] - ETA: 0s - loss: 0.3393 - accuracy: 0.8462
283/296 [===========================>..] - ETA: 0s - loss: 0.3396 - accuracy: 0.8458
284/296 [===========================>..] - ETA: 0s - loss: 0.3395 - accuracy: 0.8457
285/296 [===========================>..] - ETA: 0s - loss: 0.3401 - accuracy: 0.8454
286/296 [===========================>..] - ETA: 0s - loss: 0.3394 - accuracy: 0.8457
287/296 [============================>.] - ETA: 0s - loss: 0.3399 - accuracy: 0.8449
288/296 [============================>.] - ETA: 0s - loss: 0.3402 - accuracy: 0.8448
289/296 [============================>.] - ETA: 0s - loss: 0.3399 - accuracy: 0.8447
290/296 [============================>.] - ETA: 0s - loss: 0.3392 - accuracy: 0.8450
291/296 [============================>.] - ETA: 0s - loss: 0.3390 - accuracy: 0.8451
292/296 [============================>.] - ETA: 0s - loss: 0.3384 - accuracy: 0.8455
293/296 [============================>.] - ETA: 0s - loss: 0.3383 - accuracy: 0.8456
294/296 [============================>.] - ETA: 0s - loss: 0.3383 - accuracy: 0.8457
295/296 [============================>.] - ETA: 0s - loss: 0.3384 - accuracy: 0.8456
296/296 [==============================] - 20s 67ms/step - loss: 0.3380 - accuracy: 0.8459

296/296 [==============================] - 22s 75ms/step - loss: 0.3380 - accuracy: 0.8459 - val_loss: 0.3461 - val_accuracy: 0.8377
Epoch 6/50

  1/296 [..............................] - ETA: 46s - loss: 0.1778 - accuracy: 0.9375
  2/296 [..............................] - ETA: 32s - loss: 0.2522 - accuracy: 0.8750
  3/296 [..............................] - ETA: 29s - loss: 0.2673 - accuracy: 0.8750
  4/296 [..............................] - ETA: 39s - loss: 0.2595 - accuracy: 0.8906
  5/296 [..............................] - ETA: 35s - loss: 0.3694 - accuracy: 0.8500
  6/296 [..............................] - ETA: 1:01 - loss: 0.3651 - accuracy: 0.8542
  7/296 [..............................] - ETA: 2:07 - loss: 0.3560 - accuracy: 0.8482
  8/296 [..............................] - ETA: 3:34 - loss: 0.3693 - accuracy: 0.8516
  9/296 [..............................] - ETA: 4:06 - loss: 0.3461 - accuracy: 0.8611
 10/296 [>.............................] - ETA: 3:48 - loss: 0.3359 - accuracy: 0.8625
 11/296 [>.............................] - ETA: 3:36 - loss: 0.3071 - accuracy: 0.8750
 12/296 [>.............................] - ETA: 3:21 - loss: 0.3219 - accuracy: 0.8750
 13/296 [>.............................] - ETA: 3:07 - loss: 0.3287 - accuracy: 0.8702
 14/296 [>.............................] - ETA: 2:56 - loss: 0.3417 - accuracy: 0.8661
 15/296 [>.............................] - ETA: 2:47 - loss: 0.3298 - accuracy: 0.8708
 16/296 [>.............................] - ETA: 2:37 - loss: 0.3258 - accuracy: 0.8711
 17/296 [>.............................] - ETA: 2:43 - loss: 0.3215 - accuracy: 0.8750
 18/296 [>.............................] - ETA: 2:37 - loss: 0.3352 - accuracy: 0.8611
 19/296 [>.............................] - ETA: 2:30 - loss: 0.3379 - accuracy: 0.8586
 20/296 [=>............................] - ETA: 2:26 - loss: 0.3311 - accuracy: 0.8625
 21/296 [=>............................] - ETA: 2:21 - loss: 0.3309 - accuracy: 0.8661
 22/296 [=>............................] - ETA: 2:16 - loss: 0.3261 - accuracy: 0.8693
 23/296 [=>............................] - ETA: 2:12 - loss: 0.3176 - accuracy: 0.8750
 24/296 [=>............................] - ETA: 2:08 - loss: 0.3177 - accuracy: 0.8724
 25/296 [=>............................] - ETA: 2:04 - loss: 0.3134 - accuracy: 0.8750
 26/296 [=>............................] - ETA: 2:01 - loss: 0.3068 - accuracy: 0.8774
 27/296 [=>............................] - ETA: 1:58 - loss: 0.3046 - accuracy: 0.8750
 28/296 [=>............................] - ETA: 1:56 - loss: 0.3110 - accuracy: 0.8750
 29/296 [=>............................] - ETA: 1:53 - loss: 0.3202 - accuracy: 0.8707
 30/296 [==>...........................] - ETA: 1:51 - loss: 0.3135 - accuracy: 0.8729
 31/296 [==>...........................] - ETA: 1:48 - loss: 0.3190 - accuracy: 0.8690
 32/296 [==>...........................] - ETA: 1:46 - loss: 0.3166 - accuracy: 0.8691
 33/296 [==>...........................] - ETA: 1:44 - loss: 0.3174 - accuracy: 0.8674
 34/296 [==>...........................] - ETA: 1:41 - loss: 0.3177 - accuracy: 0.8676
 35/296 [==>...........................] - ETA: 1:40 - loss: 0.3173 - accuracy: 0.8679
 36/296 [==>...........................] - ETA: 1:38 - loss: 0.3171 - accuracy: 0.8681
 37/296 [==>...........................] - ETA: 1:37 - loss: 0.3141 - accuracy: 0.8699
 38/296 [==>...........................] - ETA: 1:35 - loss: 0.3125 - accuracy: 0.8701
 39/296 [==>...........................] - ETA: 1:33 - loss: 0.3085 - accuracy: 0.8734
 40/296 [===>..........................] - ETA: 1:32 - loss: 0.3101 - accuracy: 0.8719
 41/296 [===>..........................] - ETA: 1:30 - loss: 0.3136 - accuracy: 0.8704
 42/296 [===>..........................] - ETA: 1:29 - loss: 0.3128 - accuracy: 0.8705
 43/296 [===>..........................] - ETA: 1:27 - loss: 0.3130 - accuracy: 0.8706
 44/296 [===>..........................] - ETA: 1:27 - loss: 0.3141 - accuracy: 0.8693
 45/296 [===>..........................] - ETA: 1:26 - loss: 0.3112 - accuracy: 0.8708
 46/296 [===>..........................] - ETA: 1:24 - loss: 0.3096 - accuracy: 0.8723
 47/296 [===>..........................] - ETA: 1:25 - loss: 0.3091 - accuracy: 0.8723
 48/296 [===>..........................] - ETA: 1:28 - loss: 0.3074 - accuracy: 0.8737
 49/296 [===>..........................] - ETA: 1:27 - loss: 0.3114 - accuracy: 0.8686
 50/296 [====>.........................] - ETA: 1:27 - loss: 0.3132 - accuracy: 0.8675
 51/296 [====>.........................] - ETA: 1:26 - loss: 0.3121 - accuracy: 0.8664
 52/296 [====>.........................] - ETA: 1:25 - loss: 0.3088 - accuracy: 0.8678
 53/296 [====>.........................] - ETA: 1:23 - loss: 0.3068 - accuracy: 0.8691
 54/296 [====>.........................] - ETA: 1:22 - loss: 0.3089 - accuracy: 0.8681
 55/296 [====>.........................] - ETA: 1:24 - loss: 0.3113 - accuracy: 0.8659
 56/296 [====>.........................] - ETA: 1:23 - loss: 0.3088 - accuracy: 0.8672
 57/296 [====>.........................] - ETA: 1:22 - loss: 0.3095 - accuracy: 0.8673
 58/296 [====>.........................] - ETA: 1:21 - loss: 0.3118 - accuracy: 0.8664
 59/296 [====>.........................] - ETA: 1:21 - loss: 0.3097 - accuracy: 0.8676
 60/296 [=====>........................] - ETA: 1:20 - loss: 0.3103 - accuracy: 0.8687
 61/296 [=====>........................] - ETA: 1:19 - loss: 0.3103 - accuracy: 0.8678
 62/296 [=====>........................] - ETA: 1:18 - loss: 0.3109 - accuracy: 0.8659
 63/296 [=====>........................] - ETA: 1:25 - loss: 0.3102 - accuracy: 0.8651
 64/296 [=====>........................] - ETA: 1:24 - loss: 0.3146 - accuracy: 0.8652
 65/296 [=====>........................] - ETA: 1:23 - loss: 0.3168 - accuracy: 0.8644
 66/296 [=====>........................] - ETA: 1:23 - loss: 0.3145 - accuracy: 0.8665
 67/296 [=====>........................] - ETA: 1:23 - loss: 0.3164 - accuracy: 0.8638
 68/296 [=====>........................] - ETA: 1:22 - loss: 0.3153 - accuracy: 0.8640
 69/296 [=====>........................] - ETA: 1:22 - loss: 0.3166 - accuracy: 0.8623
 70/296 [======>.......................] - ETA: 1:22 - loss: 0.3184 - accuracy: 0.8607
 71/296 [======>.......................] - ETA: 1:21 - loss: 0.3177 - accuracy: 0.8618
 72/296 [======>.......................] - ETA: 1:21 - loss: 0.3191 - accuracy: 0.8602
 73/296 [======>.......................] - ETA: 1:20 - loss: 0.3192 - accuracy: 0.8596
 74/296 [======>.......................] - ETA: 1:19 - loss: 0.3189 - accuracy: 0.8590
 75/296 [======>.......................] - ETA: 1:19 - loss: 0.3171 - accuracy: 0.8600
 76/296 [======>.......................] - ETA: 1:18 - loss: 0.3147 - accuracy: 0.8618
 77/296 [======>.......................] - ETA: 1:17 - loss: 0.3152 - accuracy: 0.8612
 78/296 [======>.......................] - ETA: 1:16 - loss: 0.3144 - accuracy: 0.8606
 79/296 [=======>......................] - ETA: 1:15 - loss: 0.3136 - accuracy: 0.8608
 80/296 [=======>......................] - ETA: 1:15 - loss: 0.3186 - accuracy: 0.8578
 81/296 [=======>......................] - ETA: 1:14 - loss: 0.3186 - accuracy: 0.8580
 82/296 [=======>......................] - ETA: 1:13 - loss: 0.3173 - accuracy: 0.8590
 83/296 [=======>......................] - ETA: 1:12 - loss: 0.3181 - accuracy: 0.8584
 84/296 [=======>......................] - ETA: 1:12 - loss: 0.3185 - accuracy: 0.8579
 85/296 [=======>......................] - ETA: 1:11 - loss: 0.3166 - accuracy: 0.8596
 86/296 [=======>......................] - ETA: 1:10 - loss: 0.3148 - accuracy: 0.8612
 87/296 [=======>......................] - ETA: 1:10 - loss: 0.3143 - accuracy: 0.8621
 88/296 [=======>......................] - ETA: 1:09 - loss: 0.3144 - accuracy: 0.8622
 89/296 [========>.....................] - ETA: 1:08 - loss: 0.3130 - accuracy: 0.8631
 90/296 [========>.....................] - ETA: 1:10 - loss: 0.3131 - accuracy: 0.8632
 91/296 [========>.....................] - ETA: 1:09 - loss: 0.3147 - accuracy: 0.8626
 92/296 [========>.....................] - ETA: 1:16 - loss: 0.3142 - accuracy: 0.8628
 93/296 [========>.....................] - ETA: 1:16 - loss: 0.3142 - accuracy: 0.8629
 94/296 [========>.....................] - ETA: 1:17 - loss: 0.3141 - accuracy: 0.8630
 95/296 [========>.....................] - ETA: 1:18 - loss: 0.3174 - accuracy: 0.8618
 96/296 [========>.....................] - ETA: 1:19 - loss: 0.3171 - accuracy: 0.8620
 97/296 [========>.....................] - ETA: 1:20 - loss: 0.3199 - accuracy: 0.8608
 98/296 [========>.....................] - ETA: 1:19 - loss: 0.3206 - accuracy: 0.8610
 99/296 [=========>....................] - ETA: 1:20 - loss: 0.3203 - accuracy: 0.8605
100/296 [=========>....................] - ETA: 1:20 - loss: 0.3182 - accuracy: 0.8619
101/296 [=========>....................] - ETA: 1:20 - loss: 0.3189 - accuracy: 0.8614
102/296 [=========>....................] - ETA: 1:19 - loss: 0.3178 - accuracy: 0.8621
103/296 [=========>....................] - ETA: 1:20 - loss: 0.3183 - accuracy: 0.8617
104/296 [=========>....................] - ETA: 1:21 - loss: 0.3181 - accuracy: 0.8618
105/296 [=========>....................] - ETA: 1:23 - loss: 0.3179 - accuracy: 0.8619
106/296 [=========>....................] - ETA: 1:24 - loss: 0.3172 - accuracy: 0.8614
107/296 [=========>....................] - ETA: 1:23 - loss: 0.3154 - accuracy: 0.8621
108/296 [=========>....................] - ETA: 1:25 - loss: 0.3154 - accuracy: 0.8623
109/296 [==========>...................] - ETA: 1:25 - loss: 0.3159 - accuracy: 0.8624
110/296 [==========>...................] - ETA: 1:25 - loss: 0.3173 - accuracy: 0.8608
111/296 [==========>...................] - ETA: 1:24 - loss: 0.3205 - accuracy: 0.8592
112/296 [==========>...................] - ETA: 1:24 - loss: 0.3211 - accuracy: 0.8583
113/296 [==========>...................] - ETA: 1:23 - loss: 0.3211 - accuracy: 0.8584
114/296 [==========>...................] - ETA: 1:23 - loss: 0.3209 - accuracy: 0.8586
115/296 [==========>...................] - ETA: 1:24 - loss: 0.3201 - accuracy: 0.8587
116/296 [==========>...................] - ETA: 1:23 - loss: 0.3215 - accuracy: 0.8578
117/296 [==========>...................] - ETA: 1:26 - loss: 0.3216 - accuracy: 0.8584
118/296 [==========>...................] - ETA: 1:26 - loss: 0.3234 - accuracy: 0.8586
119/296 [===========>..................] - ETA: 1:26 - loss: 0.3237 - accuracy: 0.8587
120/296 [===========>..................] - ETA: 1:25 - loss: 0.3238 - accuracy: 0.8583
121/296 [===========>..................] - ETA: 1:24 - loss: 0.3234 - accuracy: 0.8590
122/296 [===========>..................] - ETA: 1:23 - loss: 0.3253 - accuracy: 0.8581
123/296 [===========>..................] - ETA: 1:24 - loss: 0.3258 - accuracy: 0.8577
124/296 [===========>..................] - ETA: 1:23 - loss: 0.3260 - accuracy: 0.8569
125/296 [===========>..................] - ETA: 1:22 - loss: 0.3265 - accuracy: 0.8565
126/296 [===========>..................] - ETA: 1:22 - loss: 0.3276 - accuracy: 0.8552
127/296 [===========>..................] - ETA: 1:22 - loss: 0.3274 - accuracy: 0.8558
128/296 [===========>..................] - ETA: 1:21 - loss: 0.3276 - accuracy: 0.8560
129/296 [============>.................] - ETA: 1:20 - loss: 0.3285 - accuracy: 0.8556
130/296 [============>.................] - ETA: 1:19 - loss: 0.3282 - accuracy: 0.8558
131/296 [============>.................] - ETA: 1:18 - loss: 0.3280 - accuracy: 0.8559
132/296 [============>.................] - ETA: 1:17 - loss: 0.3263 - accuracy: 0.8570
133/296 [============>.................] - ETA: 1:16 - loss: 0.3251 - accuracy: 0.8576
134/296 [============>.................] - ETA: 1:16 - loss: 0.3243 - accuracy: 0.8587
135/296 [============>.................] - ETA: 1:15 - loss: 0.3239 - accuracy: 0.8588
136/296 [============>.................] - ETA: 1:15 - loss: 0.3232 - accuracy: 0.8589
137/296 [============>.................] - ETA: 1:14 - loss: 0.3225 - accuracy: 0.8595
138/296 [============>.................] - ETA: 1:13 - loss: 0.3207 - accuracy: 0.8605
139/296 [=============>................] - ETA: 1:12 - loss: 0.3190 - accuracy: 0.8611
140/296 [=============>................] - ETA: 1:12 - loss: 0.3201 - accuracy: 0.8607
141/296 [=============>................] - ETA: 1:11 - loss: 0.3194 - accuracy: 0.8613
142/296 [=============>................] - ETA: 1:10 - loss: 0.3210 - accuracy: 0.8609
143/296 [=============>................] - ETA: 1:09 - loss: 0.3216 - accuracy: 0.8601
144/296 [=============>................] - ETA: 1:09 - loss: 0.3225 - accuracy: 0.8594
145/296 [=============>................] - ETA: 1:08 - loss: 0.3219 - accuracy: 0.8595
146/296 [=============>................] - ETA: 1:07 - loss: 0.3241 - accuracy: 0.8592
147/296 [=============>................] - ETA: 1:08 - loss: 0.3253 - accuracy: 0.8588
148/296 [==============>...............] - ETA: 1:07 - loss: 0.3260 - accuracy: 0.8581
149/296 [==============>...............] - ETA: 1:08 - loss: 0.3259 - accuracy: 0.8582
150/296 [==============>...............] - ETA: 1:07 - loss: 0.3249 - accuracy: 0.8592
151/296 [==============>...............] - ETA: 1:06 - loss: 0.3250 - accuracy: 0.8593
152/296 [==============>...............] - ETA: 1:06 - loss: 0.3243 - accuracy: 0.8598
153/296 [==============>...............] - ETA: 1:05 - loss: 0.3238 - accuracy: 0.8603
154/296 [==============>...............] - ETA: 1:05 - loss: 0.3227 - accuracy: 0.8608
155/296 [==============>...............] - ETA: 1:06 - loss: 0.3219 - accuracy: 0.8609
156/296 [==============>...............] - ETA: 1:05 - loss: 0.3278 - accuracy: 0.8594
157/296 [==============>...............] - ETA: 1:05 - loss: 0.3306 - accuracy: 0.8579
158/296 [===============>..............] - ETA: 1:04 - loss: 0.3313 - accuracy: 0.8572
159/296 [===============>..............] - ETA: 1:04 - loss: 0.3335 - accuracy: 0.8565
160/296 [===============>..............] - ETA: 1:04 - loss: 0.3340 - accuracy: 0.8559
161/296 [===============>..............] - ETA: 1:04 - loss: 0.3343 - accuracy: 0.8556
162/296 [===============>..............] - ETA: 1:04 - loss: 0.3347 - accuracy: 0.8561
163/296 [===============>..............] - ETA: 1:03 - loss: 0.3361 - accuracy: 0.8551
164/296 [===============>..............] - ETA: 1:02 - loss: 0.3371 - accuracy: 0.8548
165/296 [===============>..............] - ETA: 1:02 - loss: 0.3370 - accuracy: 0.8549
166/296 [===============>..............] - ETA: 1:01 - loss: 0.3366 - accuracy: 0.8547
167/296 [===============>..............] - ETA: 1:01 - loss: 0.3383 - accuracy: 0.8525
168/296 [================>.............] - ETA: 1:00 - loss: 0.3375 - accuracy: 0.8531
169/296 [================>.............] - ETA: 1:00 - loss: 0.3370 - accuracy: 0.8536
170/296 [================>.............] - ETA: 59s - loss: 0.3372 - accuracy: 0.8533 
171/296 [================>.............] - ETA: 59s - loss: 0.3399 - accuracy: 0.8527
172/296 [================>.............] - ETA: 58s - loss: 0.3426 - accuracy: 0.8514
173/296 [================>.............] - ETA: 57s - loss: 0.3430 - accuracy: 0.8508
174/296 [================>.............] - ETA: 58s - loss: 0.3428 - accuracy: 0.8509
175/296 [================>.............] - ETA: 57s - loss: 0.3427 - accuracy: 0.8507
176/296 [================>.............] - ETA: 56s - loss: 0.3431 - accuracy: 0.8501
177/296 [================>.............] - ETA: 56s - loss: 0.3433 - accuracy: 0.8503
178/296 [=================>............] - ETA: 55s - loss: 0.3437 - accuracy: 0.8501
179/296 [=================>............] - ETA: 55s - loss: 0.3432 - accuracy: 0.8509
180/296 [=================>............] - ETA: 59s - loss: 0.3434 - accuracy: 0.8507
181/296 [=================>............] - ETA: 59s - loss: 0.3437 - accuracy: 0.8505
182/296 [=================>............] - ETA: 58s - loss: 0.3433 - accuracy: 0.8506
183/296 [=================>............] - ETA: 59s - loss: 0.3433 - accuracy: 0.8504
184/296 [=================>............] - ETA: 59s - loss: 0.3440 - accuracy: 0.8495
185/296 [=================>............] - ETA: 58s - loss: 0.3440 - accuracy: 0.8493
186/296 [=================>............] - ETA: 58s - loss: 0.3435 - accuracy: 0.8495
187/296 [=================>............] - ETA: 57s - loss: 0.3437 - accuracy: 0.8493
188/296 [==================>...........] - ETA: 57s - loss: 0.3440 - accuracy: 0.8487
189/296 [==================>...........] - ETA: 56s - loss: 0.3446 - accuracy: 0.8485
190/296 [==================>...........] - ETA: 55s - loss: 0.3447 - accuracy: 0.8480
191/296 [==================>...........] - ETA: 55s - loss: 0.3449 - accuracy: 0.8485
192/296 [==================>...........] - ETA: 54s - loss: 0.3439 - accuracy: 0.8493
193/296 [==================>...........] - ETA: 53s - loss: 0.3431 - accuracy: 0.8497
194/296 [==================>...........] - ETA: 53s - loss: 0.3423 - accuracy: 0.8505
195/296 [==================>...........] - ETA: 52s - loss: 0.3411 - accuracy: 0.8513
196/296 [==================>...........] - ETA: 52s - loss: 0.3408 - accuracy: 0.8514
197/296 [==================>...........] - ETA: 51s - loss: 0.3408 - accuracy: 0.8515
198/296 [===================>..........] - ETA: 51s - loss: 0.3399 - accuracy: 0.8516
199/296 [===================>..........] - ETA: 51s - loss: 0.3419 - accuracy: 0.8511
200/296 [===================>..........] - ETA: 50s - loss: 0.3409 - accuracy: 0.8516
201/296 [===================>..........] - ETA: 50s - loss: 0.3400 - accuracy: 0.8520
202/296 [===================>..........] - ETA: 49s - loss: 0.3397 - accuracy: 0.8521
203/296 [===================>..........] - ETA: 49s - loss: 0.3394 - accuracy: 0.8522
204/296 [===================>..........] - ETA: 48s - loss: 0.3386 - accuracy: 0.8526
205/296 [===================>..........] - ETA: 48s - loss: 0.3387 - accuracy: 0.8527
206/296 [===================>..........] - ETA: 47s - loss: 0.3381 - accuracy: 0.8529
207/296 [===================>..........] - ETA: 48s - loss: 0.3386 - accuracy: 0.8524
208/296 [====================>.........] - ETA: 48s - loss: 0.3385 - accuracy: 0.8522
209/296 [====================>.........] - ETA: 48s - loss: 0.3379 - accuracy: 0.8526
210/296 [====================>.........] - ETA: 47s - loss: 0.3387 - accuracy: 0.8524
211/296 [====================>.........] - ETA: 47s - loss: 0.3384 - accuracy: 0.8528
212/296 [====================>.........] - ETA: 46s - loss: 0.3391 - accuracy: 0.8520
213/296 [====================>.........] - ETA: 46s - loss: 0.3385 - accuracy: 0.8527
214/296 [====================>.........] - ETA: 45s - loss: 0.3386 - accuracy: 0.8525
215/296 [====================>.........] - ETA: 44s - loss: 0.3382 - accuracy: 0.8526
216/296 [====================>.........] - ETA: 44s - loss: 0.3385 - accuracy: 0.8524
217/296 [====================>.........] - ETA: 43s - loss: 0.3382 - accuracy: 0.8525
218/296 [=====================>........] - ETA: 42s - loss: 0.3381 - accuracy: 0.8521
219/296 [=====================>........] - ETA: 42s - loss: 0.3382 - accuracy: 0.8522
220/296 [=====================>........] - ETA: 41s - loss: 0.3377 - accuracy: 0.8526
221/296 [=====================>........] - ETA: 41s - loss: 0.3379 - accuracy: 0.8527
222/296 [=====================>........] - ETA: 40s - loss: 0.3375 - accuracy: 0.8525
223/296 [=====================>........] - ETA: 40s - loss: 0.3371 - accuracy: 0.8523
224/296 [=====================>........] - ETA: 42s - loss: 0.3363 - accuracy: 0.8527
225/296 [=====================>........] - ETA: 41s - loss: 0.3356 - accuracy: 0.8531
226/296 [=====================>........] - ETA: 41s - loss: 0.3352 - accuracy: 0.8534
227/296 [======================>.......] - ETA: 40s - loss: 0.3348 - accuracy: 0.8538
228/296 [======================>.......] - ETA: 40s - loss: 0.3374 - accuracy: 0.8531
229/296 [======================>.......] - ETA: 39s - loss: 0.3369 - accuracy: 0.8532
230/296 [======================>.......] - ETA: 38s - loss: 0.3373 - accuracy: 0.8527
231/296 [======================>.......] - ETA: 38s - loss: 0.3370 - accuracy: 0.8525
232/296 [======================>.......] - ETA: 38s - loss: 0.3377 - accuracy: 0.8524
233/296 [======================>.......] - ETA: 37s - loss: 0.3369 - accuracy: 0.8530
234/296 [======================>.......] - ETA: 37s - loss: 0.3371 - accuracy: 0.8531
235/296 [======================>.......] - ETA: 36s - loss: 0.3366 - accuracy: 0.8537
236/296 [======================>.......] - ETA: 35s - loss: 0.3359 - accuracy: 0.8541
237/296 [=======================>......] - ETA: 35s - loss: 0.3353 - accuracy: 0.8542
238/296 [=======================>......] - ETA: 34s - loss: 0.3364 - accuracy: 0.8537
239/296 [=======================>......] - ETA: 34s - loss: 0.3365 - accuracy: 0.8533
240/296 [=======================>......] - ETA: 33s - loss: 0.3371 - accuracy: 0.8529
241/296 [=======================>......] - ETA: 32s - loss: 0.3379 - accuracy: 0.8524
242/296 [=======================>......] - ETA: 32s - loss: 0.3372 - accuracy: 0.8530
243/296 [=======================>......] - ETA: 31s - loss: 0.3381 - accuracy: 0.8526
244/296 [=======================>......] - ETA: 30s - loss: 0.3381 - accuracy: 0.8525
245/296 [=======================>......] - ETA: 30s - loss: 0.3380 - accuracy: 0.8523
246/296 [=======================>......] - ETA: 29s - loss: 0.3382 - accuracy: 0.8519
247/296 [========================>.....] - ETA: 29s - loss: 0.3381 - accuracy: 0.8520
248/296 [========================>.....] - ETA: 28s - loss: 0.3375 - accuracy: 0.8523
249/296 [========================>.....] - ETA: 27s - loss: 0.3378 - accuracy: 0.8524
250/296 [========================>.....] - ETA: 27s - loss: 0.3380 - accuracy: 0.8522
251/296 [========================>.....] - ETA: 26s - loss: 0.3373 - accuracy: 0.8528
252/296 [========================>.....] - ETA: 25s - loss: 0.3384 - accuracy: 0.8519
253/296 [========================>.....] - ETA: 25s - loss: 0.3375 - accuracy: 0.8523
254/296 [========================>.....] - ETA: 24s - loss: 0.3373 - accuracy: 0.8521
255/296 [========================>.....] - ETA: 23s - loss: 0.3388 - accuracy: 0.8515
256/296 [========================>.....] - ETA: 23s - loss: 0.3389 - accuracy: 0.8513
257/296 [=========================>....] - ETA: 22s - loss: 0.3385 - accuracy: 0.8517
258/296 [=========================>....] - ETA: 22s - loss: 0.3386 - accuracy: 0.8515
259/296 [=========================>....] - ETA: 21s - loss: 0.3389 - accuracy: 0.8518
260/296 [=========================>....] - ETA: 20s - loss: 0.3393 - accuracy: 0.8512
261/296 [=========================>....] - ETA: 20s - loss: 0.3393 - accuracy: 0.8513
262/296 [=========================>....] - ETA: 19s - loss: 0.3398 - accuracy: 0.8507
263/296 [=========================>....] - ETA: 19s - loss: 0.3400 - accuracy: 0.8508
264/296 [=========================>....] - ETA: 18s - loss: 0.3408 - accuracy: 0.8506
265/296 [=========================>....] - ETA: 17s - loss: 0.3403 - accuracy: 0.8507
266/296 [=========================>....] - ETA: 17s - loss: 0.3404 - accuracy: 0.8508
267/296 [==========================>...] - ETA: 16s - loss: 0.3403 - accuracy: 0.8509
268/296 [==========================>...] - ETA: 16s - loss: 0.3399 - accuracy: 0.8512
269/296 [==========================>...] - ETA: 15s - loss: 0.3400 - accuracy: 0.8511
270/296 [==========================>...] - ETA: 14s - loss: 0.3400 - accuracy: 0.8512
271/296 [==========================>...] - ETA: 14s - loss: 0.3404 - accuracy: 0.8506
272/296 [==========================>...] - ETA: 13s - loss: 0.3403 - accuracy: 0.8504
273/296 [==========================>...] - ETA: 13s - loss: 0.3398 - accuracy: 0.8510
274/296 [==========================>...] - ETA: 12s - loss: 0.3394 - accuracy: 0.8510
275/296 [==========================>...] - ETA: 12s - loss: 0.3394 - accuracy: 0.8509
276/296 [==========================>...] - ETA: 11s - loss: 0.3387 - accuracy: 0.8514
277/296 [===========================>..] - ETA: 10s - loss: 0.3383 - accuracy: 0.8515
278/296 [===========================>..] - ETA: 10s - loss: 0.3381 - accuracy: 0.8516
279/296 [===========================>..] - ETA: 9s - loss: 0.3372 - accuracy: 0.8522 
280/296 [===========================>..] - ETA: 9s - loss: 0.3382 - accuracy: 0.8513
281/296 [===========================>..] - ETA: 8s - loss: 0.3384 - accuracy: 0.8512
282/296 [===========================>..] - ETA: 7s - loss: 0.3379 - accuracy: 0.8515
283/296 [===========================>..] - ETA: 7s - loss: 0.3378 - accuracy: 0.8516
284/296 [===========================>..] - ETA: 6s - loss: 0.3369 - accuracy: 0.8519
285/296 [===========================>..] - ETA: 6s - loss: 0.3366 - accuracy: 0.8520
286/296 [===========================>..] - ETA: 5s - loss: 0.3364 - accuracy: 0.8521
287/296 [============================>.] - ETA: 5s - loss: 0.3365 - accuracy: 0.8517
288/296 [============================>.] - ETA: 4s - loss: 0.3367 - accuracy: 0.8516
289/296 [============================>.] - ETA: 3s - loss: 0.3362 - accuracy: 0.8519
290/296 [============================>.] - ETA: 3s - loss: 0.3360 - accuracy: 0.8519
291/296 [============================>.] - ETA: 2s - loss: 0.3361 - accuracy: 0.8516
292/296 [============================>.] - ETA: 2s - loss: 0.3362 - accuracy: 0.8515
293/296 [============================>.] - ETA: 1s - loss: 0.3361 - accuracy: 0.8517
294/296 [============================>.] - ETA: 1s - loss: 0.3367 - accuracy: 0.8516
295/296 [============================>.] - ETA: 0s - loss: 0.3377 - accuracy: 0.8511
296/296 [==============================] - 165s 558ms/step - loss: 0.3372 - accuracy: 0.8514

296/296 [==============================] - 177s 600ms/step - loss: 0.3372 - accuracy: 0.8514 - val_loss: 0.3052 - val_accuracy: 0.8675
Epoch 7/50

  1/296 [..............................] - ETA: 17s - loss: 0.2527 - accuracy: 0.8750
  2/296 [..............................] - ETA: 17s - loss: 0.2064 - accuracy: 0.9062
  3/296 [..............................] - ETA: 17s - loss: 0.2895 - accuracy: 0.8750
  4/296 [..............................] - ETA: 17s - loss: 0.2758 - accuracy: 0.8906
  5/296 [..............................] - ETA: 17s - loss: 0.2690 - accuracy: 0.9000
  6/296 [..............................] - ETA: 17s - loss: 0.2839 - accuracy: 0.8958
  7/296 [..............................] - ETA: 16s - loss: 0.2895 - accuracy: 0.8929
  8/296 [..............................] - ETA: 16s - loss: 0.3003 - accuracy: 0.8750
  9/296 [..............................] - ETA: 16s - loss: 0.2940 - accuracy: 0.8819
 10/296 [>.............................] - ETA: 16s - loss: 0.2790 - accuracy: 0.8938
 11/296 [>.............................] - ETA: 16s - loss: 0.2787 - accuracy: 0.8864
 12/296 [>.............................] - ETA: 16s - loss: 0.2782 - accuracy: 0.8854
 13/296 [>.............................] - ETA: 16s - loss: 0.2865 - accuracy: 0.8750
 14/296 [>.............................] - ETA: 16s - loss: 0.2756 - accuracy: 0.8795
 15/296 [>.............................] - ETA: 16s - loss: 0.2771 - accuracy: 0.8792
 16/296 [>.............................] - ETA: 16s - loss: 0.2677 - accuracy: 0.8828
 17/296 [>.............................] - ETA: 16s - loss: 0.2680 - accuracy: 0.8860
 18/296 [>.............................] - ETA: 15s - loss: 0.2816 - accuracy: 0.8819
 19/296 [>.............................] - ETA: 15s - loss: 0.2732 - accuracy: 0.8882
 20/296 [=>............................] - ETA: 15s - loss: 0.2672 - accuracy: 0.8906
 21/296 [=>............................] - ETA: 15s - loss: 0.2693 - accuracy: 0.8869
 22/296 [=>............................] - ETA: 15s - loss: 0.2670 - accuracy: 0.8892
 23/296 [=>............................] - ETA: 15s - loss: 0.2653 - accuracy: 0.8913
 24/296 [=>............................] - ETA: 15s - loss: 0.2617 - accuracy: 0.8932
 25/296 [=>............................] - ETA: 15s - loss: 0.2635 - accuracy: 0.8925
 26/296 [=>............................] - ETA: 15s - loss: 0.2690 - accuracy: 0.8894
 27/296 [=>............................] - ETA: 15s - loss: 0.2762 - accuracy: 0.8866
 28/296 [=>............................] - ETA: 15s - loss: 0.2847 - accuracy: 0.8839
 29/296 [=>............................] - ETA: 15s - loss: 0.2820 - accuracy: 0.8858
 30/296 [==>...........................] - ETA: 15s - loss: 0.2790 - accuracy: 0.8875
 31/296 [==>...........................] - ETA: 15s - loss: 0.2751 - accuracy: 0.8911
 32/296 [==>...........................] - ETA: 15s - loss: 0.2707 - accuracy: 0.8945
 33/296 [==>...........................] - ETA: 15s - loss: 0.2772 - accuracy: 0.8902
 34/296 [==>...........................] - ETA: 14s - loss: 0.2760 - accuracy: 0.8915
 35/296 [==>...........................] - ETA: 14s - loss: 0.2806 - accuracy: 0.8893
 36/296 [==>...........................] - ETA: 14s - loss: 0.2838 - accuracy: 0.8854
 37/296 [==>...........................] - ETA: 14s - loss: 0.2863 - accuracy: 0.8818
 38/296 [==>...........................] - ETA: 14s - loss: 0.2846 - accuracy: 0.8832
 39/296 [==>...........................] - ETA: 14s - loss: 0.2885 - accuracy: 0.8814
 40/296 [===>..........................] - ETA: 14s - loss: 0.2855 - accuracy: 0.8828
 41/296 [===>..........................] - ETA: 14s - loss: 0.2844 - accuracy: 0.8811
 42/296 [===>..........................] - ETA: 14s - loss: 0.2875 - accuracy: 0.8780
 43/296 [===>..........................] - ETA: 14s - loss: 0.2869 - accuracy: 0.8794
 44/296 [===>..........................] - ETA: 14s - loss: 0.2855 - accuracy: 0.8807
 45/296 [===>..........................] - ETA: 14s - loss: 0.2849 - accuracy: 0.8806
 46/296 [===>..........................] - ETA: 14s - loss: 0.2814 - accuracy: 0.8832
 47/296 [===>..........................] - ETA: 14s - loss: 0.2810 - accuracy: 0.8830
 48/296 [===>..........................] - ETA: 14s - loss: 0.2839 - accuracy: 0.8815
 49/296 [===>..........................] - ETA: 14s - loss: 0.2843 - accuracy: 0.8801
 50/296 [====>.........................] - ETA: 14s - loss: 0.2850 - accuracy: 0.8800
 51/296 [====>.........................] - ETA: 14s - loss: 0.2942 - accuracy: 0.8762
 52/296 [====>.........................] - ETA: 13s - loss: 0.2938 - accuracy: 0.8774
 53/296 [====>.........................] - ETA: 13s - loss: 0.2937 - accuracy: 0.8762
 54/296 [====>.........................] - ETA: 13s - loss: 0.2937 - accuracy: 0.8762
 55/296 [====>.........................] - ETA: 13s - loss: 0.2925 - accuracy: 0.8761
 56/296 [====>.........................] - ETA: 13s - loss: 0.2950 - accuracy: 0.8750
 57/296 [====>.........................] - ETA: 13s - loss: 0.2956 - accuracy: 0.8739
 58/296 [====>.........................] - ETA: 13s - loss: 0.2958 - accuracy: 0.8739
 59/296 [====>.........................] - ETA: 13s - loss: 0.2982 - accuracy: 0.8697
 60/296 [=====>........................] - ETA: 13s - loss: 0.3018 - accuracy: 0.8656
 61/296 [=====>........................] - ETA: 13s - loss: 0.3010 - accuracy: 0.8668
 62/296 [=====>........................] - ETA: 13s - loss: 0.2999 - accuracy: 0.8679
 63/296 [=====>........................] - ETA: 13s - loss: 0.3003 - accuracy: 0.8681
 64/296 [=====>........................] - ETA: 13s - loss: 0.3014 - accuracy: 0.8662
 65/296 [=====>........................] - ETA: 13s - loss: 0.3023 - accuracy: 0.8654
 66/296 [=====>........................] - ETA: 13s - loss: 0.3030 - accuracy: 0.8665
 67/296 [=====>........................] - ETA: 13s - loss: 0.3066 - accuracy: 0.8647
 68/296 [=====>........................] - ETA: 13s - loss: 0.3063 - accuracy: 0.8649
 69/296 [=====>........................] - ETA: 12s - loss: 0.3125 - accuracy: 0.8605
 70/296 [======>.......................] - ETA: 12s - loss: 0.3122 - accuracy: 0.8607
 71/296 [======>.......................] - ETA: 12s - loss: 0.3094 - accuracy: 0.8627
 72/296 [======>.......................] - ETA: 12s - loss: 0.3074 - accuracy: 0.8646
 73/296 [======>.......................] - ETA: 12s - loss: 0.3089 - accuracy: 0.8647
 74/296 [======>.......................] - ETA: 12s - loss: 0.3083 - accuracy: 0.8640
 75/296 [======>.......................] - ETA: 12s - loss: 0.3103 - accuracy: 0.8625
 76/296 [======>.......................] - ETA: 12s - loss: 0.3101 - accuracy: 0.8635
 77/296 [======>.......................] - ETA: 12s - loss: 0.3105 - accuracy: 0.8636
 78/296 [======>.......................] - ETA: 12s - loss: 0.3090 - accuracy: 0.8646
 79/296 [=======>......................] - ETA: 12s - loss: 0.3109 - accuracy: 0.8639
 80/296 [=======>......................] - ETA: 12s - loss: 0.3080 - accuracy: 0.8656
 81/296 [=======>......................] - ETA: 12s - loss: 0.3071 - accuracy: 0.8650
 82/296 [=======>......................] - ETA: 12s - loss: 0.3058 - accuracy: 0.8666
 83/296 [=======>......................] - ETA: 12s - loss: 0.3100 - accuracy: 0.8637
 84/296 [=======>......................] - ETA: 12s - loss: 0.3100 - accuracy: 0.8624
 85/296 [=======>......................] - ETA: 12s - loss: 0.3102 - accuracy: 0.8625
 86/296 [=======>......................] - ETA: 12s - loss: 0.3088 - accuracy: 0.8641
 87/296 [=======>......................] - ETA: 12s - loss: 0.3080 - accuracy: 0.8649
 88/296 [=======>......................] - ETA: 12s - loss: 0.3064 - accuracy: 0.8658
 89/296 [========>.....................] - ETA: 11s - loss: 0.3061 - accuracy: 0.8652
 90/296 [========>.....................] - ETA: 11s - loss: 0.3060 - accuracy: 0.8653
 91/296 [========>.....................] - ETA: 11s - loss: 0.3057 - accuracy: 0.8654
 92/296 [========>.....................] - ETA: 11s - loss: 0.3036 - accuracy: 0.8668
 93/296 [========>.....................] - ETA: 11s - loss: 0.3017 - accuracy: 0.8683
 94/296 [========>.....................] - ETA: 11s - loss: 0.3005 - accuracy: 0.8684
 95/296 [========>.....................] - ETA: 11s - loss: 0.3020 - accuracy: 0.8671
 96/296 [========>.....................] - ETA: 11s - loss: 0.3004 - accuracy: 0.8685
 97/296 [========>.....................] - ETA: 11s - loss: 0.3006 - accuracy: 0.8679
 98/296 [========>.....................] - ETA: 11s - loss: 0.3021 - accuracy: 0.8673
 99/296 [=========>....................] - ETA: 11s - loss: 0.3044 - accuracy: 0.8668
100/296 [=========>....................] - ETA: 11s - loss: 0.3025 - accuracy: 0.8675
101/296 [=========>....................] - ETA: 11s - loss: 0.3047 - accuracy: 0.8657
102/296 [=========>....................] - ETA: 11s - loss: 0.3024 - accuracy: 0.8670
103/296 [=========>....................] - ETA: 11s - loss: 0.3024 - accuracy: 0.8671
104/296 [=========>....................] - ETA: 11s - loss: 0.3027 - accuracy: 0.8666
105/296 [=========>....................] - ETA: 10s - loss: 0.3022 - accuracy: 0.8673
106/296 [=========>....................] - ETA: 10s - loss: 0.3001 - accuracy: 0.8685
107/296 [=========>....................] - ETA: 10s - loss: 0.3015 - accuracy: 0.8680
108/296 [=========>....................] - ETA: 10s - loss: 0.3029 - accuracy: 0.8669
109/296 [==========>...................] - ETA: 10s - loss: 0.3032 - accuracy: 0.8664
110/296 [==========>...................] - ETA: 10s - loss: 0.3026 - accuracy: 0.8665
111/296 [==========>...................] - ETA: 10s - loss: 0.3031 - accuracy: 0.8666
112/296 [==========>...................] - ETA: 10s - loss: 0.3027 - accuracy: 0.8666
113/296 [==========>...................] - ETA: 10s - loss: 0.3021 - accuracy: 0.8667
114/296 [==========>...................] - ETA: 10s - loss: 0.3017 - accuracy: 0.8673
115/296 [==========>...................] - ETA: 10s - loss: 0.3022 - accuracy: 0.8663
116/296 [==========>...................] - ETA: 10s - loss: 0.3023 - accuracy: 0.8664
117/296 [==========>...................] - ETA: 10s - loss: 0.3024 - accuracy: 0.8665
118/296 [==========>...................] - ETA: 10s - loss: 0.3019 - accuracy: 0.8665
119/296 [===========>..................] - ETA: 10s - loss: 0.3024 - accuracy: 0.8655
120/296 [===========>..................] - ETA: 10s - loss: 0.3023 - accuracy: 0.8656
121/296 [===========>..................] - ETA: 10s - loss: 0.3020 - accuracy: 0.8657
122/296 [===========>..................] - ETA: 9s - loss: 0.3006 - accuracy: 0.8663 
123/296 [===========>..................] - ETA: 9s - loss: 0.3014 - accuracy: 0.8648
124/296 [===========>..................] - ETA: 9s - loss: 0.3013 - accuracy: 0.8649
125/296 [===========>..................] - ETA: 9s - loss: 0.3004 - accuracy: 0.8655
126/296 [===========>..................] - ETA: 9s - loss: 0.3039 - accuracy: 0.8641
127/296 [===========>..................] - ETA: 9s - loss: 0.3034 - accuracy: 0.8642
128/296 [===========>..................] - ETA: 9s - loss: 0.3022 - accuracy: 0.8652
129/296 [============>.................] - ETA: 9s - loss: 0.3011 - accuracy: 0.8658
130/296 [============>.................] - ETA: 9s - loss: 0.3018 - accuracy: 0.8649
131/296 [============>.................] - ETA: 9s - loss: 0.3013 - accuracy: 0.8650
132/296 [============>.................] - ETA: 9s - loss: 0.3030 - accuracy: 0.8636
133/296 [============>.................] - ETA: 9s - loss: 0.3018 - accuracy: 0.8642
134/296 [============>.................] - ETA: 9s - loss: 0.3024 - accuracy: 0.8638
135/296 [============>.................] - ETA: 9s - loss: 0.3017 - accuracy: 0.8644
136/296 [============>.................] - ETA: 9s - loss: 0.3010 - accuracy: 0.8649
137/296 [============>.................] - ETA: 9s - loss: 0.3004 - accuracy: 0.8650
138/296 [============>.................] - ETA: 9s - loss: 0.2997 - accuracy: 0.8650
139/296 [=============>................] - ETA: 8s - loss: 0.2979 - accuracy: 0.8660
140/296 [=============>................] - ETA: 8s - loss: 0.3008 - accuracy: 0.8656
141/296 [=============>................] - ETA: 8s - loss: 0.3036 - accuracy: 0.8648
142/296 [=============>................] - ETA: 8s - loss: 0.3033 - accuracy: 0.8649
143/296 [=============>................] - ETA: 8s - loss: 0.3029 - accuracy: 0.8649
144/296 [=============>................] - ETA: 8s - loss: 0.3041 - accuracy: 0.8641
145/296 [=============>................] - ETA: 8s - loss: 0.3038 - accuracy: 0.8638
146/296 [=============>................] - ETA: 8s - loss: 0.3030 - accuracy: 0.8643
147/296 [=============>................] - ETA: 8s - loss: 0.3037 - accuracy: 0.8635
148/296 [==============>...............] - ETA: 8s - loss: 0.3028 - accuracy: 0.8644
149/296 [==============>...............] - ETA: 8s - loss: 0.3031 - accuracy: 0.8649
150/296 [==============>...............] - ETA: 8s - loss: 0.3044 - accuracy: 0.8629
151/296 [==============>...............] - ETA: 8s - loss: 0.3041 - accuracy: 0.8634
152/296 [==============>...............] - ETA: 8s - loss: 0.3049 - accuracy: 0.8631
153/296 [==============>...............] - ETA: 8s - loss: 0.3051 - accuracy: 0.8632
154/296 [==============>...............] - ETA: 8s - loss: 0.3059 - accuracy: 0.8624
155/296 [==============>...............] - ETA: 7s - loss: 0.3062 - accuracy: 0.8625
156/296 [==============>...............] - ETA: 7s - loss: 0.3073 - accuracy: 0.8610
157/296 [==============>...............] - ETA: 7s - loss: 0.3079 - accuracy: 0.8607
158/296 [===============>..............] - ETA: 7s - loss: 0.3076 - accuracy: 0.8604
159/296 [===============>..............] - ETA: 7s - loss: 0.3078 - accuracy: 0.8605
160/296 [===============>..............] - ETA: 7s - loss: 0.3084 - accuracy: 0.8605
161/296 [===============>..............] - ETA: 7s - loss: 0.3082 - accuracy: 0.8606
162/296 [===============>..............] - ETA: 7s - loss: 0.3070 - accuracy: 0.8615
163/296 [===============>..............] - ETA: 7s - loss: 0.3060 - accuracy: 0.8620
164/296 [===============>..............] - ETA: 7s - loss: 0.3065 - accuracy: 0.8617
165/296 [===============>..............] - ETA: 7s - loss: 0.3063 - accuracy: 0.8614
166/296 [===============>..............] - ETA: 7s - loss: 0.3049 - accuracy: 0.8622
167/296 [===============>..............] - ETA: 7s - loss: 0.3047 - accuracy: 0.8619
168/296 [================>.............] - ETA: 7s - loss: 0.3046 - accuracy: 0.8612
169/296 [================>.............] - ETA: 7s - loss: 0.3052 - accuracy: 0.8606
170/296 [================>.............] - ETA: 7s - loss: 0.3058 - accuracy: 0.8599
171/296 [================>.............] - ETA: 7s - loss: 0.3090 - accuracy: 0.8593
172/296 [================>.............] - ETA: 7s - loss: 0.3081 - accuracy: 0.8597
173/296 [================>.............] - ETA: 7s - loss: 0.3077 - accuracy: 0.8602
174/296 [================>.............] - ETA: 7s - loss: 0.3078 - accuracy: 0.8603
175/296 [================>.............] - ETA: 7s - loss: 0.3079 - accuracy: 0.8604
176/296 [================>.............] - ETA: 7s - loss: 0.3076 - accuracy: 0.8604
177/296 [================>.............] - ETA: 7s - loss: 0.3076 - accuracy: 0.8602
178/296 [=================>............] - ETA: 7s - loss: 0.3078 - accuracy: 0.8599
179/296 [=================>............] - ETA: 7s - loss: 0.3073 - accuracy: 0.8596
180/296 [=================>............] - ETA: 7s - loss: 0.3078 - accuracy: 0.8590
181/296 [=================>............] - ETA: 7s - loss: 0.3073 - accuracy: 0.8595
182/296 [=================>............] - ETA: 7s - loss: 0.3082 - accuracy: 0.8589
183/296 [=================>............] - ETA: 7s - loss: 0.3075 - accuracy: 0.8593
184/296 [=================>............] - ETA: 7s - loss: 0.3079 - accuracy: 0.8594
185/296 [=================>............] - ETA: 7s - loss: 0.3078 - accuracy: 0.8598
186/296 [=================>............] - ETA: 6s - loss: 0.3076 - accuracy: 0.8599
187/296 [=================>............] - ETA: 6s - loss: 0.3069 - accuracy: 0.8603
188/296 [==================>...........] - ETA: 6s - loss: 0.3056 - accuracy: 0.8610
189/296 [==================>...........] - ETA: 6s - loss: 0.3049 - accuracy: 0.8611
190/296 [==================>...........] - ETA: 6s - loss: 0.3039 - accuracy: 0.8615
191/296 [==================>...........] - ETA: 6s - loss: 0.3036 - accuracy: 0.8619
192/296 [==================>...........] - ETA: 6s - loss: 0.3065 - accuracy: 0.8613
193/296 [==================>...........] - ETA: 6s - loss: 0.3069 - accuracy: 0.8611
194/296 [==================>...........] - ETA: 6s - loss: 0.3064 - accuracy: 0.8615
195/296 [==================>...........] - ETA: 6s - loss: 0.3055 - accuracy: 0.8619
196/296 [==================>...........] - ETA: 6s - loss: 0.3060 - accuracy: 0.8613
197/296 [==================>...........] - ETA: 6s - loss: 0.3083 - accuracy: 0.8591
198/296 [===================>..........] - ETA: 6s - loss: 0.3089 - accuracy: 0.8589
199/296 [===================>..........] - ETA: 6s - loss: 0.3087 - accuracy: 0.8590
200/296 [===================>..........] - ETA: 6s - loss: 0.3088 - accuracy: 0.8591
201/296 [===================>..........] - ETA: 5s - loss: 0.3084 - accuracy: 0.8591
202/296 [===================>..........] - ETA: 5s - loss: 0.3074 - accuracy: 0.8595
203/296 [===================>..........] - ETA: 5s - loss: 0.3070 - accuracy: 0.8590
204/296 [===================>..........] - ETA: 5s - loss: 0.3067 - accuracy: 0.8588
205/296 [===================>..........] - ETA: 5s - loss: 0.3072 - accuracy: 0.8585
206/296 [===================>..........] - ETA: 5s - loss: 0.3074 - accuracy: 0.8586
207/296 [===================>..........] - ETA: 5s - loss: 0.3073 - accuracy: 0.8587
208/296 [====================>.........] - ETA: 5s - loss: 0.3075 - accuracy: 0.8582
209/296 [====================>.........] - ETA: 5s - loss: 0.3073 - accuracy: 0.8583
210/296 [====================>.........] - ETA: 5s - loss: 0.3065 - accuracy: 0.8586
211/296 [====================>.........] - ETA: 5s - loss: 0.3062 - accuracy: 0.8590
212/296 [====================>.........] - ETA: 5s - loss: 0.3058 - accuracy: 0.8591
213/296 [====================>.........] - ETA: 5s - loss: 0.3050 - accuracy: 0.8597
214/296 [====================>.........] - ETA: 5s - loss: 0.3048 - accuracy: 0.8601
215/296 [====================>.........] - ETA: 5s - loss: 0.3044 - accuracy: 0.8605
216/296 [====================>.........] - ETA: 4s - loss: 0.3041 - accuracy: 0.8608
217/296 [====================>.........] - ETA: 4s - loss: 0.3036 - accuracy: 0.8612
218/296 [=====================>........] - ETA: 4s - loss: 0.3036 - accuracy: 0.8615
219/296 [=====================>........] - ETA: 4s - loss: 0.3033 - accuracy: 0.8616
220/296 [=====================>........] - ETA: 4s - loss: 0.3045 - accuracy: 0.8608
221/296 [=====================>........] - ETA: 4s - loss: 0.3049 - accuracy: 0.8600
222/296 [=====================>........] - ETA: 4s - loss: 0.3054 - accuracy: 0.8598
223/296 [=====================>........] - ETA: 4s - loss: 0.3055 - accuracy: 0.8596
224/296 [=====================>........] - ETA: 4s - loss: 0.3067 - accuracy: 0.8591
225/296 [=====================>........] - ETA: 4s - loss: 0.3063 - accuracy: 0.8594
226/296 [=====================>........] - ETA: 4s - loss: 0.3058 - accuracy: 0.8598
227/296 [======================>.......] - ETA: 4s - loss: 0.3059 - accuracy: 0.8596
228/296 [======================>.......] - ETA: 4s - loss: 0.3061 - accuracy: 0.8594
229/296 [======================>.......] - ETA: 4s - loss: 0.3056 - accuracy: 0.8594
230/296 [======================>.......] - ETA: 4s - loss: 0.3050 - accuracy: 0.8601
231/296 [======================>.......] - ETA: 4s - loss: 0.3046 - accuracy: 0.8601
232/296 [======================>.......] - ETA: 3s - loss: 0.3040 - accuracy: 0.8605
233/296 [======================>.......] - ETA: 3s - loss: 0.3046 - accuracy: 0.8602
234/296 [======================>.......] - ETA: 3s - loss: 0.3042 - accuracy: 0.8606
235/296 [======================>.......] - ETA: 3s - loss: 0.3042 - accuracy: 0.8604
236/296 [======================>.......] - ETA: 3s - loss: 0.3038 - accuracy: 0.8604
237/296 [=======================>......] - ETA: 3s - loss: 0.3038 - accuracy: 0.8602
238/296 [=======================>......] - ETA: 3s - loss: 0.3032 - accuracy: 0.8608
239/296 [=======================>......] - ETA: 3s - loss: 0.3033 - accuracy: 0.8609
240/296 [=======================>......] - ETA: 3s - loss: 0.3047 - accuracy: 0.8602
241/296 [=======================>......] - ETA: 3s - loss: 0.3049 - accuracy: 0.8600
242/296 [=======================>......] - ETA: 3s - loss: 0.3050 - accuracy: 0.8600
243/296 [=======================>......] - ETA: 3s - loss: 0.3047 - accuracy: 0.8601
244/296 [=======================>......] - ETA: 3s - loss: 0.3040 - accuracy: 0.8607
245/296 [=======================>......] - ETA: 3s - loss: 0.3048 - accuracy: 0.8607
246/296 [=======================>......] - ETA: 3s - loss: 0.3045 - accuracy: 0.8610
247/296 [========================>.....] - ETA: 3s - loss: 0.3050 - accuracy: 0.8613
248/296 [========================>.....] - ETA: 2s - loss: 0.3052 - accuracy: 0.8611
249/296 [========================>.....] - ETA: 2s - loss: 0.3052 - accuracy: 0.8614
250/296 [========================>.....] - ETA: 2s - loss: 0.3053 - accuracy: 0.8612
251/296 [========================>.....] - ETA: 2s - loss: 0.3050 - accuracy: 0.8613
252/296 [========================>.....] - ETA: 2s - loss: 0.3049 - accuracy: 0.8611
253/296 [========================>.....] - ETA: 2s - loss: 0.3044 - accuracy: 0.8617
254/296 [========================>.....] - ETA: 2s - loss: 0.3041 - accuracy: 0.8620
255/296 [========================>.....] - ETA: 2s - loss: 0.3035 - accuracy: 0.8620
256/296 [========================>.....] - ETA: 2s - loss: 0.3036 - accuracy: 0.8616
257/296 [=========================>....] - ETA: 2s - loss: 0.3046 - accuracy: 0.8614
258/296 [=========================>....] - ETA: 2s - loss: 0.3046 - accuracy: 0.8612
259/296 [=========================>....] - ETA: 2s - loss: 0.3041 - accuracy: 0.8615
260/296 [=========================>....] - ETA: 2s - loss: 0.3058 - accuracy: 0.8606
261/296 [=========================>....] - ETA: 2s - loss: 0.3060 - accuracy: 0.8604
262/296 [=========================>....] - ETA: 2s - loss: 0.3060 - accuracy: 0.8604
263/296 [=========================>....] - ETA: 2s - loss: 0.3062 - accuracy: 0.8600
264/296 [=========================>....] - ETA: 1s - loss: 0.3060 - accuracy: 0.8598
265/296 [=========================>....] - ETA: 1s - loss: 0.3058 - accuracy: 0.8597
266/296 [=========================>....] - ETA: 1s - loss: 0.3059 - accuracy: 0.8595
267/296 [==========================>...] - ETA: 1s - loss: 0.3064 - accuracy: 0.8593
268/296 [==========================>...] - ETA: 1s - loss: 0.3073 - accuracy: 0.8587
269/296 [==========================>...] - ETA: 1s - loss: 0.3071 - accuracy: 0.8587
270/296 [==========================>...] - ETA: 1s - loss: 0.3064 - accuracy: 0.8590
271/296 [==========================>...] - ETA: 1s - loss: 0.3060 - accuracy: 0.8593
272/296 [==========================>...] - ETA: 1s - loss: 0.3053 - accuracy: 0.8598
273/296 [==========================>...] - ETA: 1s - loss: 0.3047 - accuracy: 0.8601
274/296 [==========================>...] - ETA: 1s - loss: 0.3054 - accuracy: 0.8597
275/296 [==========================>...] - ETA: 1s - loss: 0.3049 - accuracy: 0.8598
276/296 [==========================>...] - ETA: 1s - loss: 0.3047 - accuracy: 0.8598
277/296 [===========================>..] - ETA: 1s - loss: 0.3045 - accuracy: 0.8599
278/296 [===========================>..] - ETA: 1s - loss: 0.3043 - accuracy: 0.8599
279/296 [===========================>..] - ETA: 1s - loss: 0.3039 - accuracy: 0.8602
280/296 [===========================>..] - ETA: 0s - loss: 0.3036 - accuracy: 0.8600
281/296 [===========================>..] - ETA: 0s - loss: 0.3032 - accuracy: 0.8603
282/296 [===========================>..] - ETA: 0s - loss: 0.3031 - accuracy: 0.8604
283/296 [===========================>..] - ETA: 0s - loss: 0.3029 - accuracy: 0.8604
284/296 [===========================>..] - ETA: 0s - loss: 0.3033 - accuracy: 0.8603
285/296 [===========================>..] - ETA: 0s - loss: 0.3028 - accuracy: 0.8605
286/296 [===========================>..] - ETA: 0s - loss: 0.3029 - accuracy: 0.8604
287/296 [============================>.] - ETA: 0s - loss: 0.3026 - accuracy: 0.8606
288/296 [============================>.] - ETA: 0s - loss: 0.3021 - accuracy: 0.8609
289/296 [============================>.] - ETA: 0s - loss: 0.3026 - accuracy: 0.8605
290/296 [============================>.] - ETA: 0s - loss: 0.3023 - accuracy: 0.8608
291/296 [============================>.] - ETA: 0s - loss: 0.3018 - accuracy: 0.8610
292/296 [============================>.] - ETA: 0s - loss: 0.3023 - accuracy: 0.8609
293/296 [============================>.] - ETA: 0s - loss: 0.3020 - accuracy: 0.8611
294/296 [============================>.] - ETA: 0s - loss: 0.3016 - accuracy: 0.8614
295/296 [============================>.] - ETA: 0s - loss: 0.3010 - accuracy: 0.8617
296/296 [==============================] - 18s 61ms/step - loss: 0.3008 - accuracy: 0.8618

296/296 [==============================] - 19s 65ms/step - loss: 0.3008 - accuracy: 0.8618 - val_loss: 0.2815 - val_accuracy: 0.8757
Epoch 8/50

  1/296 [..............................] - ETA: 18s - loss: 0.2376 - accuracy: 0.8750
  2/296 [..............................] - ETA: 17s - loss: 0.1876 - accuracy: 0.9062
  3/296 [..............................] - ETA: 17s - loss: 0.3274 - accuracy: 0.9167
  4/296 [..............................] - ETA: 17s - loss: 0.3242 - accuracy: 0.9062
  5/296 [..............................] - ETA: 17s - loss: 0.3393 - accuracy: 0.8750
  6/296 [..............................] - ETA: 16s - loss: 0.3252 - accuracy: 0.8854
  7/296 [..............................] - ETA: 16s - loss: 0.3150 - accuracy: 0.8839
  8/296 [..............................] - ETA: 16s - loss: 0.2994 - accuracy: 0.8828
  9/296 [..............................] - ETA: 16s - loss: 0.2763 - accuracy: 0.8958
 10/296 [>.............................] - ETA: 16s - loss: 0.2936 - accuracy: 0.8875
 11/296 [>.............................] - ETA: 16s - loss: 0.3137 - accuracy: 0.8807
 12/296 [>.............................] - ETA: 16s - loss: 0.3029 - accuracy: 0.8854
 13/296 [>.............................] - ETA: 16s - loss: 0.3028 - accuracy: 0.8846
 14/296 [>.............................] - ETA: 16s - loss: 0.2921 - accuracy: 0.8839
 15/296 [>.............................] - ETA: 15s - loss: 0.2839 - accuracy: 0.8875
 16/296 [>.............................] - ETA: 15s - loss: 0.2743 - accuracy: 0.8906
 17/296 [>.............................] - ETA: 15s - loss: 0.2707 - accuracy: 0.8897
 18/296 [>.............................] - ETA: 15s - loss: 0.2655 - accuracy: 0.8889
 19/296 [>.............................] - ETA: 15s - loss: 0.2759 - accuracy: 0.8849
 20/296 [=>............................] - ETA: 15s - loss: 0.2713 - accuracy: 0.8875
 21/296 [=>............................] - ETA: 15s - loss: 0.2643 - accuracy: 0.8899
 22/296 [=>............................] - ETA: 15s - loss: 0.2749 - accuracy: 0.8864
 23/296 [=>............................] - ETA: 15s - loss: 0.2726 - accuracy: 0.8859
 24/296 [=>............................] - ETA: 15s - loss: 0.2737 - accuracy: 0.8828
 25/296 [=>............................] - ETA: 15s - loss: 0.2712 - accuracy: 0.8850
 26/296 [=>............................] - ETA: 15s - loss: 0.2638 - accuracy: 0.8894
 27/296 [=>............................] - ETA: 15s - loss: 0.2619 - accuracy: 0.8889
 28/296 [=>............................] - ETA: 15s - loss: 0.2626 - accuracy: 0.8884
 29/296 [=>............................] - ETA: 14s - loss: 0.2637 - accuracy: 0.8858
 30/296 [==>...........................] - ETA: 14s - loss: 0.2649 - accuracy: 0.8833
 31/296 [==>...........................] - ETA: 14s - loss: 0.2655 - accuracy: 0.8831
 32/296 [==>...........................] - ETA: 14s - loss: 0.2693 - accuracy: 0.8789
 33/296 [==>...........................] - ETA: 14s - loss: 0.2717 - accuracy: 0.8788
 34/296 [==>...........................] - ETA: 14s - loss: 0.2723 - accuracy: 0.8768
 35/296 [==>...........................] - ETA: 14s - loss: 0.2727 - accuracy: 0.8750
 36/296 [==>...........................] - ETA: 14s - loss: 0.2784 - accuracy: 0.8733
 37/296 [==>...........................] - ETA: 14s - loss: 0.2816 - accuracy: 0.8733
 38/296 [==>...........................] - ETA: 14s - loss: 0.2956 - accuracy: 0.8717
 39/296 [==>...........................] - ETA: 14s - loss: 0.3012 - accuracy: 0.8702
 40/296 [===>..........................] - ETA: 14s - loss: 0.3004 - accuracy: 0.8687
 41/296 [===>..........................] - ETA: 14s - loss: 0.3038 - accuracy: 0.8643
 42/296 [===>..........................] - ETA: 14s - loss: 0.3060 - accuracy: 0.8631
 43/296 [===>..........................] - ETA: 14s - loss: 0.3084 - accuracy: 0.8605
 44/296 [===>..........................] - ETA: 14s - loss: 0.3060 - accuracy: 0.8622
 45/296 [===>..........................] - ETA: 13s - loss: 0.3060 - accuracy: 0.8639
 46/296 [===>..........................] - ETA: 13s - loss: 0.3083 - accuracy: 0.8614
 47/296 [===>..........................] - ETA: 13s - loss: 0.3073 - accuracy: 0.8617
 48/296 [===>..........................] - ETA: 13s - loss: 0.3095 - accuracy: 0.8594
 49/296 [===>..........................] - ETA: 13s - loss: 0.3138 - accuracy: 0.8571
 50/296 [====>.........................] - ETA: 13s - loss: 0.3156 - accuracy: 0.8537
 51/296 [====>.........................] - ETA: 13s - loss: 0.3143 - accuracy: 0.8542
 52/296 [====>.........................] - ETA: 13s - loss: 0.3105 - accuracy: 0.8570
 53/296 [====>.........................] - ETA: 13s - loss: 0.3124 - accuracy: 0.8561
 54/296 [====>.........................] - ETA: 13s - loss: 0.3120 - accuracy: 0.8565
 55/296 [====>.........................] - ETA: 13s - loss: 0.3114 - accuracy: 0.8580
 56/296 [====>.........................] - ETA: 13s - loss: 0.3105 - accuracy: 0.8571
 57/296 [====>.........................] - ETA: 13s - loss: 0.3096 - accuracy: 0.8586
 58/296 [====>.........................] - ETA: 13s - loss: 0.3114 - accuracy: 0.8567
 59/296 [====>.........................] - ETA: 13s - loss: 0.3088 - accuracy: 0.8591
 60/296 [=====>........................] - ETA: 13s - loss: 0.3054 - accuracy: 0.8615
 61/296 [=====>........................] - ETA: 13s - loss: 0.3030 - accuracy: 0.8627
 62/296 [=====>........................] - ETA: 13s - loss: 0.3015 - accuracy: 0.8639
 63/296 [=====>........................] - ETA: 12s - loss: 0.3022 - accuracy: 0.8641
 64/296 [=====>........................] - ETA: 12s - loss: 0.3018 - accuracy: 0.8652
 65/296 [=====>........................] - ETA: 12s - loss: 0.2999 - accuracy: 0.8663
 66/296 [=====>........................] - ETA: 12s - loss: 0.3026 - accuracy: 0.8646
 67/296 [=====>........................] - ETA: 12s - loss: 0.3033 - accuracy: 0.8638
 68/296 [=====>........................] - ETA: 12s - loss: 0.3049 - accuracy: 0.8649
 69/296 [=====>........................] - ETA: 12s - loss: 0.3047 - accuracy: 0.8632
 70/296 [======>.......................] - ETA: 12s - loss: 0.3030 - accuracy: 0.8634
 71/296 [======>.......................] - ETA: 12s - loss: 0.3031 - accuracy: 0.8644
 72/296 [======>.......................] - ETA: 12s - loss: 0.3027 - accuracy: 0.8637
 73/296 [======>.......................] - ETA: 12s - loss: 0.3013 - accuracy: 0.8630
 74/296 [======>.......................] - ETA: 12s - loss: 0.2992 - accuracy: 0.8640
 75/296 [======>.......................] - ETA: 12s - loss: 0.2969 - accuracy: 0.8658
 76/296 [======>.......................] - ETA: 12s - loss: 0.2945 - accuracy: 0.8668
 77/296 [======>.......................] - ETA: 12s - loss: 0.2923 - accuracy: 0.8677
 78/296 [======>.......................] - ETA: 12s - loss: 0.2935 - accuracy: 0.8662
 79/296 [=======>......................] - ETA: 12s - loss: 0.2924 - accuracy: 0.8663
 80/296 [=======>......................] - ETA: 11s - loss: 0.2920 - accuracy: 0.8672
 81/296 [=======>......................] - ETA: 11s - loss: 0.2959 - accuracy: 0.8657
 82/296 [=======>......................] - ETA: 11s - loss: 0.2945 - accuracy: 0.8666
 83/296 [=======>......................] - ETA: 11s - loss: 0.2961 - accuracy: 0.8667
 84/296 [=======>......................] - ETA: 11s - loss: 0.2937 - accuracy: 0.8683
 85/296 [=======>......................] - ETA: 11s - loss: 0.2924 - accuracy: 0.8684
 86/296 [=======>......................] - ETA: 11s - loss: 0.2943 - accuracy: 0.8670
 87/296 [=======>......................] - ETA: 11s - loss: 0.2931 - accuracy: 0.8671
 88/296 [=======>......................] - ETA: 11s - loss: 0.2920 - accuracy: 0.8672
 89/296 [========>.....................] - ETA: 11s - loss: 0.2946 - accuracy: 0.8659
 90/296 [========>.....................] - ETA: 11s - loss: 0.2971 - accuracy: 0.8639
 91/296 [========>.....................] - ETA: 11s - loss: 0.2987 - accuracy: 0.8626
 92/296 [========>.....................] - ETA: 11s - loss: 0.2969 - accuracy: 0.8635
 93/296 [========>.....................] - ETA: 11s - loss: 0.2949 - accuracy: 0.8649
 94/296 [========>.....................] - ETA: 11s - loss: 0.2949 - accuracy: 0.8650
 95/296 [========>.....................] - ETA: 11s - loss: 0.2941 - accuracy: 0.8651
 96/296 [========>.....................] - ETA: 11s - loss: 0.2943 - accuracy: 0.8652
 97/296 [========>.....................] - ETA: 11s - loss: 0.2922 - accuracy: 0.8666
 98/296 [========>.....................] - ETA: 11s - loss: 0.2929 - accuracy: 0.8667
 99/296 [=========>....................] - ETA: 10s - loss: 0.2919 - accuracy: 0.8674
100/296 [=========>....................] - ETA: 10s - loss: 0.2907 - accuracy: 0.8675
101/296 [=========>....................] - ETA: 10s - loss: 0.2924 - accuracy: 0.8663
102/296 [=========>....................] - ETA: 10s - loss: 0.2906 - accuracy: 0.8676
103/296 [=========>....................] - ETA: 10s - loss: 0.2887 - accuracy: 0.8689
104/296 [=========>....................] - ETA: 10s - loss: 0.2899 - accuracy: 0.8684
105/296 [=========>....................] - ETA: 10s - loss: 0.2883 - accuracy: 0.8696
106/296 [=========>....................] - ETA: 10s - loss: 0.2887 - accuracy: 0.8697
107/296 [=========>....................] - ETA: 10s - loss: 0.2894 - accuracy: 0.8692
108/296 [=========>....................] - ETA: 10s - loss: 0.2903 - accuracy: 0.8698
109/296 [==========>...................] - ETA: 10s - loss: 0.2921 - accuracy: 0.8687
110/296 [==========>...................] - ETA: 10s - loss: 0.2958 - accuracy: 0.8670
111/296 [==========>...................] - ETA: 10s - loss: 0.2951 - accuracy: 0.8677
112/296 [==========>...................] - ETA: 10s - loss: 0.2949 - accuracy: 0.8677
113/296 [==========>...................] - ETA: 10s - loss: 0.2958 - accuracy: 0.8662
114/296 [==========>...................] - ETA: 10s - loss: 0.2956 - accuracy: 0.8662
115/296 [==========>...................] - ETA: 10s - loss: 0.2957 - accuracy: 0.8663
116/296 [==========>...................] - ETA: 10s - loss: 0.2952 - accuracy: 0.8664
117/296 [==========>...................] - ETA: 10s - loss: 0.2942 - accuracy: 0.8675
118/296 [==========>...................] - ETA: 9s - loss: 0.2951 - accuracy: 0.8671 
119/296 [===========>..................] - ETA: 9s - loss: 0.2934 - accuracy: 0.8682
120/296 [===========>..................] - ETA: 9s - loss: 0.2961 - accuracy: 0.8677
121/296 [===========>..................] - ETA: 9s - loss: 0.2949 - accuracy: 0.8683
122/296 [===========>..................] - ETA: 9s - loss: 0.2951 - accuracy: 0.8683
123/296 [===========>..................] - ETA: 9s - loss: 0.2946 - accuracy: 0.8689
124/296 [===========>..................] - ETA: 9s - loss: 0.2929 - accuracy: 0.8700
125/296 [===========>..................] - ETA: 9s - loss: 0.2928 - accuracy: 0.8695
126/296 [===========>..................] - ETA: 9s - loss: 0.2927 - accuracy: 0.8690
127/296 [===========>..................] - ETA: 9s - loss: 0.2925 - accuracy: 0.8686
128/296 [===========>..................] - ETA: 9s - loss: 0.2927 - accuracy: 0.8687
129/296 [============>.................] - ETA: 9s - loss: 0.2914 - accuracy: 0.8692
130/296 [============>.................] - ETA: 9s - loss: 0.2918 - accuracy: 0.8687
131/296 [============>.................] - ETA: 9s - loss: 0.2921 - accuracy: 0.8683
132/296 [============>.................] - ETA: 9s - loss: 0.2916 - accuracy: 0.8688
133/296 [============>.................] - ETA: 9s - loss: 0.2906 - accuracy: 0.8694
134/296 [============>.................] - ETA: 9s - loss: 0.2934 - accuracy: 0.8680
135/296 [============>.................] - ETA: 9s - loss: 0.2935 - accuracy: 0.8676
136/296 [============>.................] - ETA: 8s - loss: 0.2938 - accuracy: 0.8672
137/296 [============>.................] - ETA: 8s - loss: 0.2927 - accuracy: 0.8682
138/296 [============>.................] - ETA: 8s - loss: 0.2930 - accuracy: 0.8673
139/296 [=============>................] - ETA: 8s - loss: 0.2930 - accuracy: 0.8669
140/296 [=============>................] - ETA: 8s - loss: 0.2924 - accuracy: 0.8679
141/296 [=============>................] - ETA: 8s - loss: 0.2919 - accuracy: 0.8688
142/296 [=============>................] - ETA: 8s - loss: 0.2911 - accuracy: 0.8688
143/296 [=============>................] - ETA: 8s - loss: 0.2903 - accuracy: 0.8693
144/296 [=============>................] - ETA: 8s - loss: 0.2904 - accuracy: 0.8694
145/296 [=============>................] - ETA: 8s - loss: 0.2937 - accuracy: 0.8681
146/296 [=============>................] - ETA: 8s - loss: 0.2921 - accuracy: 0.8690
147/296 [=============>................] - ETA: 8s - loss: 0.2919 - accuracy: 0.8690
148/296 [==============>...............] - ETA: 8s - loss: 0.2916 - accuracy: 0.8695
149/296 [==============>...............] - ETA: 8s - loss: 0.2909 - accuracy: 0.8695
150/296 [==============>...............] - ETA: 8s - loss: 0.2904 - accuracy: 0.8700
151/296 [==============>...............] - ETA: 8s - loss: 0.2908 - accuracy: 0.8688
152/296 [==============>...............] - ETA: 8s - loss: 0.2917 - accuracy: 0.8672
153/296 [==============>...............] - ETA: 8s - loss: 0.2928 - accuracy: 0.8668
154/296 [==============>...............] - ETA: 7s - loss: 0.2930 - accuracy: 0.8665
155/296 [==============>...............] - ETA: 7s - loss: 0.2943 - accuracy: 0.8653
156/296 [==============>...............] - ETA: 7s - loss: 0.2929 - accuracy: 0.8662
157/296 [==============>...............] - ETA: 7s - loss: 0.2920 - accuracy: 0.8666
158/296 [===============>..............] - ETA: 7s - loss: 0.2919 - accuracy: 0.8671
159/296 [===============>..............] - ETA: 7s - loss: 0.2921 - accuracy: 0.8671
160/296 [===============>..............] - ETA: 7s - loss: 0.2919 - accuracy: 0.8676
161/296 [===============>..............] - ETA: 7s - loss: 0.2921 - accuracy: 0.8672
162/296 [===============>..............] - ETA: 7s - loss: 0.2917 - accuracy: 0.8673
163/296 [===============>..............] - ETA: 7s - loss: 0.2911 - accuracy: 0.8677
164/296 [===============>..............] - ETA: 7s - loss: 0.2906 - accuracy: 0.8678
165/296 [===============>..............] - ETA: 7s - loss: 0.2911 - accuracy: 0.8674
166/296 [===============>..............] - ETA: 7s - loss: 0.2915 - accuracy: 0.8667
167/296 [===============>..............] - ETA: 7s - loss: 0.2902 - accuracy: 0.8675
168/296 [================>.............] - ETA: 7s - loss: 0.2903 - accuracy: 0.8676
169/296 [================>.............] - ETA: 7s - loss: 0.2890 - accuracy: 0.8683
170/296 [================>.............] - ETA: 7s - loss: 0.2881 - accuracy: 0.8687
171/296 [================>.............] - ETA: 7s - loss: 0.2870 - accuracy: 0.8695
172/296 [================>.............] - ETA: 6s - loss: 0.2874 - accuracy: 0.8692
173/296 [================>.............] - ETA: 6s - loss: 0.2866 - accuracy: 0.8696
174/296 [================>.............] - ETA: 6s - loss: 0.2863 - accuracy: 0.8696
175/296 [================>.............] - ETA: 6s - loss: 0.2858 - accuracy: 0.8700
176/296 [================>.............] - ETA: 6s - loss: 0.2851 - accuracy: 0.8700
177/296 [================>.............] - ETA: 6s - loss: 0.2848 - accuracy: 0.8701
178/296 [=================>............] - ETA: 6s - loss: 0.2836 - accuracy: 0.8708
179/296 [=================>............] - ETA: 6s - loss: 0.2827 - accuracy: 0.8712
180/296 [=================>............] - ETA: 6s - loss: 0.2822 - accuracy: 0.8712
181/296 [=================>............] - ETA: 6s - loss: 0.2820 - accuracy: 0.8715
182/296 [=================>............] - ETA: 6s - loss: 0.2816 - accuracy: 0.8719
183/296 [=================>............] - ETA: 6s - loss: 0.2804 - accuracy: 0.8726
184/296 [=================>............] - ETA: 6s - loss: 0.2795 - accuracy: 0.8730
185/296 [=================>............] - ETA: 6s - loss: 0.2803 - accuracy: 0.8726
186/296 [=================>............] - ETA: 6s - loss: 0.2798 - accuracy: 0.8730
187/296 [=================>............] - ETA: 6s - loss: 0.2812 - accuracy: 0.8723
188/296 [==================>...........] - ETA: 6s - loss: 0.2809 - accuracy: 0.8723
189/296 [==================>...........] - ETA: 6s - loss: 0.2797 - accuracy: 0.8730
190/296 [==================>...........] - ETA: 5s - loss: 0.2800 - accuracy: 0.8727
191/296 [==================>...........] - ETA: 5s - loss: 0.2800 - accuracy: 0.8727
192/296 [==================>...........] - ETA: 5s - loss: 0.2804 - accuracy: 0.8724
193/296 [==================>...........] - ETA: 5s - loss: 0.2799 - accuracy: 0.8724
194/296 [==================>...........] - ETA: 5s - loss: 0.2801 - accuracy: 0.8721
195/296 [==================>...........] - ETA: 5s - loss: 0.2803 - accuracy: 0.8721
196/296 [==================>...........] - ETA: 5s - loss: 0.2795 - accuracy: 0.8724
197/296 [==================>...........] - ETA: 5s - loss: 0.2788 - accuracy: 0.8728
198/296 [===================>..........] - ETA: 5s - loss: 0.2791 - accuracy: 0.8725
199/296 [===================>..........] - ETA: 5s - loss: 0.2797 - accuracy: 0.8722
200/296 [===================>..........] - ETA: 5s - loss: 0.2796 - accuracy: 0.8722
201/296 [===================>..........] - ETA: 5s - loss: 0.2797 - accuracy: 0.8719
202/296 [===================>..........] - ETA: 5s - loss: 0.2790 - accuracy: 0.8722
203/296 [===================>..........] - ETA: 5s - loss: 0.2784 - accuracy: 0.8728
204/296 [===================>..........] - ETA: 5s - loss: 0.2777 - accuracy: 0.8732
205/296 [===================>..........] - ETA: 5s - loss: 0.2770 - accuracy: 0.8735
206/296 [===================>..........] - ETA: 5s - loss: 0.2774 - accuracy: 0.8732
207/296 [===================>..........] - ETA: 5s - loss: 0.2769 - accuracy: 0.8735
208/296 [====================>.........] - ETA: 4s - loss: 0.2771 - accuracy: 0.8735
209/296 [====================>.........] - ETA: 4s - loss: 0.2765 - accuracy: 0.8735
210/296 [====================>.........] - ETA: 4s - loss: 0.2765 - accuracy: 0.8732
211/296 [====================>.........] - ETA: 4s - loss: 0.2756 - accuracy: 0.8738
212/296 [====================>.........] - ETA: 4s - loss: 0.2764 - accuracy: 0.8732
213/296 [====================>.........] - ETA: 4s - loss: 0.2764 - accuracy: 0.8732
214/296 [====================>.........] - ETA: 4s - loss: 0.2767 - accuracy: 0.8730
215/296 [====================>.........] - ETA: 4s - loss: 0.2801 - accuracy: 0.8730
216/296 [====================>.........] - ETA: 4s - loss: 0.2797 - accuracy: 0.8730
217/296 [====================>.........] - ETA: 4s - loss: 0.2798 - accuracy: 0.8733
218/296 [=====================>........] - ETA: 4s - loss: 0.2795 - accuracy: 0.8733
219/296 [=====================>........] - ETA: 4s - loss: 0.2789 - accuracy: 0.8733
220/296 [=====================>........] - ETA: 4s - loss: 0.2789 - accuracy: 0.8736
221/296 [=====================>........] - ETA: 4s - loss: 0.2788 - accuracy: 0.8733
222/296 [=====================>........] - ETA: 4s - loss: 0.2794 - accuracy: 0.8725
223/296 [=====================>........] - ETA: 4s - loss: 0.2789 - accuracy: 0.8728
224/296 [=====================>........] - ETA: 4s - loss: 0.2780 - accuracy: 0.8733
225/296 [=====================>........] - ETA: 4s - loss: 0.2779 - accuracy: 0.8728
226/296 [=====================>........] - ETA: 3s - loss: 0.2775 - accuracy: 0.8733
227/296 [======================>.......] - ETA: 3s - loss: 0.2779 - accuracy: 0.8731
228/296 [======================>.......] - ETA: 3s - loss: 0.2783 - accuracy: 0.8728
229/296 [======================>.......] - ETA: 3s - loss: 0.2777 - accuracy: 0.8728
230/296 [======================>.......] - ETA: 3s - loss: 0.2775 - accuracy: 0.8731
231/296 [======================>.......] - ETA: 3s - loss: 0.2770 - accuracy: 0.8734
232/296 [======================>.......] - ETA: 3s - loss: 0.2771 - accuracy: 0.8734
233/296 [======================>.......] - ETA: 3s - loss: 0.2763 - accuracy: 0.8739
234/296 [======================>.......] - ETA: 3s - loss: 0.2757 - accuracy: 0.8745
235/296 [======================>.......] - ETA: 3s - loss: 0.2752 - accuracy: 0.8747
236/296 [======================>.......] - ETA: 3s - loss: 0.2749 - accuracy: 0.8747
237/296 [=======================>......] - ETA: 3s - loss: 0.2747 - accuracy: 0.8750
238/296 [=======================>......] - ETA: 3s - loss: 0.2745 - accuracy: 0.8750
239/296 [=======================>......] - ETA: 3s - loss: 0.2752 - accuracy: 0.8750
240/296 [=======================>......] - ETA: 3s - loss: 0.2772 - accuracy: 0.8740
241/296 [=======================>......] - ETA: 3s - loss: 0.2773 - accuracy: 0.8740
242/296 [=======================>......] - ETA: 3s - loss: 0.2775 - accuracy: 0.8737
243/296 [=======================>......] - ETA: 2s - loss: 0.2772 - accuracy: 0.8737
244/296 [=======================>......] - ETA: 2s - loss: 0.2769 - accuracy: 0.8740
245/296 [=======================>......] - ETA: 2s - loss: 0.2773 - accuracy: 0.8737
246/296 [=======================>......] - ETA: 2s - loss: 0.2769 - accuracy: 0.8740
247/296 [========================>.....] - ETA: 2s - loss: 0.2773 - accuracy: 0.8735
248/296 [========================>.....] - ETA: 2s - loss: 0.2774 - accuracy: 0.8735
249/296 [========================>.....] - ETA: 2s - loss: 0.2771 - accuracy: 0.8737
250/296 [========================>.....] - ETA: 2s - loss: 0.2770 - accuracy: 0.8740
251/296 [========================>.....] - ETA: 2s - loss: 0.2785 - accuracy: 0.8733
252/296 [========================>.....] - ETA: 2s - loss: 0.2782 - accuracy: 0.8735
253/296 [========================>.....] - ETA: 2s - loss: 0.2783 - accuracy: 0.8733
254/296 [========================>.....] - ETA: 2s - loss: 0.2786 - accuracy: 0.8730
255/296 [========================>.....] - ETA: 2s - loss: 0.2787 - accuracy: 0.8730
256/296 [========================>.....] - ETA: 2s - loss: 0.2784 - accuracy: 0.8733
257/296 [=========================>....] - ETA: 2s - loss: 0.2782 - accuracy: 0.8733
258/296 [=========================>....] - ETA: 2s - loss: 0.2782 - accuracy: 0.8733
259/296 [=========================>....] - ETA: 2s - loss: 0.2779 - accuracy: 0.8736
260/296 [=========================>....] - ETA: 2s - loss: 0.2784 - accuracy: 0.8733
261/296 [=========================>....] - ETA: 1s - loss: 0.2790 - accuracy: 0.8731
262/296 [=========================>....] - ETA: 1s - loss: 0.2796 - accuracy: 0.8724
263/296 [=========================>....] - ETA: 1s - loss: 0.2798 - accuracy: 0.8721
264/296 [=========================>....] - ETA: 1s - loss: 0.2792 - accuracy: 0.8724
265/296 [=========================>....] - ETA: 1s - loss: 0.2789 - accuracy: 0.8724
266/296 [=========================>....] - ETA: 1s - loss: 0.2793 - accuracy: 0.8724
267/296 [==========================>...] - ETA: 1s - loss: 0.2791 - accuracy: 0.8729
268/296 [==========================>...] - ETA: 1s - loss: 0.2791 - accuracy: 0.8729
269/296 [==========================>...] - ETA: 1s - loss: 0.2793 - accuracy: 0.8727
270/296 [==========================>...] - ETA: 1s - loss: 0.2789 - accuracy: 0.8729
271/296 [==========================>...] - ETA: 1s - loss: 0.2790 - accuracy: 0.8725
272/296 [==========================>...] - ETA: 1s - loss: 0.2787 - accuracy: 0.8729
273/296 [==========================>...] - ETA: 1s - loss: 0.2787 - accuracy: 0.8727
274/296 [==========================>...] - ETA: 1s - loss: 0.2780 - accuracy: 0.8732
275/296 [==========================>...] - ETA: 1s - loss: 0.2775 - accuracy: 0.8734
276/296 [==========================>...] - ETA: 1s - loss: 0.2767 - accuracy: 0.8739
277/296 [===========================>..] - ETA: 1s - loss: 0.2779 - accuracy: 0.8736
278/296 [===========================>..] - ETA: 1s - loss: 0.2781 - accuracy: 0.8734
279/296 [===========================>..] - ETA: 0s - loss: 0.2785 - accuracy: 0.8730
280/296 [===========================>..] - ETA: 0s - loss: 0.2790 - accuracy: 0.8730
281/296 [===========================>..] - ETA: 0s - loss: 0.2792 - accuracy: 0.8728
282/296 [===========================>..] - ETA: 0s - loss: 0.2792 - accuracy: 0.8728
283/296 [===========================>..] - ETA: 0s - loss: 0.2798 - accuracy: 0.8723
284/296 [===========================>..] - ETA: 0s - loss: 0.2799 - accuracy: 0.8724
285/296 [===========================>..] - ETA: 0s - loss: 0.2798 - accuracy: 0.8724
286/296 [===========================>..] - ETA: 0s - loss: 0.2797 - accuracy: 0.8724
287/296 [============================>.] - ETA: 0s - loss: 0.2796 - accuracy: 0.8724
288/296 [============================>.] - ETA: 0s - loss: 0.2793 - accuracy: 0.8726
289/296 [============================>.] - ETA: 0s - loss: 0.2791 - accuracy: 0.8726
290/296 [============================>.] - ETA: 0s - loss: 0.2791 - accuracy: 0.8728
291/296 [============================>.] - ETA: 0s - loss: 0.2791 - accuracy: 0.8726
292/296 [============================>.] - ETA: 0s - loss: 0.2791 - accuracy: 0.8724
293/296 [============================>.] - ETA: 0s - loss: 0.2796 - accuracy: 0.8718
294/296 [============================>.] - ETA: 0s - loss: 0.2803 - accuracy: 0.8718
295/296 [============================>.] - ETA: 0s - loss: 0.2805 - accuracy: 0.8716
296/296 [==============================] - 17s 56ms/step - loss: 0.2805 - accuracy: 0.8717

296/296 [==============================] - 18s 61ms/step - loss: 0.2805 - accuracy: 0.8717 - val_loss: 0.2634 - val_accuracy: 0.8770
Epoch 9/50

  1/296 [..............................] - ETA: 15s - loss: 0.2883 - accuracy: 0.9375
  2/296 [..............................] - ETA: 15s - loss: 0.2030 - accuracy: 0.9688
  3/296 [..............................] - ETA: 16s - loss: 0.1883 - accuracy: 0.9792
  4/296 [..............................] - ETA: 16s - loss: 0.2116 - accuracy: 0.9531
  5/296 [..............................] - ETA: 16s - loss: 0.2255 - accuracy: 0.9375
  6/296 [..............................] - ETA: 16s - loss: 0.2387 - accuracy: 0.9062
  7/296 [..............................] - ETA: 15s - loss: 0.2758 - accuracy: 0.8750
  8/296 [..............................] - ETA: 15s - loss: 0.2594 - accuracy: 0.8906
  9/296 [..............................] - ETA: 15s - loss: 0.2646 - accuracy: 0.8889
 10/296 [>.............................] - ETA: 15s - loss: 0.2813 - accuracy: 0.8813
 11/296 [>.............................] - ETA: 15s - loss: 0.2887 - accuracy: 0.8693
 12/296 [>.............................] - ETA: 15s - loss: 0.3167 - accuracy: 0.8542
 13/296 [>.............................] - ETA: 15s - loss: 0.3232 - accuracy: 0.8510
 14/296 [>.............................] - ETA: 15s - loss: 0.3163 - accuracy: 0.8571
 15/296 [>.............................] - ETA: 15s - loss: 0.3218 - accuracy: 0.8500
 16/296 [>.............................] - ETA: 15s - loss: 0.3118 - accuracy: 0.8555
 17/296 [>.............................] - ETA: 15s - loss: 0.3136 - accuracy: 0.8566
 18/296 [>.............................] - ETA: 15s - loss: 0.3022 - accuracy: 0.8646
 19/296 [>.............................] - ETA: 15s - loss: 0.2936 - accuracy: 0.8717
 20/296 [=>............................] - ETA: 15s - loss: 0.3021 - accuracy: 0.8656
 21/296 [=>............................] - ETA: 15s - loss: 0.3005 - accuracy: 0.8661
 22/296 [=>............................] - ETA: 15s - loss: 0.2984 - accuracy: 0.8665
 23/296 [=>............................] - ETA: 15s - loss: 0.2954 - accuracy: 0.8696
 24/296 [=>............................] - ETA: 15s - loss: 0.2895 - accuracy: 0.8724
 25/296 [=>............................] - ETA: 15s - loss: 0.2899 - accuracy: 0.8700
 26/296 [=>............................] - ETA: 15s - loss: 0.2964 - accuracy: 0.8654
 27/296 [=>............................] - ETA: 15s - loss: 0.2943 - accuracy: 0.8657
 28/296 [=>............................] - ETA: 15s - loss: 0.2915 - accuracy: 0.8661
 29/296 [=>............................] - ETA: 15s - loss: 0.2913 - accuracy: 0.8664
 30/296 [==>...........................] - ETA: 15s - loss: 0.2904 - accuracy: 0.8646
 31/296 [==>...........................] - ETA: 14s - loss: 0.2880 - accuracy: 0.8669
 32/296 [==>...........................] - ETA: 14s - loss: 0.2850 - accuracy: 0.8691
 33/296 [==>...........................] - ETA: 14s - loss: 0.2935 - accuracy: 0.8655
 34/296 [==>...........................] - ETA: 14s - loss: 0.2938 - accuracy: 0.8640
 35/296 [==>...........................] - ETA: 14s - loss: 0.2933 - accuracy: 0.8625
 36/296 [==>...........................] - ETA: 14s - loss: 0.2897 - accuracy: 0.8628
 37/296 [==>...........................] - ETA: 14s - loss: 0.2938 - accuracy: 0.8615
 38/296 [==>...........................] - ETA: 14s - loss: 0.2951 - accuracy: 0.8618
 39/296 [==>...........................] - ETA: 14s - loss: 0.2907 - accuracy: 0.8654
 40/296 [===>..........................] - ETA: 14s - loss: 0.2864 - accuracy: 0.8672
 41/296 [===>..........................] - ETA: 14s - loss: 0.2867 - accuracy: 0.8659
 42/296 [===>..........................] - ETA: 14s - loss: 0.2852 - accuracy: 0.8661
 43/296 [===>..........................] - ETA: 14s - loss: 0.2843 - accuracy: 0.8677
 44/296 [===>..........................] - ETA: 14s - loss: 0.2844 - accuracy: 0.8665
 45/296 [===>..........................] - ETA: 14s - loss: 0.2890 - accuracy: 0.8639
 46/296 [===>..........................] - ETA: 14s - loss: 0.2855 - accuracy: 0.8655
 47/296 [===>..........................] - ETA: 14s - loss: 0.2812 - accuracy: 0.8684
 48/296 [===>..........................] - ETA: 13s - loss: 0.2802 - accuracy: 0.8698
 49/296 [===>..........................] - ETA: 13s - loss: 0.2887 - accuracy: 0.8699
 50/296 [====>.........................] - ETA: 13s - loss: 0.2869 - accuracy: 0.8700
 51/296 [====>.........................] - ETA: 13s - loss: 0.2861 - accuracy: 0.8701
 52/296 [====>.........................] - ETA: 13s - loss: 0.2816 - accuracy: 0.8726
 53/296 [====>.........................] - ETA: 13s - loss: 0.2787 - accuracy: 0.8738
 54/296 [====>.........................] - ETA: 13s - loss: 0.2781 - accuracy: 0.8750
 55/296 [====>.........................] - ETA: 13s - loss: 0.2755 - accuracy: 0.8761
 56/296 [====>.........................] - ETA: 13s - loss: 0.2721 - accuracy: 0.8783
 57/296 [====>.........................] - ETA: 13s - loss: 0.2693 - accuracy: 0.8794
 58/296 [====>.........................] - ETA: 13s - loss: 0.2731 - accuracy: 0.8761
 59/296 [====>.........................] - ETA: 13s - loss: 0.2785 - accuracy: 0.8729
 60/296 [=====>........................] - ETA: 13s - loss: 0.2798 - accuracy: 0.8719
 61/296 [=====>........................] - ETA: 13s - loss: 0.2797 - accuracy: 0.8730
 62/296 [=====>........................] - ETA: 13s - loss: 0.2808 - accuracy: 0.8730
 63/296 [=====>........................] - ETA: 13s - loss: 0.2784 - accuracy: 0.8740
 64/296 [=====>........................] - ETA: 13s - loss: 0.2808 - accuracy: 0.8750
 65/296 [=====>........................] - ETA: 12s - loss: 0.2792 - accuracy: 0.8760
 66/296 [=====>........................] - ETA: 12s - loss: 0.2775 - accuracy: 0.8759
 67/296 [=====>........................] - ETA: 12s - loss: 0.2762 - accuracy: 0.8769
 68/296 [=====>........................] - ETA: 12s - loss: 0.2764 - accuracy: 0.8778
 69/296 [=====>........................] - ETA: 12s - loss: 0.2760 - accuracy: 0.8786
 70/296 [======>.......................] - ETA: 12s - loss: 0.2776 - accuracy: 0.8777
 71/296 [======>.......................] - ETA: 12s - loss: 0.2796 - accuracy: 0.8759
 72/296 [======>.......................] - ETA: 12s - loss: 0.2772 - accuracy: 0.8776
 73/296 [======>.......................] - ETA: 12s - loss: 0.2748 - accuracy: 0.8793
 74/296 [======>.......................] - ETA: 12s - loss: 0.2742 - accuracy: 0.8792
 75/296 [======>.......................] - ETA: 12s - loss: 0.2730 - accuracy: 0.8792
 76/296 [======>.......................] - ETA: 12s - loss: 0.2724 - accuracy: 0.8791
 77/296 [======>.......................] - ETA: 12s - loss: 0.2755 - accuracy: 0.8791
 78/296 [======>.......................] - ETA: 12s - loss: 0.2768 - accuracy: 0.8790
 79/296 [=======>......................] - ETA: 12s - loss: 0.2762 - accuracy: 0.8790
 80/296 [=======>......................] - ETA: 12s - loss: 0.2750 - accuracy: 0.8797
 81/296 [=======>......................] - ETA: 12s - loss: 0.2732 - accuracy: 0.8804
 82/296 [=======>......................] - ETA: 12s - loss: 0.2725 - accuracy: 0.8803
 83/296 [=======>......................] - ETA: 12s - loss: 0.2758 - accuracy: 0.8788
 84/296 [=======>......................] - ETA: 12s - loss: 0.2755 - accuracy: 0.8787
 85/296 [=======>......................] - ETA: 12s - loss: 0.2761 - accuracy: 0.8787
 86/296 [=======>......................] - ETA: 12s - loss: 0.2769 - accuracy: 0.8786
 87/296 [=======>......................] - ETA: 12s - loss: 0.2772 - accuracy: 0.8786
 88/296 [=======>......................] - ETA: 12s - loss: 0.2750 - accuracy: 0.8800
 89/296 [========>.....................] - ETA: 12s - loss: 0.2748 - accuracy: 0.8799
 90/296 [========>.....................] - ETA: 12s - loss: 0.2742 - accuracy: 0.8799
 91/296 [========>.....................] - ETA: 12s - loss: 0.2771 - accuracy: 0.8777
 92/296 [========>.....................] - ETA: 12s - loss: 0.2767 - accuracy: 0.8770
 93/296 [========>.....................] - ETA: 11s - loss: 0.2765 - accuracy: 0.8763
 94/296 [========>.....................] - ETA: 11s - loss: 0.2782 - accuracy: 0.8750
 95/296 [========>.....................] - ETA: 11s - loss: 0.2763 - accuracy: 0.8763
 96/296 [========>.....................] - ETA: 11s - loss: 0.2791 - accuracy: 0.8757
 97/296 [========>.....................] - ETA: 11s - loss: 0.2780 - accuracy: 0.8763
 98/296 [========>.....................] - ETA: 11s - loss: 0.2800 - accuracy: 0.8756
 99/296 [=========>....................] - ETA: 11s - loss: 0.2803 - accuracy: 0.8756
100/296 [=========>....................] - ETA: 11s - loss: 0.2795 - accuracy: 0.8756
101/296 [=========>....................] - ETA: 11s - loss: 0.2785 - accuracy: 0.8769
102/296 [=========>....................] - ETA: 11s - loss: 0.2795 - accuracy: 0.8762
103/296 [=========>....................] - ETA: 11s - loss: 0.2802 - accuracy: 0.8756
104/296 [=========>....................] - ETA: 11s - loss: 0.2793 - accuracy: 0.8762
105/296 [=========>....................] - ETA: 11s - loss: 0.2799 - accuracy: 0.8756
106/296 [=========>....................] - ETA: 11s - loss: 0.2796 - accuracy: 0.8756
107/296 [=========>....................] - ETA: 11s - loss: 0.2796 - accuracy: 0.8756
108/296 [=========>....................] - ETA: 11s - loss: 0.2793 - accuracy: 0.8762
109/296 [==========>...................] - ETA: 10s - loss: 0.2805 - accuracy: 0.8756
110/296 [==========>...................] - ETA: 10s - loss: 0.2789 - accuracy: 0.8761
111/296 [==========>...................] - ETA: 10s - loss: 0.2787 - accuracy: 0.8756
112/296 [==========>...................] - ETA: 10s - loss: 0.2784 - accuracy: 0.8756
113/296 [==========>...................] - ETA: 10s - loss: 0.2781 - accuracy: 0.8756
114/296 [==========>...................] - ETA: 10s - loss: 0.2775 - accuracy: 0.8755
115/296 [==========>...................] - ETA: 10s - loss: 0.2771 - accuracy: 0.8755
116/296 [==========>...................] - ETA: 10s - loss: 0.2779 - accuracy: 0.8750
117/296 [==========>...................] - ETA: 10s - loss: 0.2774 - accuracy: 0.8755
118/296 [==========>...................] - ETA: 10s - loss: 0.2770 - accuracy: 0.8755
119/296 [===========>..................] - ETA: 10s - loss: 0.2771 - accuracy: 0.8750
120/296 [===========>..................] - ETA: 10s - loss: 0.2769 - accuracy: 0.8745
121/296 [===========>..................] - ETA: 10s - loss: 0.2799 - accuracy: 0.8735
122/296 [===========>..................] - ETA: 10s - loss: 0.2812 - accuracy: 0.8730
123/296 [===========>..................] - ETA: 10s - loss: 0.2821 - accuracy: 0.8730
124/296 [===========>..................] - ETA: 10s - loss: 0.2806 - accuracy: 0.8740
125/296 [===========>..................] - ETA: 9s - loss: 0.2798 - accuracy: 0.8745 
126/296 [===========>..................] - ETA: 9s - loss: 0.2806 - accuracy: 0.8735
127/296 [===========>..................] - ETA: 9s - loss: 0.2804 - accuracy: 0.8735
128/296 [===========>..................] - ETA: 9s - loss: 0.2798 - accuracy: 0.8735
129/296 [============>.................] - ETA: 9s - loss: 0.2802 - accuracy: 0.8735
130/296 [============>.................] - ETA: 9s - loss: 0.2806 - accuracy: 0.8726
131/296 [============>.................] - ETA: 9s - loss: 0.2837 - accuracy: 0.8717
132/296 [============>.................] - ETA: 9s - loss: 0.2834 - accuracy: 0.8717
133/296 [============>.................] - ETA: 9s - loss: 0.2837 - accuracy: 0.8712
134/296 [============>.................] - ETA: 9s - loss: 0.2828 - accuracy: 0.8722
135/296 [============>.................] - ETA: 9s - loss: 0.2825 - accuracy: 0.8722
136/296 [============>.................] - ETA: 9s - loss: 0.2826 - accuracy: 0.8722
137/296 [============>.................] - ETA: 9s - loss: 0.2832 - accuracy: 0.8723
138/296 [============>.................] - ETA: 9s - loss: 0.2829 - accuracy: 0.8723
139/296 [=============>................] - ETA: 9s - loss: 0.2826 - accuracy: 0.8728
140/296 [=============>................] - ETA: 9s - loss: 0.2827 - accuracy: 0.8723
141/296 [=============>................] - ETA: 8s - loss: 0.2827 - accuracy: 0.8719
142/296 [=============>................] - ETA: 8s - loss: 0.2823 - accuracy: 0.8724
143/296 [=============>................] - ETA: 8s - loss: 0.2832 - accuracy: 0.8724
144/296 [=============>................] - ETA: 8s - loss: 0.2828 - accuracy: 0.8728
145/296 [=============>................] - ETA: 8s - loss: 0.2832 - accuracy: 0.8733
146/296 [=============>................] - ETA: 8s - loss: 0.2828 - accuracy: 0.8729
147/296 [=============>................] - ETA: 8s - loss: 0.2822 - accuracy: 0.8733
148/296 [==============>...............] - ETA: 8s - loss: 0.2831 - accuracy: 0.8733
149/296 [==============>...............] - ETA: 8s - loss: 0.2824 - accuracy: 0.8742
150/296 [==============>...............] - ETA: 8s - loss: 0.2826 - accuracy: 0.8737
151/296 [==============>...............] - ETA: 8s - loss: 0.2819 - accuracy: 0.8738
152/296 [==============>...............] - ETA: 8s - loss: 0.2812 - accuracy: 0.8738
153/296 [==============>...............] - ETA: 8s - loss: 0.2805 - accuracy: 0.8742
154/296 [==============>...............] - ETA: 8s - loss: 0.2814 - accuracy: 0.8730
155/296 [==============>...............] - ETA: 8s - loss: 0.2822 - accuracy: 0.8726
156/296 [==============>...............] - ETA: 8s - loss: 0.2845 - accuracy: 0.8718
157/296 [==============>...............] - ETA: 8s - loss: 0.2845 - accuracy: 0.8718
158/296 [===============>..............] - ETA: 7s - loss: 0.2856 - accuracy: 0.8714
159/296 [===============>..............] - ETA: 7s - loss: 0.2856 - accuracy: 0.8711
160/296 [===============>..............] - ETA: 7s - loss: 0.2856 - accuracy: 0.8707
161/296 [===============>..............] - ETA: 7s - loss: 0.2860 - accuracy: 0.8700
162/296 [===============>..............] - ETA: 7s - loss: 0.2866 - accuracy: 0.8688
163/296 [===============>..............] - ETA: 7s - loss: 0.2864 - accuracy: 0.8692
164/296 [===============>..............] - ETA: 7s - loss: 0.2874 - accuracy: 0.8689
165/296 [===============>..............] - ETA: 7s - loss: 0.2875 - accuracy: 0.8693
166/296 [===============>..............] - ETA: 7s - loss: 0.2880 - accuracy: 0.8690
167/296 [===============>..............] - ETA: 7s - loss: 0.2883 - accuracy: 0.8686
168/296 [================>.............] - ETA: 7s - loss: 0.2888 - accuracy: 0.8683
169/296 [================>.............] - ETA: 7s - loss: 0.2882 - accuracy: 0.8687
170/296 [================>.............] - ETA: 7s - loss: 0.2898 - accuracy: 0.8676
171/296 [================>.............] - ETA: 7s - loss: 0.2892 - accuracy: 0.8681
172/296 [================>.............] - ETA: 7s - loss: 0.2892 - accuracy: 0.8674
173/296 [================>.............] - ETA: 7s - loss: 0.2886 - accuracy: 0.8678
174/296 [================>.............] - ETA: 7s - loss: 0.2886 - accuracy: 0.8678
175/296 [================>.............] - ETA: 6s - loss: 0.2888 - accuracy: 0.8675
176/296 [================>.............] - ETA: 6s - loss: 0.2889 - accuracy: 0.8672
177/296 [================>.............] - ETA: 6s - loss: 0.2883 - accuracy: 0.8676
178/296 [=================>............] - ETA: 6s - loss: 0.2890 - accuracy: 0.8673
179/296 [=================>............] - ETA: 6s - loss: 0.2884 - accuracy: 0.8673
180/296 [=================>............] - ETA: 6s - loss: 0.2880 - accuracy: 0.8677
181/296 [=================>............] - ETA: 6s - loss: 0.2876 - accuracy: 0.8681
182/296 [=================>............] - ETA: 6s - loss: 0.2880 - accuracy: 0.8674
183/296 [=================>............] - ETA: 6s - loss: 0.2871 - accuracy: 0.8678
184/296 [=================>............] - ETA: 6s - loss: 0.2876 - accuracy: 0.8675
185/296 [=================>............] - ETA: 6s - loss: 0.2874 - accuracy: 0.8676
186/296 [=================>............] - ETA: 6s - loss: 0.2876 - accuracy: 0.8673
187/296 [=================>............] - ETA: 6s - loss: 0.2869 - accuracy: 0.8676
188/296 [==================>...........] - ETA: 6s - loss: 0.2869 - accuracy: 0.8677
189/296 [==================>...........] - ETA: 6s - loss: 0.2868 - accuracy: 0.8671
190/296 [==================>...........] - ETA: 6s - loss: 0.2866 - accuracy: 0.8674
191/296 [==================>...........] - ETA: 6s - loss: 0.2856 - accuracy: 0.8681
192/296 [==================>...........] - ETA: 6s - loss: 0.2853 - accuracy: 0.8678
193/296 [==================>...........] - ETA: 5s - loss: 0.2847 - accuracy: 0.8682
194/296 [==================>...........] - ETA: 5s - loss: 0.2843 - accuracy: 0.8686
195/296 [==================>...........] - ETA: 5s - loss: 0.2840 - accuracy: 0.8689
196/296 [==================>...........] - ETA: 5s - loss: 0.2841 - accuracy: 0.8686
197/296 [==================>...........] - ETA: 5s - loss: 0.2849 - accuracy: 0.8683
198/296 [===================>..........] - ETA: 5s - loss: 0.2840 - accuracy: 0.8690
199/296 [===================>..........] - ETA: 5s - loss: 0.2831 - accuracy: 0.8693
200/296 [===================>..........] - ETA: 5s - loss: 0.2840 - accuracy: 0.8694
201/296 [===================>..........] - ETA: 5s - loss: 0.2831 - accuracy: 0.8700
202/296 [===================>..........] - ETA: 5s - loss: 0.2841 - accuracy: 0.8700
203/296 [===================>..........] - ETA: 5s - loss: 0.2830 - accuracy: 0.8707
204/296 [===================>..........] - ETA: 5s - loss: 0.2823 - accuracy: 0.8710
205/296 [===================>..........] - ETA: 5s - loss: 0.2821 - accuracy: 0.8710
206/296 [===================>..........] - ETA: 5s - loss: 0.2821 - accuracy: 0.8714
207/296 [===================>..........] - ETA: 5s - loss: 0.2827 - accuracy: 0.8708
208/296 [====================>.........] - ETA: 5s - loss: 0.2820 - accuracy: 0.8711
209/296 [====================>.........] - ETA: 5s - loss: 0.2827 - accuracy: 0.8711
210/296 [====================>.........] - ETA: 4s - loss: 0.2833 - accuracy: 0.8705
211/296 [====================>.........] - ETA: 4s - loss: 0.2827 - accuracy: 0.8711
212/296 [====================>.........] - ETA: 4s - loss: 0.2825 - accuracy: 0.8712
213/296 [====================>.........] - ETA: 4s - loss: 0.2818 - accuracy: 0.8715
214/296 [====================>.........] - ETA: 4s - loss: 0.2811 - accuracy: 0.8718
215/296 [====================>.........] - ETA: 4s - loss: 0.2804 - accuracy: 0.8721
216/296 [====================>.........] - ETA: 4s - loss: 0.2802 - accuracy: 0.8721
217/296 [====================>.........] - ETA: 4s - loss: 0.2808 - accuracy: 0.8713
218/296 [=====================>........] - ETA: 4s - loss: 0.2813 - accuracy: 0.8710
219/296 [=====================>........] - ETA: 4s - loss: 0.2814 - accuracy: 0.8707
220/296 [=====================>........] - ETA: 4s - loss: 0.2824 - accuracy: 0.8705
221/296 [=====================>........] - ETA: 4s - loss: 0.2820 - accuracy: 0.8708
222/296 [=====================>........] - ETA: 4s - loss: 0.2817 - accuracy: 0.8708
223/296 [=====================>........] - ETA: 4s - loss: 0.2813 - accuracy: 0.8711
224/296 [=====================>........] - ETA: 4s - loss: 0.2811 - accuracy: 0.8714
225/296 [=====================>........] - ETA: 4s - loss: 0.2816 - accuracy: 0.8714
226/296 [=====================>........] - ETA: 4s - loss: 0.2819 - accuracy: 0.8714
227/296 [======================>.......] - ETA: 3s - loss: 0.2816 - accuracy: 0.8717
228/296 [======================>.......] - ETA: 3s - loss: 0.2818 - accuracy: 0.8720
229/296 [======================>.......] - ETA: 3s - loss: 0.2816 - accuracy: 0.8720
230/296 [======================>.......] - ETA: 3s - loss: 0.2814 - accuracy: 0.8723
231/296 [======================>.......] - ETA: 3s - loss: 0.2816 - accuracy: 0.8718
232/296 [======================>.......] - ETA: 3s - loss: 0.2816 - accuracy: 0.8718
233/296 [======================>.......] - ETA: 3s - loss: 0.2810 - accuracy: 0.8723
234/296 [======================>.......] - ETA: 3s - loss: 0.2813 - accuracy: 0.8723
235/296 [======================>.......] - ETA: 3s - loss: 0.2807 - accuracy: 0.8726
236/296 [======================>.......] - ETA: 3s - loss: 0.2808 - accuracy: 0.8726
237/296 [=======================>......] - ETA: 3s - loss: 0.2802 - accuracy: 0.8729
238/296 [=======================>......] - ETA: 3s - loss: 0.2800 - accuracy: 0.8732
239/296 [=======================>......] - ETA: 3s - loss: 0.2794 - accuracy: 0.8734
240/296 [=======================>......] - ETA: 3s - loss: 0.2792 - accuracy: 0.8737
241/296 [=======================>......] - ETA: 3s - loss: 0.2783 - accuracy: 0.8742
242/296 [=======================>......] - ETA: 3s - loss: 0.2780 - accuracy: 0.8742
243/296 [=======================>......] - ETA: 3s - loss: 0.2775 - accuracy: 0.8745
244/296 [=======================>......] - ETA: 3s - loss: 0.2777 - accuracy: 0.8742
245/296 [=======================>......] - ETA: 2s - loss: 0.2775 - accuracy: 0.8742
246/296 [=======================>......] - ETA: 2s - loss: 0.2779 - accuracy: 0.8740
247/296 [========================>.....] - ETA: 2s - loss: 0.2772 - accuracy: 0.8745
248/296 [========================>.....] - ETA: 2s - loss: 0.2772 - accuracy: 0.8745
249/296 [========================>.....] - ETA: 2s - loss: 0.2776 - accuracy: 0.8742
250/296 [========================>.....] - ETA: 2s - loss: 0.2772 - accuracy: 0.8745
251/296 [========================>.....] - ETA: 2s - loss: 0.2779 - accuracy: 0.8740
252/296 [========================>.....] - ETA: 2s - loss: 0.2780 - accuracy: 0.8738
253/296 [========================>.....] - ETA: 2s - loss: 0.2783 - accuracy: 0.8738
254/296 [========================>.....] - ETA: 2s - loss: 0.2785 - accuracy: 0.8738
255/296 [========================>.....] - ETA: 2s - loss: 0.2780 - accuracy: 0.8743
256/296 [========================>.....] - ETA: 2s - loss: 0.2773 - accuracy: 0.8748
257/296 [=========================>....] - ETA: 2s - loss: 0.2765 - accuracy: 0.8752
258/296 [=========================>....] - ETA: 2s - loss: 0.2762 - accuracy: 0.8755
259/296 [=========================>....] - ETA: 2s - loss: 0.2758 - accuracy: 0.8755
260/296 [=========================>....] - ETA: 2s - loss: 0.2756 - accuracy: 0.8757
261/296 [=========================>....] - ETA: 2s - loss: 0.2757 - accuracy: 0.8757
262/296 [=========================>....] - ETA: 1s - loss: 0.2752 - accuracy: 0.8760
263/296 [=========================>....] - ETA: 1s - loss: 0.2756 - accuracy: 0.8755
264/296 [=========================>....] - ETA: 1s - loss: 0.2756 - accuracy: 0.8755
265/296 [=========================>....] - ETA: 1s - loss: 0.2750 - accuracy: 0.8757
266/296 [=========================>....] - ETA: 1s - loss: 0.2744 - accuracy: 0.8759
267/296 [==========================>...] - ETA: 1s - loss: 0.2737 - accuracy: 0.8762
268/296 [==========================>...] - ETA: 1s - loss: 0.2730 - accuracy: 0.8766
269/296 [==========================>...] - ETA: 1s - loss: 0.2734 - accuracy: 0.8769
270/296 [==========================>...] - ETA: 1s - loss: 0.2740 - accuracy: 0.8769
271/296 [==========================>...] - ETA: 1s - loss: 0.2741 - accuracy: 0.8768
272/296 [==========================>...] - ETA: 1s - loss: 0.2744 - accuracy: 0.8768
273/296 [==========================>...] - ETA: 1s - loss: 0.2746 - accuracy: 0.8766
274/296 [==========================>...] - ETA: 1s - loss: 0.2742 - accuracy: 0.8768
275/296 [==========================>...] - ETA: 1s - loss: 0.2736 - accuracy: 0.8773
276/296 [==========================>...] - ETA: 1s - loss: 0.2736 - accuracy: 0.8775
277/296 [===========================>..] - ETA: 1s - loss: 0.2735 - accuracy: 0.8775
278/296 [===========================>..] - ETA: 1s - loss: 0.2729 - accuracy: 0.8779
279/296 [===========================>..] - ETA: 1s - loss: 0.2725 - accuracy: 0.8781
280/296 [===========================>..] - ETA: 0s - loss: 0.2721 - accuracy: 0.8783
281/296 [===========================>..] - ETA: 0s - loss: 0.2717 - accuracy: 0.8786
282/296 [===========================>..] - ETA: 0s - loss: 0.2714 - accuracy: 0.8788
283/296 [===========================>..] - ETA: 0s - loss: 0.2715 - accuracy: 0.8788
284/296 [===========================>..] - ETA: 0s - loss: 0.2719 - accuracy: 0.8785
285/296 [===========================>..] - ETA: 0s - loss: 0.2722 - accuracy: 0.8783
286/296 [===========================>..] - ETA: 0s - loss: 0.2717 - accuracy: 0.8785
287/296 [============================>.] - ETA: 0s - loss: 0.2720 - accuracy: 0.8785
288/296 [============================>.] - ETA: 0s - loss: 0.2722 - accuracy: 0.8783
289/296 [============================>.] - ETA: 0s - loss: 0.2715 - accuracy: 0.8787
290/296 [============================>.] - ETA: 0s - loss: 0.2714 - accuracy: 0.8787
291/296 [============================>.] - ETA: 0s - loss: 0.2709 - accuracy: 0.8791
292/296 [============================>.] - ETA: 0s - loss: 0.2704 - accuracy: 0.8793
293/296 [============================>.] - ETA: 0s - loss: 0.2708 - accuracy: 0.8791
294/296 [============================>.] - ETA: 0s - loss: 0.2704 - accuracy: 0.8793
295/296 [============================>.] - ETA: 0s - loss: 0.2718 - accuracy: 0.8786
296/296 [==============================] - 17s 59ms/step - loss: 0.2716 - accuracy: 0.8789

296/296 [==============================] - 19s 63ms/step - loss: 0.2716 - accuracy: 0.8789 - val_loss: 0.2599 - val_accuracy: 0.8814
Epoch 10/50

  1/296 [..............................] - ETA: 16s - loss: 0.1042 - accuracy: 1.0000
  2/296 [..............................] - ETA: 16s - loss: 0.1753 - accuracy: 0.9375
  3/296 [..............................] - ETA: 16s - loss: 0.1594 - accuracy: 0.9583
  4/296 [..............................] - ETA: 16s - loss: 0.1769 - accuracy: 0.9375
  5/296 [..............................] - ETA: 16s - loss: 0.1948 - accuracy: 0.9000
  6/296 [..............................] - ETA: 16s - loss: 0.2328 - accuracy: 0.8750
  7/296 [..............................] - ETA: 16s - loss: 0.2418 - accuracy: 0.8750
  8/296 [..............................] - ETA: 16s - loss: 0.2404 - accuracy: 0.8750
  9/296 [..............................] - ETA: 16s - loss: 0.2451 - accuracy: 0.8750
 10/296 [>.............................] - ETA: 16s - loss: 0.2450 - accuracy: 0.8750
 11/296 [>.............................] - ETA: 16s - loss: 0.2599 - accuracy: 0.8693
 12/296 [>.............................] - ETA: 16s - loss: 0.2556 - accuracy: 0.8750
 13/296 [>.............................] - ETA: 16s - loss: 0.2518 - accuracy: 0.8798
 14/296 [>.............................] - ETA: 16s - loss: 0.2525 - accuracy: 0.8839
 15/296 [>.............................] - ETA: 16s - loss: 0.2501 - accuracy: 0.8875
 16/296 [>.............................] - ETA: 15s - loss: 0.2471 - accuracy: 0.8906
 17/296 [>.............................] - ETA: 15s - loss: 0.2610 - accuracy: 0.8750
 18/296 [>.............................] - ETA: 15s - loss: 0.2584 - accuracy: 0.8750
 19/296 [>.............................] - ETA: 15s - loss: 0.2652 - accuracy: 0.8717
 20/296 [=>............................] - ETA: 15s - loss: 0.2694 - accuracy: 0.8687
 21/296 [=>............................] - ETA: 15s - loss: 0.2677 - accuracy: 0.8690
 22/296 [=>............................] - ETA: 15s - loss: 0.2721 - accuracy: 0.8665
 23/296 [=>............................] - ETA: 15s - loss: 0.2762 - accuracy: 0.8614
 24/296 [=>............................] - ETA: 15s - loss: 0.2736 - accuracy: 0.8646
 25/296 [=>............................] - ETA: 15s - loss: 0.2793 - accuracy: 0.8625
 26/296 [=>............................] - ETA: 15s - loss: 0.2701 - accuracy: 0.8678
 27/296 [=>............................] - ETA: 15s - loss: 0.2706 - accuracy: 0.8681
 28/296 [=>............................] - ETA: 15s - loss: 0.2691 - accuracy: 0.8683
 29/296 [=>............................] - ETA: 15s - loss: 0.2706 - accuracy: 0.8685
 30/296 [==>...........................] - ETA: 15s - loss: 0.2680 - accuracy: 0.8708
 31/296 [==>...........................] - ETA: 15s - loss: 0.2691 - accuracy: 0.8710
 32/296 [==>...........................] - ETA: 15s - loss: 0.2715 - accuracy: 0.8711
 33/296 [==>...........................] - ETA: 15s - loss: 0.2731 - accuracy: 0.8693
 34/296 [==>...........................] - ETA: 14s - loss: 0.2775 - accuracy: 0.8640
 35/296 [==>...........................] - ETA: 14s - loss: 0.2735 - accuracy: 0.8661
 36/296 [==>...........................] - ETA: 14s - loss: 0.2744 - accuracy: 0.8663
 37/296 [==>...........................] - ETA: 14s - loss: 0.2724 - accuracy: 0.8682
 38/296 [==>...........................] - ETA: 14s - loss: 0.2724 - accuracy: 0.8701
 39/296 [==>...........................] - ETA: 14s - loss: 0.2672 - accuracy: 0.8734
 40/296 [===>..........................] - ETA: 14s - loss: 0.2658 - accuracy: 0.8750
 41/296 [===>..........................] - ETA: 14s - loss: 0.2649 - accuracy: 0.8750
 42/296 [===>..........................] - ETA: 14s - loss: 0.2653 - accuracy: 0.8750
 43/296 [===>..........................] - ETA: 14s - loss: 0.2648 - accuracy: 0.8765
 44/296 [===>..........................] - ETA: 14s - loss: 0.2618 - accuracy: 0.8778
 45/296 [===>..........................] - ETA: 14s - loss: 0.2641 - accuracy: 0.8764
 46/296 [===>..........................] - ETA: 14s - loss: 0.2603 - accuracy: 0.8791
 47/296 [===>..........................] - ETA: 14s - loss: 0.2693 - accuracy: 0.8750
 48/296 [===>..........................] - ETA: 14s - loss: 0.2695 - accuracy: 0.8737
 49/296 [===>..........................] - ETA: 14s - loss: 0.2693 - accuracy: 0.8737
 50/296 [====>.........................] - ETA: 14s - loss: 0.2723 - accuracy: 0.8712
 51/296 [====>.........................] - ETA: 14s - loss: 0.2723 - accuracy: 0.8689
 52/296 [====>.........................] - ETA: 14s - loss: 0.2685 - accuracy: 0.8714
 53/296 [====>.........................] - ETA: 14s - loss: 0.2693 - accuracy: 0.8703
 54/296 [====>.........................] - ETA: 14s - loss: 0.2656 - accuracy: 0.8727
 55/296 [====>.........................] - ETA: 14s - loss: 0.2632 - accuracy: 0.8727
 56/296 [====>.........................] - ETA: 14s - loss: 0.2629 - accuracy: 0.8739
 57/296 [====>.........................] - ETA: 14s - loss: 0.2677 - accuracy: 0.8695
 58/296 [====>.........................] - ETA: 14s - loss: 0.2682 - accuracy: 0.8707
 59/296 [====>.........................] - ETA: 14s - loss: 0.2678 - accuracy: 0.8708
 60/296 [=====>........................] - ETA: 14s - loss: 0.2662 - accuracy: 0.8719
 61/296 [=====>........................] - ETA: 13s - loss: 0.2654 - accuracy: 0.8730
 62/296 [=====>........................] - ETA: 13s - loss: 0.2659 - accuracy: 0.8730
 63/296 [=====>........................] - ETA: 13s - loss: 0.2659 - accuracy: 0.8720
 64/296 [=====>........................] - ETA: 13s - loss: 0.2663 - accuracy: 0.8711
 65/296 [=====>........................] - ETA: 13s - loss: 0.2662 - accuracy: 0.8712
 66/296 [=====>........................] - ETA: 13s - loss: 0.2654 - accuracy: 0.8722
 67/296 [=====>........................] - ETA: 13s - loss: 0.2648 - accuracy: 0.8731
 68/296 [=====>........................] - ETA: 13s - loss: 0.2664 - accuracy: 0.8722
 69/296 [=====>........................] - ETA: 13s - loss: 0.2657 - accuracy: 0.8732
 70/296 [======>.......................] - ETA: 13s - loss: 0.2668 - accuracy: 0.8714
 71/296 [======>.......................] - ETA: 13s - loss: 0.2674 - accuracy: 0.8706
 72/296 [======>.......................] - ETA: 13s - loss: 0.2664 - accuracy: 0.8707
 73/296 [======>.......................] - ETA: 13s - loss: 0.2664 - accuracy: 0.8707
 74/296 [======>.......................] - ETA: 13s - loss: 0.2649 - accuracy: 0.8716
 75/296 [======>.......................] - ETA: 13s - loss: 0.2636 - accuracy: 0.8717
 76/296 [======>.......................] - ETA: 13s - loss: 0.2654 - accuracy: 0.8709
 77/296 [======>.......................] - ETA: 13s - loss: 0.2654 - accuracy: 0.8709
 78/296 [======>.......................] - ETA: 13s - loss: 0.2654 - accuracy: 0.8718
 79/296 [=======>......................] - ETA: 13s - loss: 0.2650 - accuracy: 0.8718
 80/296 [=======>......................] - ETA: 13s - loss: 0.2644 - accuracy: 0.8727
 81/296 [=======>......................] - ETA: 12s - loss: 0.2629 - accuracy: 0.8742
 82/296 [=======>......................] - ETA: 12s - loss: 0.2619 - accuracy: 0.8750
 83/296 [=======>......................] - ETA: 12s - loss: 0.2624 - accuracy: 0.8742
 84/296 [=======>......................] - ETA: 12s - loss: 0.2612 - accuracy: 0.8750
 85/296 [=======>......................] - ETA: 12s - loss: 0.2614 - accuracy: 0.8750
 86/296 [=======>......................] - ETA: 12s - loss: 0.2621 - accuracy: 0.8735
 87/296 [=======>......................] - ETA: 12s - loss: 0.2620 - accuracy: 0.8743
 88/296 [=======>......................] - ETA: 12s - loss: 0.2607 - accuracy: 0.8750
 89/296 [========>.....................] - ETA: 12s - loss: 0.2600 - accuracy: 0.8750
 90/296 [========>.....................] - ETA: 12s - loss: 0.2623 - accuracy: 0.8743
 91/296 [========>.....................] - ETA: 12s - loss: 0.2608 - accuracy: 0.8750
 92/296 [========>.....................] - ETA: 12s - loss: 0.2592 - accuracy: 0.8757
 93/296 [========>.....................] - ETA: 12s - loss: 0.2597 - accuracy: 0.8750
 94/296 [========>.....................] - ETA: 12s - loss: 0.2579 - accuracy: 0.8757
 95/296 [========>.....................] - ETA: 12s - loss: 0.2600 - accuracy: 0.8750
 96/296 [========>.....................] - ETA: 11s - loss: 0.2598 - accuracy: 0.8750
 97/296 [========>.....................] - ETA: 11s - loss: 0.2633 - accuracy: 0.8737
 98/296 [========>.....................] - ETA: 11s - loss: 0.2640 - accuracy: 0.8744
 99/296 [=========>....................] - ETA: 11s - loss: 0.2617 - accuracy: 0.8756
100/296 [=========>....................] - ETA: 11s - loss: 0.2607 - accuracy: 0.8763
101/296 [=========>....................] - ETA: 11s - loss: 0.2605 - accuracy: 0.8762
102/296 [=========>....................] - ETA: 11s - loss: 0.2610 - accuracy: 0.8756
103/296 [=========>....................] - ETA: 11s - loss: 0.2606 - accuracy: 0.8762
104/296 [=========>....................] - ETA: 11s - loss: 0.2606 - accuracy: 0.8768
105/296 [=========>....................] - ETA: 11s - loss: 0.2601 - accuracy: 0.8768
106/296 [=========>....................] - ETA: 11s - loss: 0.2597 - accuracy: 0.8768
107/296 [=========>....................] - ETA: 11s - loss: 0.2591 - accuracy: 0.8773
108/296 [=========>....................] - ETA: 11s - loss: 0.2594 - accuracy: 0.8773
109/296 [==========>...................] - ETA: 11s - loss: 0.2599 - accuracy: 0.8767
110/296 [==========>...................] - ETA: 11s - loss: 0.2599 - accuracy: 0.8767
111/296 [==========>...................] - ETA: 10s - loss: 0.2600 - accuracy: 0.8761
112/296 [==========>...................] - ETA: 10s - loss: 0.2590 - accuracy: 0.8767
113/296 [==========>...................] - ETA: 10s - loss: 0.2596 - accuracy: 0.8761
114/296 [==========>...................] - ETA: 10s - loss: 0.2605 - accuracy: 0.8761
115/296 [==========>...................] - ETA: 10s - loss: 0.2602 - accuracy: 0.8761
116/296 [==========>...................] - ETA: 10s - loss: 0.2612 - accuracy: 0.8745
117/296 [==========>...................] - ETA: 10s - loss: 0.2605 - accuracy: 0.8750
118/296 [==========>...................] - ETA: 10s - loss: 0.2600 - accuracy: 0.8755
119/296 [===========>..................] - ETA: 10s - loss: 0.2592 - accuracy: 0.8761
120/296 [===========>..................] - ETA: 10s - loss: 0.2609 - accuracy: 0.8755
121/296 [===========>..................] - ETA: 10s - loss: 0.2594 - accuracy: 0.8765
122/296 [===========>..................] - ETA: 10s - loss: 0.2584 - accuracy: 0.8770
123/296 [===========>..................] - ETA: 10s - loss: 0.2599 - accuracy: 0.8760
124/296 [===========>..................] - ETA: 10s - loss: 0.2601 - accuracy: 0.8760
125/296 [===========>..................] - ETA: 10s - loss: 0.2597 - accuracy: 0.8760
126/296 [===========>..................] - ETA: 10s - loss: 0.2582 - accuracy: 0.8770
127/296 [===========>..................] - ETA: 9s - loss: 0.2582 - accuracy: 0.8765 
128/296 [===========>..................] - ETA: 9s - loss: 0.2590 - accuracy: 0.8760
129/296 [============>.................] - ETA: 9s - loss: 0.2618 - accuracy: 0.8750
130/296 [============>.................] - ETA: 9s - loss: 0.2622 - accuracy: 0.8745
131/296 [============>.................] - ETA: 9s - loss: 0.2615 - accuracy: 0.8750
132/296 [============>.................] - ETA: 9s - loss: 0.2606 - accuracy: 0.8755
133/296 [============>.................] - ETA: 9s - loss: 0.2607 - accuracy: 0.8750
134/296 [============>.................] - ETA: 9s - loss: 0.2598 - accuracy: 0.8759
135/296 [============>.................] - ETA: 9s - loss: 0.2626 - accuracy: 0.8745
136/296 [============>.................] - ETA: 9s - loss: 0.2627 - accuracy: 0.8745
137/296 [============>.................] - ETA: 9s - loss: 0.2629 - accuracy: 0.8741
138/296 [============>.................] - ETA: 9s - loss: 0.2631 - accuracy: 0.8736
139/296 [=============>................] - ETA: 9s - loss: 0.2630 - accuracy: 0.8737
140/296 [=============>................] - ETA: 9s - loss: 0.2629 - accuracy: 0.8741
141/296 [=============>................] - ETA: 9s - loss: 0.2642 - accuracy: 0.8728
142/296 [=============>................] - ETA: 9s - loss: 0.2641 - accuracy: 0.8728
143/296 [=============>................] - ETA: 8s - loss: 0.2650 - accuracy: 0.8728
144/296 [=============>................] - ETA: 8s - loss: 0.2642 - accuracy: 0.8737
145/296 [=============>................] - ETA: 8s - loss: 0.2635 - accuracy: 0.8741
146/296 [=============>................] - ETA: 8s - loss: 0.2634 - accuracy: 0.8746
147/296 [=============>................] - ETA: 8s - loss: 0.2634 - accuracy: 0.8741
148/296 [==============>...............] - ETA: 8s - loss: 0.2645 - accuracy: 0.8737
149/296 [==============>...............] - ETA: 8s - loss: 0.2642 - accuracy: 0.8737
150/296 [==============>...............] - ETA: 8s - loss: 0.2665 - accuracy: 0.8733
151/296 [==============>...............] - ETA: 8s - loss: 0.2660 - accuracy: 0.8738
152/296 [==============>...............] - ETA: 8s - loss: 0.2651 - accuracy: 0.8742
153/296 [==============>...............] - ETA: 8s - loss: 0.2649 - accuracy: 0.8742
154/296 [==============>...............] - ETA: 8s - loss: 0.2641 - accuracy: 0.8750
155/296 [==============>...............] - ETA: 8s - loss: 0.2646 - accuracy: 0.8746
156/296 [==============>...............] - ETA: 8s - loss: 0.2657 - accuracy: 0.8746
157/296 [==============>...............] - ETA: 8s - loss: 0.2666 - accuracy: 0.8738
158/296 [===============>..............] - ETA: 8s - loss: 0.2656 - accuracy: 0.8746
159/296 [===============>..............] - ETA: 7s - loss: 0.2649 - accuracy: 0.8750
160/296 [===============>..............] - ETA: 7s - loss: 0.2643 - accuracy: 0.8754
161/296 [===============>..............] - ETA: 7s - loss: 0.2645 - accuracy: 0.8750
162/296 [===============>..............] - ETA: 7s - loss: 0.2644 - accuracy: 0.8754
163/296 [===============>..............] - ETA: 7s - loss: 0.2653 - accuracy: 0.8746
164/296 [===============>..............] - ETA: 7s - loss: 0.2656 - accuracy: 0.8746
165/296 [===============>..............] - ETA: 7s - loss: 0.2670 - accuracy: 0.8735
166/296 [===============>..............] - ETA: 7s - loss: 0.2674 - accuracy: 0.8731
167/296 [===============>..............] - ETA: 7s - loss: 0.2670 - accuracy: 0.8735
168/296 [================>.............] - ETA: 7s - loss: 0.2658 - accuracy: 0.8743
169/296 [================>.............] - ETA: 7s - loss: 0.2649 - accuracy: 0.8750
170/296 [================>.............] - ETA: 7s - loss: 0.2640 - accuracy: 0.8754
171/296 [================>.............] - ETA: 7s - loss: 0.2639 - accuracy: 0.8750
172/296 [================>.............] - ETA: 7s - loss: 0.2660 - accuracy: 0.8739
173/296 [================>.............] - ETA: 7s - loss: 0.2655 - accuracy: 0.8739
174/296 [================>.............] - ETA: 7s - loss: 0.2658 - accuracy: 0.8739
175/296 [================>.............] - ETA: 7s - loss: 0.2674 - accuracy: 0.8732
176/296 [================>.............] - ETA: 6s - loss: 0.2672 - accuracy: 0.8732
177/296 [================>.............] - ETA: 6s - loss: 0.2663 - accuracy: 0.8736
178/296 [=================>............] - ETA: 6s - loss: 0.2661 - accuracy: 0.8736
179/296 [=================>............] - ETA: 6s - loss: 0.2667 - accuracy: 0.8733
180/296 [=================>............] - ETA: 6s - loss: 0.2664 - accuracy: 0.8733
181/296 [=================>............] - ETA: 6s - loss: 0.2667 - accuracy: 0.8726
182/296 [=================>............] - ETA: 6s - loss: 0.2655 - accuracy: 0.8733
183/296 [=================>............] - ETA: 6s - loss: 0.2645 - accuracy: 0.8740
184/296 [=================>............] - ETA: 6s - loss: 0.2646 - accuracy: 0.8740
185/296 [=================>............] - ETA: 6s - loss: 0.2642 - accuracy: 0.8743
186/296 [=================>............] - ETA: 6s - loss: 0.2640 - accuracy: 0.8740
187/296 [=================>............] - ETA: 6s - loss: 0.2638 - accuracy: 0.8743
188/296 [==================>...........] - ETA: 6s - loss: 0.2637 - accuracy: 0.8747
189/296 [==================>...........] - ETA: 6s - loss: 0.2631 - accuracy: 0.8753
190/296 [==================>...........] - ETA: 6s - loss: 0.2639 - accuracy: 0.8753
191/296 [==================>...........] - ETA: 6s - loss: 0.2635 - accuracy: 0.8753
192/296 [==================>...........] - ETA: 6s - loss: 0.2631 - accuracy: 0.8757
193/296 [==================>...........] - ETA: 5s - loss: 0.2634 - accuracy: 0.8753
194/296 [==================>...........] - ETA: 5s - loss: 0.2627 - accuracy: 0.8756
195/296 [==================>...........] - ETA: 5s - loss: 0.2624 - accuracy: 0.8760
196/296 [==================>...........] - ETA: 5s - loss: 0.2624 - accuracy: 0.8756
197/296 [==================>...........] - ETA: 5s - loss: 0.2618 - accuracy: 0.8760
198/296 [===================>..........] - ETA: 5s - loss: 0.2628 - accuracy: 0.8750
199/296 [===================>..........] - ETA: 5s - loss: 0.2620 - accuracy: 0.8756
200/296 [===================>..........] - ETA: 5s - loss: 0.2621 - accuracy: 0.8756
201/296 [===================>..........] - ETA: 5s - loss: 0.2621 - accuracy: 0.8756
202/296 [===================>..........] - ETA: 5s - loss: 0.2619 - accuracy: 0.8756
203/296 [===================>..........] - ETA: 5s - loss: 0.2618 - accuracy: 0.8756
204/296 [===================>..........] - ETA: 5s - loss: 0.2622 - accuracy: 0.8753
205/296 [===================>..........] - ETA: 5s - loss: 0.2620 - accuracy: 0.8753
206/296 [===================>..........] - ETA: 5s - loss: 0.2617 - accuracy: 0.8753
207/296 [===================>..........] - ETA: 5s - loss: 0.2611 - accuracy: 0.8756
208/296 [====================>.........] - ETA: 5s - loss: 0.2609 - accuracy: 0.8756
209/296 [====================>.........] - ETA: 5s - loss: 0.2600 - accuracy: 0.8762
210/296 [====================>.........] - ETA: 4s - loss: 0.2599 - accuracy: 0.8765
211/296 [====================>.........] - ETA: 4s - loss: 0.2610 - accuracy: 0.8762
212/296 [====================>.........] - ETA: 4s - loss: 0.2604 - accuracy: 0.8765
213/296 [====================>.........] - ETA: 4s - loss: 0.2597 - accuracy: 0.8771
214/296 [====================>.........] - ETA: 4s - loss: 0.2606 - accuracy: 0.8765
215/296 [====================>.........] - ETA: 4s - loss: 0.2608 - accuracy: 0.8762
216/296 [====================>.........] - ETA: 4s - loss: 0.2607 - accuracy: 0.8764
217/296 [====================>.........] - ETA: 4s - loss: 0.2610 - accuracy: 0.8759
218/296 [=====================>........] - ETA: 4s - loss: 0.2609 - accuracy: 0.8761
219/296 [=====================>........] - ETA: 4s - loss: 0.2609 - accuracy: 0.8761
220/296 [=====================>........] - ETA: 4s - loss: 0.2616 - accuracy: 0.8761
221/296 [=====================>........] - ETA: 4s - loss: 0.2613 - accuracy: 0.8758
222/296 [=====================>........] - ETA: 4s - loss: 0.2629 - accuracy: 0.8756
223/296 [=====================>........] - ETA: 4s - loss: 0.2620 - accuracy: 0.8761
224/296 [=====================>........] - ETA: 4s - loss: 0.2625 - accuracy: 0.8758
225/296 [=====================>........] - ETA: 4s - loss: 0.2631 - accuracy: 0.8753
226/296 [=====================>........] - ETA: 4s - loss: 0.2627 - accuracy: 0.8756
227/296 [======================>.......] - ETA: 4s - loss: 0.2627 - accuracy: 0.8753
228/296 [======================>.......] - ETA: 3s - loss: 0.2628 - accuracy: 0.8753
229/296 [======================>.......] - ETA: 3s - loss: 0.2626 - accuracy: 0.8755
230/296 [======================>.......] - ETA: 3s - loss: 0.2624 - accuracy: 0.8758
231/296 [======================>.......] - ETA: 3s - loss: 0.2627 - accuracy: 0.8755
232/296 [======================>.......] - ETA: 3s - loss: 0.2627 - accuracy: 0.8755
233/296 [======================>.......] - ETA: 3s - loss: 0.2626 - accuracy: 0.8758
234/296 [======================>.......] - ETA: 3s - loss: 0.2624 - accuracy: 0.8758
235/296 [======================>.......] - ETA: 3s - loss: 0.2625 - accuracy: 0.8753
236/296 [======================>.......] - ETA: 3s - loss: 0.2623 - accuracy: 0.8753
237/296 [=======================>......] - ETA: 3s - loss: 0.2619 - accuracy: 0.8755
238/296 [=======================>......] - ETA: 3s - loss: 0.2617 - accuracy: 0.8755
239/296 [=======================>......] - ETA: 3s - loss: 0.2618 - accuracy: 0.8753
240/296 [=======================>......] - ETA: 3s - loss: 0.2611 - accuracy: 0.8758
241/296 [=======================>......] - ETA: 3s - loss: 0.2612 - accuracy: 0.8755
242/296 [=======================>......] - ETA: 3s - loss: 0.2610 - accuracy: 0.8758
243/296 [=======================>......] - ETA: 3s - loss: 0.2622 - accuracy: 0.8753
244/296 [=======================>......] - ETA: 3s - loss: 0.2622 - accuracy: 0.8750
245/296 [=======================>......] - ETA: 2s - loss: 0.2635 - accuracy: 0.8750
246/296 [=======================>......] - ETA: 2s - loss: 0.2647 - accuracy: 0.8747
247/296 [========================>.....] - ETA: 2s - loss: 0.2643 - accuracy: 0.8750
248/296 [========================>.....] - ETA: 2s - loss: 0.2640 - accuracy: 0.8753
249/296 [========================>.....] - ETA: 2s - loss: 0.2634 - accuracy: 0.8758
250/296 [========================>.....] - ETA: 2s - loss: 0.2635 - accuracy: 0.8758
251/296 [========================>.....] - ETA: 2s - loss: 0.2634 - accuracy: 0.8760
252/296 [========================>.....] - ETA: 2s - loss: 0.2656 - accuracy: 0.8757
253/296 [========================>.....] - ETA: 2s - loss: 0.2653 - accuracy: 0.8762
254/296 [========================>.....] - ETA: 2s - loss: 0.2650 - accuracy: 0.8765
255/296 [========================>.....] - ETA: 2s - loss: 0.2646 - accuracy: 0.8765
256/296 [========================>.....] - ETA: 2s - loss: 0.2649 - accuracy: 0.8765
257/296 [=========================>....] - ETA: 2s - loss: 0.2645 - accuracy: 0.8765
258/296 [=========================>....] - ETA: 2s - loss: 0.2647 - accuracy: 0.8760
259/296 [=========================>....] - ETA: 2s - loss: 0.2645 - accuracy: 0.8760
260/296 [=========================>....] - ETA: 2s - loss: 0.2642 - accuracy: 0.8762
261/296 [=========================>....] - ETA: 2s - loss: 0.2640 - accuracy: 0.8762
262/296 [=========================>....] - ETA: 1s - loss: 0.2645 - accuracy: 0.8760
263/296 [=========================>....] - ETA: 1s - loss: 0.2640 - accuracy: 0.8764
264/296 [=========================>....] - ETA: 1s - loss: 0.2633 - accuracy: 0.8769
265/296 [=========================>....] - ETA: 1s - loss: 0.2631 - accuracy: 0.8771
266/296 [=========================>....] - ETA: 1s - loss: 0.2632 - accuracy: 0.8771
267/296 [==========================>...] - ETA: 1s - loss: 0.2630 - accuracy: 0.8773
268/296 [==========================>...] - ETA: 1s - loss: 0.2633 - accuracy: 0.8773
269/296 [==========================>...] - ETA: 1s - loss: 0.2633 - accuracy: 0.8771
270/296 [==========================>...] - ETA: 1s - loss: 0.2639 - accuracy: 0.8769
271/296 [==========================>...] - ETA: 1s - loss: 0.2634 - accuracy: 0.8771
272/296 [==========================>...] - ETA: 1s - loss: 0.2636 - accuracy: 0.8771
273/296 [==========================>...] - ETA: 1s - loss: 0.2632 - accuracy: 0.8773
274/296 [==========================>...] - ETA: 1s - loss: 0.2636 - accuracy: 0.8771
275/296 [==========================>...] - ETA: 1s - loss: 0.2638 - accuracy: 0.8770
276/296 [==========================>...] - ETA: 1s - loss: 0.2637 - accuracy: 0.8770
277/296 [===========================>..] - ETA: 1s - loss: 0.2630 - accuracy: 0.8775
278/296 [===========================>..] - ETA: 1s - loss: 0.2629 - accuracy: 0.8777
279/296 [===========================>..] - ETA: 0s - loss: 0.2631 - accuracy: 0.8777
280/296 [===========================>..] - ETA: 0s - loss: 0.2637 - accuracy: 0.8775
281/296 [===========================>..] - ETA: 0s - loss: 0.2637 - accuracy: 0.8774
282/296 [===========================>..] - ETA: 0s - loss: 0.2633 - accuracy: 0.8777
283/296 [===========================>..] - ETA: 0s - loss: 0.2632 - accuracy: 0.8777
284/296 [===========================>..] - ETA: 0s - loss: 0.2630 - accuracy: 0.8776
285/296 [===========================>..] - ETA: 0s - loss: 0.2625 - accuracy: 0.8779
286/296 [===========================>..] - ETA: 0s - loss: 0.2625 - accuracy: 0.8776
287/296 [============================>.] - ETA: 0s - loss: 0.2635 - accuracy: 0.8770
288/296 [============================>.] - ETA: 0s - loss: 0.2644 - accuracy: 0.8765
289/296 [============================>.] - ETA: 0s - loss: 0.2645 - accuracy: 0.8765
290/296 [============================>.] - ETA: 0s - loss: 0.2647 - accuracy: 0.8763
291/296 [============================>.] - ETA: 0s - loss: 0.2653 - accuracy: 0.8759
292/296 [============================>.] - ETA: 0s - loss: 0.2661 - accuracy: 0.8754
293/296 [============================>.] - ETA: 0s - loss: 0.2658 - accuracy: 0.8756
294/296 [============================>.] - ETA: 0s - loss: 0.2655 - accuracy: 0.8759
295/296 [============================>.] - ETA: 0s - loss: 0.2658 - accuracy: 0.8752
296/296 [==============================] - 17s 58ms/step - loss: 0.2654 - accuracy: 0.8755

296/296 [==============================] - 19s 63ms/step - loss: 0.2654 - accuracy: 0.8755 - val_loss: 0.2644 - val_accuracy: 0.8922
Epoch 11/50

  1/296 [..............................] - ETA: 18s - loss: 0.2839 - accuracy: 0.8125
  2/296 [..............................] - ETA: 17s - loss: 0.2303 - accuracy: 0.8750
  3/296 [..............................] - ETA: 17s - loss: 0.2444 - accuracy: 0.8958
  4/296 [..............................] - ETA: 16s - loss: 0.2331 - accuracy: 0.9062
  5/296 [..............................] - ETA: 16s - loss: 0.2287 - accuracy: 0.9125
  6/296 [..............................] - ETA: 16s - loss: 0.2281 - accuracy: 0.9167
  7/296 [..............................] - ETA: 16s - loss: 0.2265 - accuracy: 0.9107
  8/296 [..............................] - ETA: 16s - loss: 0.2369 - accuracy: 0.9062
  9/296 [..............................] - ETA: 16s - loss: 0.2423 - accuracy: 0.9028
 10/296 [>.............................] - ETA: 16s - loss: 0.2401 - accuracy: 0.9062
 11/296 [>.............................] - ETA: 16s - loss: 0.2431 - accuracy: 0.8977
 12/296 [>.............................] - ETA: 16s - loss: 0.2458 - accuracy: 0.8958
 13/296 [>.............................] - ETA: 16s - loss: 0.2467 - accuracy: 0.8942
 14/296 [>.............................] - ETA: 16s - loss: 0.2361 - accuracy: 0.9018
 15/296 [>.............................] - ETA: 16s - loss: 0.2354 - accuracy: 0.9042
 16/296 [>.............................] - ETA: 16s - loss: 0.2378 - accuracy: 0.9023
 17/296 [>.............................] - ETA: 16s - loss: 0.2353 - accuracy: 0.9007
 18/296 [>.............................] - ETA: 16s - loss: 0.2398 - accuracy: 0.8958
 19/296 [>.............................] - ETA: 16s - loss: 0.2461 - accuracy: 0.8914
 20/296 [=>............................] - ETA: 16s - loss: 0.2369 - accuracy: 0.8969
 21/296 [=>............................] - ETA: 16s - loss: 0.2325 - accuracy: 0.8958
 22/296 [=>............................] - ETA: 16s - loss: 0.2288 - accuracy: 0.8977
 23/296 [=>............................] - ETA: 16s - loss: 0.2213 - accuracy: 0.9022
 24/296 [=>............................] - ETA: 16s - loss: 0.2211 - accuracy: 0.9010
 25/296 [=>............................] - ETA: 16s - loss: 0.2251 - accuracy: 0.9000
 26/296 [=>............................] - ETA: 16s - loss: 0.2245 - accuracy: 0.9014
 27/296 [=>............................] - ETA: 16s - loss: 0.2251 - accuracy: 0.9028
 28/296 [=>............................] - ETA: 16s - loss: 0.2211 - accuracy: 0.9040
 29/296 [=>............................] - ETA: 16s - loss: 0.2332 - accuracy: 0.9030
 30/296 [==>...........................] - ETA: 16s - loss: 0.2333 - accuracy: 0.9021
 31/296 [==>...........................] - ETA: 16s - loss: 0.2286 - accuracy: 0.9052
 32/296 [==>...........................] - ETA: 16s - loss: 0.2303 - accuracy: 0.9043
 33/296 [==>...........................] - ETA: 16s - loss: 0.2257 - accuracy: 0.9072
 34/296 [==>...........................] - ETA: 16s - loss: 0.2318 - accuracy: 0.9026
 35/296 [==>...........................] - ETA: 16s - loss: 0.2307 - accuracy: 0.9018
 36/296 [==>...........................] - ETA: 15s - loss: 0.2274 - accuracy: 0.9045
 37/296 [==>...........................] - ETA: 15s - loss: 0.2243 - accuracy: 0.9054
 38/296 [==>...........................] - ETA: 15s - loss: 0.2308 - accuracy: 0.8997
 39/296 [==>...........................] - ETA: 15s - loss: 0.2336 - accuracy: 0.8974
 40/296 [===>..........................] - ETA: 15s - loss: 0.2336 - accuracy: 0.8969
 41/296 [===>..........................] - ETA: 15s - loss: 0.2331 - accuracy: 0.8979
 42/296 [===>..........................] - ETA: 15s - loss: 0.2392 - accuracy: 0.8958
 43/296 [===>..........................] - ETA: 15s - loss: 0.2372 - accuracy: 0.8968
 44/296 [===>..........................] - ETA: 15s - loss: 0.2559 - accuracy: 0.8920
 45/296 [===>..........................] - ETA: 15s - loss: 0.2548 - accuracy: 0.8917
 46/296 [===>..........................] - ETA: 15s - loss: 0.2553 - accuracy: 0.8913
 47/296 [===>..........................] - ETA: 15s - loss: 0.2536 - accuracy: 0.8923
 48/296 [===>..........................] - ETA: 15s - loss: 0.2532 - accuracy: 0.8932
 49/296 [===>..........................] - ETA: 15s - loss: 0.2539 - accuracy: 0.8916
 50/296 [====>.........................] - ETA: 15s - loss: 0.2552 - accuracy: 0.8900
 51/296 [====>.........................] - ETA: 15s - loss: 0.2568 - accuracy: 0.8885
 52/296 [====>.........................] - ETA: 15s - loss: 0.2552 - accuracy: 0.8894
 53/296 [====>.........................] - ETA: 15s - loss: 0.2552 - accuracy: 0.8892
 54/296 [====>.........................] - ETA: 15s - loss: 0.2550 - accuracy: 0.8900
 55/296 [====>.........................] - ETA: 14s - loss: 0.2520 - accuracy: 0.8920
 56/296 [====>.........................] - ETA: 14s - loss: 0.2522 - accuracy: 0.8929
 57/296 [====>.........................] - ETA: 14s - loss: 0.2508 - accuracy: 0.8936
 58/296 [====>.........................] - ETA: 14s - loss: 0.2519 - accuracy: 0.8933
 59/296 [====>.........................] - ETA: 14s - loss: 0.2522 - accuracy: 0.8930
 60/296 [=====>........................] - ETA: 14s - loss: 0.2540 - accuracy: 0.8927
 61/296 [=====>........................] - ETA: 14s - loss: 0.2542 - accuracy: 0.8924
 62/296 [=====>........................] - ETA: 14s - loss: 0.2516 - accuracy: 0.8942
 63/296 [=====>........................] - ETA: 14s - loss: 0.2523 - accuracy: 0.8929
 64/296 [=====>........................] - ETA: 14s - loss: 0.2514 - accuracy: 0.8936
 65/296 [=====>........................] - ETA: 14s - loss: 0.2540 - accuracy: 0.8942
 66/296 [=====>........................] - ETA: 14s - loss: 0.2574 - accuracy: 0.8920
 67/296 [=====>........................] - ETA: 14s - loss: 0.2594 - accuracy: 0.8909
 68/296 [=====>........................] - ETA: 14s - loss: 0.2612 - accuracy: 0.8897
 69/296 [=====>........................] - ETA: 14s - loss: 0.2584 - accuracy: 0.8913
 70/296 [======>.......................] - ETA: 14s - loss: 0.2590 - accuracy: 0.8920
 71/296 [======>.......................] - ETA: 13s - loss: 0.2622 - accuracy: 0.8908
 72/296 [======>.......................] - ETA: 13s - loss: 0.2626 - accuracy: 0.8898
 73/296 [======>.......................] - ETA: 13s - loss: 0.2617 - accuracy: 0.8904
 74/296 [======>.......................] - ETA: 13s - loss: 0.2622 - accuracy: 0.8885
 75/296 [======>.......................] - ETA: 13s - loss: 0.2635 - accuracy: 0.8867
 76/296 [======>.......................] - ETA: 13s - loss: 0.2669 - accuracy: 0.8865
 77/296 [======>.......................] - ETA: 13s - loss: 0.2685 - accuracy: 0.8847
 78/296 [======>.......................] - ETA: 13s - loss: 0.2680 - accuracy: 0.8846
 79/296 [=======>......................] - ETA: 13s - loss: 0.2667 - accuracy: 0.8853
 80/296 [=======>......................] - ETA: 13s - loss: 0.2647 - accuracy: 0.8867
 81/296 [=======>......................] - ETA: 13s - loss: 0.2669 - accuracy: 0.8866
 82/296 [=======>......................] - ETA: 13s - loss: 0.2654 - accuracy: 0.8872
 83/296 [=======>......................] - ETA: 13s - loss: 0.2691 - accuracy: 0.8855
 84/296 [=======>......................] - ETA: 13s - loss: 0.2684 - accuracy: 0.8854
 85/296 [=======>......................] - ETA: 13s - loss: 0.2669 - accuracy: 0.8868
 86/296 [=======>......................] - ETA: 12s - loss: 0.2644 - accuracy: 0.8881
 87/296 [=======>......................] - ETA: 12s - loss: 0.2661 - accuracy: 0.8879
 88/296 [=======>......................] - ETA: 12s - loss: 0.2661 - accuracy: 0.8871
 89/296 [========>.....................] - ETA: 12s - loss: 0.2655 - accuracy: 0.8876
 90/296 [========>.....................] - ETA: 12s - loss: 0.2653 - accuracy: 0.8882
 91/296 [========>.....................] - ETA: 12s - loss: 0.2644 - accuracy: 0.8887
 92/296 [========>.....................] - ETA: 12s - loss: 0.2668 - accuracy: 0.8865
 93/296 [========>.....................] - ETA: 12s - loss: 0.2649 - accuracy: 0.8878
 94/296 [========>.....................] - ETA: 12s - loss: 0.2645 - accuracy: 0.8876
 95/296 [========>.....................] - ETA: 12s - loss: 0.2639 - accuracy: 0.8875
 96/296 [========>.....................] - ETA: 12s - loss: 0.2640 - accuracy: 0.8874
 97/296 [========>.....................] - ETA: 12s - loss: 0.2635 - accuracy: 0.8872
 98/296 [========>.....................] - ETA: 12s - loss: 0.2631 - accuracy: 0.8878
 99/296 [=========>....................] - ETA: 12s - loss: 0.2637 - accuracy: 0.8870
100/296 [=========>....................] - ETA: 12s - loss: 0.2628 - accuracy: 0.8869
101/296 [=========>....................] - ETA: 12s - loss: 0.2605 - accuracy: 0.8880
102/296 [=========>....................] - ETA: 12s - loss: 0.2602 - accuracy: 0.8879
103/296 [=========>....................] - ETA: 11s - loss: 0.2590 - accuracy: 0.8883
104/296 [=========>....................] - ETA: 11s - loss: 0.2586 - accuracy: 0.8888
105/296 [=========>....................] - ETA: 11s - loss: 0.2607 - accuracy: 0.8881
106/296 [=========>....................] - ETA: 11s - loss: 0.2602 - accuracy: 0.8886
107/296 [=========>....................] - ETA: 11s - loss: 0.2615 - accuracy: 0.8879
108/296 [=========>....................] - ETA: 11s - loss: 0.2617 - accuracy: 0.8872
109/296 [==========>...................] - ETA: 11s - loss: 0.2619 - accuracy: 0.8870
110/296 [==========>...................] - ETA: 11s - loss: 0.2607 - accuracy: 0.8875
111/296 [==========>...................] - ETA: 11s - loss: 0.2601 - accuracy: 0.8880
112/296 [==========>...................] - ETA: 11s - loss: 0.2604 - accuracy: 0.8884
113/296 [==========>...................] - ETA: 11s - loss: 0.2613 - accuracy: 0.8877
114/296 [==========>...................] - ETA: 11s - loss: 0.2610 - accuracy: 0.8876
115/296 [==========>...................] - ETA: 11s - loss: 0.2618 - accuracy: 0.8875
116/296 [==========>...................] - ETA: 11s - loss: 0.2614 - accuracy: 0.8879
117/296 [==========>...................] - ETA: 11s - loss: 0.2621 - accuracy: 0.8873
118/296 [==========>...................] - ETA: 11s - loss: 0.2638 - accuracy: 0.8861
119/296 [===========>..................] - ETA: 11s - loss: 0.2632 - accuracy: 0.8860
120/296 [===========>..................] - ETA: 10s - loss: 0.2635 - accuracy: 0.8854
121/296 [===========>..................] - ETA: 10s - loss: 0.2616 - accuracy: 0.8864
122/296 [===========>..................] - ETA: 10s - loss: 0.2605 - accuracy: 0.8868
123/296 [===========>..................] - ETA: 10s - loss: 0.2608 - accuracy: 0.8867
124/296 [===========>..................] - ETA: 10s - loss: 0.2604 - accuracy: 0.8871
125/296 [===========>..................] - ETA: 10s - loss: 0.2607 - accuracy: 0.8870
126/296 [===========>..................] - ETA: 10s - loss: 0.2600 - accuracy: 0.8874
127/296 [===========>..................] - ETA: 10s - loss: 0.2599 - accuracy: 0.8873
128/296 [===========>..................] - ETA: 10s - loss: 0.2604 - accuracy: 0.8872
129/296 [============>.................] - ETA: 10s - loss: 0.2628 - accuracy: 0.8857
130/296 [============>.................] - ETA: 10s - loss: 0.2632 - accuracy: 0.8856
131/296 [============>.................] - ETA: 10s - loss: 0.2639 - accuracy: 0.8850
132/296 [============>.................] - ETA: 10s - loss: 0.2641 - accuracy: 0.8849
133/296 [============>.................] - ETA: 10s - loss: 0.2643 - accuracy: 0.8849
134/296 [============>.................] - ETA: 10s - loss: 0.2636 - accuracy: 0.8853
135/296 [============>.................] - ETA: 10s - loss: 0.2629 - accuracy: 0.8852
136/296 [============>.................] - ETA: 9s - loss: 0.2623 - accuracy: 0.8851 
137/296 [============>.................] - ETA: 9s - loss: 0.2613 - accuracy: 0.8859
138/296 [============>.................] - ETA: 9s - loss: 0.2631 - accuracy: 0.8854
139/296 [=============>................] - ETA: 9s - loss: 0.2642 - accuracy: 0.8849
140/296 [=============>................] - ETA: 9s - loss: 0.2635 - accuracy: 0.8853
141/296 [=============>................] - ETA: 9s - loss: 0.2642 - accuracy: 0.8843
142/296 [=============>................] - ETA: 9s - loss: 0.2657 - accuracy: 0.8834
143/296 [=============>................] - ETA: 9s - loss: 0.2663 - accuracy: 0.8833
144/296 [=============>................] - ETA: 9s - loss: 0.2660 - accuracy: 0.8832
145/296 [=============>................] - ETA: 9s - loss: 0.2659 - accuracy: 0.8836
146/296 [=============>................] - ETA: 9s - loss: 0.2651 - accuracy: 0.8840
147/296 [=============>................] - ETA: 9s - loss: 0.2652 - accuracy: 0.8839
148/296 [==============>...............] - ETA: 9s - loss: 0.2646 - accuracy: 0.8843
149/296 [==============>...............] - ETA: 9s - loss: 0.2643 - accuracy: 0.8842
150/296 [==============>...............] - ETA: 9s - loss: 0.2649 - accuracy: 0.8842
151/296 [==============>...............] - ETA: 8s - loss: 0.2650 - accuracy: 0.8845
152/296 [==============>...............] - ETA: 8s - loss: 0.2650 - accuracy: 0.8849
153/296 [==============>...............] - ETA: 8s - loss: 0.2638 - accuracy: 0.8856
154/296 [==============>...............] - ETA: 8s - loss: 0.2637 - accuracy: 0.8856
155/296 [==============>...............] - ETA: 8s - loss: 0.2628 - accuracy: 0.8859
156/296 [==============>...............] - ETA: 8s - loss: 0.2624 - accuracy: 0.8858
157/296 [==============>...............] - ETA: 8s - loss: 0.2627 - accuracy: 0.8854
158/296 [===============>..............] - ETA: 8s - loss: 0.2628 - accuracy: 0.8853
159/296 [===============>..............] - ETA: 8s - loss: 0.2614 - accuracy: 0.8860
160/296 [===============>..............] - ETA: 8s - loss: 0.2621 - accuracy: 0.8859
161/296 [===============>..............] - ETA: 8s - loss: 0.2642 - accuracy: 0.8851
162/296 [===============>..............] - ETA: 8s - loss: 0.2636 - accuracy: 0.8850
163/296 [===============>..............] - ETA: 8s - loss: 0.2630 - accuracy: 0.8854
164/296 [===============>..............] - ETA: 8s - loss: 0.2642 - accuracy: 0.8845
165/296 [===============>..............] - ETA: 8s - loss: 0.2646 - accuracy: 0.8845
166/296 [===============>..............] - ETA: 8s - loss: 0.2638 - accuracy: 0.8848
167/296 [===============>..............] - ETA: 7s - loss: 0.2630 - accuracy: 0.8855
168/296 [================>.............] - ETA: 7s - loss: 0.2637 - accuracy: 0.8850
169/296 [================>.............] - ETA: 7s - loss: 0.2638 - accuracy: 0.8850
170/296 [================>.............] - ETA: 7s - loss: 0.2638 - accuracy: 0.8853
171/296 [================>.............] - ETA: 7s - loss: 0.2631 - accuracy: 0.8856
172/296 [================>.............] - ETA: 7s - loss: 0.2619 - accuracy: 0.8863
173/296 [================>.............] - ETA: 7s - loss: 0.2616 - accuracy: 0.8862
174/296 [================>.............] - ETA: 7s - loss: 0.2612 - accuracy: 0.8861
175/296 [================>.............] - ETA: 7s - loss: 0.2603 - accuracy: 0.8864
176/296 [================>.............] - ETA: 7s - loss: 0.2606 - accuracy: 0.8860
177/296 [================>.............] - ETA: 7s - loss: 0.2594 - accuracy: 0.8867
178/296 [=================>............] - ETA: 7s - loss: 0.2592 - accuracy: 0.8866
179/296 [=================>............] - ETA: 7s - loss: 0.2605 - accuracy: 0.8855
180/296 [=================>............] - ETA: 7s - loss: 0.2624 - accuracy: 0.8851
181/296 [=================>............] - ETA: 7s - loss: 0.2628 - accuracy: 0.8847
182/296 [=================>............] - ETA: 7s - loss: 0.2637 - accuracy: 0.8843
183/296 [=================>............] - ETA: 7s - loss: 0.2630 - accuracy: 0.8846
184/296 [=================>............] - ETA: 6s - loss: 0.2628 - accuracy: 0.8845
185/296 [=================>............] - ETA: 6s - loss: 0.2633 - accuracy: 0.8841
186/296 [=================>............] - ETA: 6s - loss: 0.2641 - accuracy: 0.8834
187/296 [=================>............] - ETA: 6s - loss: 0.2645 - accuracy: 0.8830
188/296 [==================>...........] - ETA: 6s - loss: 0.2641 - accuracy: 0.8833
189/296 [==================>...........] - ETA: 6s - loss: 0.2633 - accuracy: 0.8839
190/296 [==================>...........] - ETA: 6s - loss: 0.2634 - accuracy: 0.8839
191/296 [==================>...........] - ETA: 6s - loss: 0.2641 - accuracy: 0.8825
192/296 [==================>...........] - ETA: 6s - loss: 0.2637 - accuracy: 0.8828
193/296 [==================>...........] - ETA: 6s - loss: 0.2636 - accuracy: 0.8831
194/296 [==================>...........] - ETA: 6s - loss: 0.2632 - accuracy: 0.8831
195/296 [==================>...........] - ETA: 6s - loss: 0.2631 - accuracy: 0.8830
196/296 [==================>...........] - ETA: 6s - loss: 0.2637 - accuracy: 0.8823
197/296 [==================>...........] - ETA: 6s - loss: 0.2634 - accuracy: 0.8823
198/296 [===================>..........] - ETA: 6s - loss: 0.2635 - accuracy: 0.8823
199/296 [===================>..........] - ETA: 6s - loss: 0.2636 - accuracy: 0.8825
200/296 [===================>..........] - ETA: 6s - loss: 0.2635 - accuracy: 0.8828
201/296 [===================>..........] - ETA: 5s - loss: 0.2643 - accuracy: 0.8822
202/296 [===================>..........] - ETA: 5s - loss: 0.2647 - accuracy: 0.8821
203/296 [===================>..........] - ETA: 5s - loss: 0.2661 - accuracy: 0.8808
204/296 [===================>..........] - ETA: 5s - loss: 0.2666 - accuracy: 0.8805
205/296 [===================>..........] - ETA: 5s - loss: 0.2664 - accuracy: 0.8805
206/296 [===================>..........] - ETA: 5s - loss: 0.2659 - accuracy: 0.8805
207/296 [===================>..........] - ETA: 5s - loss: 0.2653 - accuracy: 0.8804
208/296 [====================>.........] - ETA: 5s - loss: 0.2651 - accuracy: 0.8807
209/296 [====================>.........] - ETA: 5s - loss: 0.2647 - accuracy: 0.8807
210/296 [====================>.........] - ETA: 5s - loss: 0.2650 - accuracy: 0.8804
211/296 [====================>.........] - ETA: 5s - loss: 0.2660 - accuracy: 0.8800
212/296 [====================>.........] - ETA: 5s - loss: 0.2674 - accuracy: 0.8794
213/296 [====================>.........] - ETA: 5s - loss: 0.2669 - accuracy: 0.8797
214/296 [====================>.........] - ETA: 5s - loss: 0.2668 - accuracy: 0.8800
215/296 [====================>.........] - ETA: 5s - loss: 0.2661 - accuracy: 0.8802
216/296 [====================>.........] - ETA: 5s - loss: 0.2654 - accuracy: 0.8808
217/296 [====================>.........] - ETA: 4s - loss: 0.2648 - accuracy: 0.8810
218/296 [=====================>........] - ETA: 4s - loss: 0.2648 - accuracy: 0.8813
219/296 [=====================>........] - ETA: 4s - loss: 0.2639 - accuracy: 0.8818
220/296 [=====================>........] - ETA: 4s - loss: 0.2645 - accuracy: 0.8815
221/296 [=====================>........] - ETA: 4s - loss: 0.2646 - accuracy: 0.8812
222/296 [=====================>........] - ETA: 4s - loss: 0.2650 - accuracy: 0.8809
223/296 [=====================>........] - ETA: 4s - loss: 0.2646 - accuracy: 0.8812
224/296 [=====================>........] - ETA: 4s - loss: 0.2650 - accuracy: 0.8806
225/296 [=====================>........] - ETA: 4s - loss: 0.2653 - accuracy: 0.8803
226/296 [=====================>........] - ETA: 4s - loss: 0.2647 - accuracy: 0.8805
227/296 [======================>.......] - ETA: 4s - loss: 0.2652 - accuracy: 0.8805
228/296 [======================>.......] - ETA: 4s - loss: 0.2648 - accuracy: 0.8810
229/296 [======================>.......] - ETA: 4s - loss: 0.2643 - accuracy: 0.8816
230/296 [======================>.......] - ETA: 4s - loss: 0.2640 - accuracy: 0.8818
231/296 [======================>.......] - ETA: 4s - loss: 0.2638 - accuracy: 0.8818
232/296 [======================>.......] - ETA: 4s - loss: 0.2640 - accuracy: 0.8817
233/296 [======================>.......] - ETA: 3s - loss: 0.2648 - accuracy: 0.8814
234/296 [======================>.......] - ETA: 3s - loss: 0.2647 - accuracy: 0.8814
235/296 [======================>.......] - ETA: 3s - loss: 0.2652 - accuracy: 0.8811
236/296 [======================>.......] - ETA: 3s - loss: 0.2657 - accuracy: 0.8808
237/296 [=======================>......] - ETA: 3s - loss: 0.2664 - accuracy: 0.8797
238/296 [=======================>......] - ETA: 3s - loss: 0.2664 - accuracy: 0.8797
239/296 [=======================>......] - ETA: 3s - loss: 0.2664 - accuracy: 0.8797
240/296 [=======================>......] - ETA: 3s - loss: 0.2665 - accuracy: 0.8797
241/296 [=======================>......] - ETA: 3s - loss: 0.2664 - accuracy: 0.8794
242/296 [=======================>......] - ETA: 3s - loss: 0.2666 - accuracy: 0.8791
243/296 [=======================>......] - ETA: 3s - loss: 0.2673 - accuracy: 0.8789
244/296 [=======================>......] - ETA: 3s - loss: 0.2671 - accuracy: 0.8788
245/296 [=======================>......] - ETA: 3s - loss: 0.2668 - accuracy: 0.8788
246/296 [=======================>......] - ETA: 3s - loss: 0.2664 - accuracy: 0.8793
247/296 [========================>.....] - ETA: 3s - loss: 0.2663 - accuracy: 0.8793
248/296 [========================>.....] - ETA: 3s - loss: 0.2657 - accuracy: 0.8798
249/296 [========================>.....] - ETA: 2s - loss: 0.2651 - accuracy: 0.8798
250/296 [========================>.....] - ETA: 2s - loss: 0.2646 - accuracy: 0.8800
251/296 [========================>.....] - ETA: 2s - loss: 0.2640 - accuracy: 0.8802
252/296 [========================>.....] - ETA: 2s - loss: 0.2648 - accuracy: 0.8797
253/296 [========================>.....] - ETA: 2s - loss: 0.2644 - accuracy: 0.8797
254/296 [========================>.....] - ETA: 2s - loss: 0.2648 - accuracy: 0.8797
255/296 [========================>.....] - ETA: 2s - loss: 0.2644 - accuracy: 0.8799
256/296 [========================>.....] - ETA: 2s - loss: 0.2651 - accuracy: 0.8796
257/296 [=========================>....] - ETA: 2s - loss: 0.2649 - accuracy: 0.8796
258/296 [=========================>....] - ETA: 2s - loss: 0.2650 - accuracy: 0.8798
259/296 [=========================>....] - ETA: 2s - loss: 0.2648 - accuracy: 0.8801
260/296 [=========================>....] - ETA: 2s - loss: 0.2645 - accuracy: 0.8800
261/296 [=========================>....] - ETA: 2s - loss: 0.2652 - accuracy: 0.8798
262/296 [=========================>....] - ETA: 2s - loss: 0.2653 - accuracy: 0.8795
263/296 [=========================>....] - ETA: 2s - loss: 0.2655 - accuracy: 0.8795
264/296 [=========================>....] - ETA: 2s - loss: 0.2654 - accuracy: 0.8793
265/296 [=========================>....] - ETA: 1s - loss: 0.2651 - accuracy: 0.8795
266/296 [=========================>....] - ETA: 1s - loss: 0.2655 - accuracy: 0.8790
267/296 [==========================>...] - ETA: 1s - loss: 0.2653 - accuracy: 0.8790
268/296 [==========================>...] - ETA: 1s - loss: 0.2654 - accuracy: 0.8792
269/296 [==========================>...] - ETA: 1s - loss: 0.2655 - accuracy: 0.8792
270/296 [==========================>...] - ETA: 1s - loss: 0.2655 - accuracy: 0.8792
271/296 [==========================>...] - ETA: 1s - loss: 0.2652 - accuracy: 0.8794
272/296 [==========================>...] - ETA: 1s - loss: 0.2658 - accuracy: 0.8791
273/296 [==========================>...] - ETA: 1s - loss: 0.2659 - accuracy: 0.8789
274/296 [==========================>...] - ETA: 1s - loss: 0.2653 - accuracy: 0.8793
275/296 [==========================>...] - ETA: 1s - loss: 0.2646 - accuracy: 0.8798
276/296 [==========================>...] - ETA: 1s - loss: 0.2647 - accuracy: 0.8798
277/296 [===========================>..] - ETA: 1s - loss: 0.2656 - accuracy: 0.8793
278/296 [===========================>..] - ETA: 1s - loss: 0.2655 - accuracy: 0.8793
279/296 [===========================>..] - ETA: 1s - loss: 0.2654 - accuracy: 0.8793
280/296 [===========================>..] - ETA: 1s - loss: 0.2652 - accuracy: 0.8795
281/296 [===========================>..] - ETA: 0s - loss: 0.2645 - accuracy: 0.8799
282/296 [===========================>..] - ETA: 0s - loss: 0.2650 - accuracy: 0.8792
283/296 [===========================>..] - ETA: 0s - loss: 0.2648 - accuracy: 0.8792
284/296 [===========================>..] - ETA: 0s - loss: 0.2648 - accuracy: 0.8792
285/296 [===========================>..] - ETA: 0s - loss: 0.2644 - accuracy: 0.8792
286/296 [===========================>..] - ETA: 0s - loss: 0.2648 - accuracy: 0.8787
287/296 [============================>.] - ETA: 0s - loss: 0.2642 - accuracy: 0.8791
288/296 [============================>.] - ETA: 0s - loss: 0.2639 - accuracy: 0.8793
289/296 [============================>.] - ETA: 0s - loss: 0.2636 - accuracy: 0.8793
290/296 [============================>.] - ETA: 0s - loss: 0.2631 - accuracy: 0.8795
291/296 [============================>.] - ETA: 0s - loss: 0.2640 - accuracy: 0.8791
292/296 [============================>.] - ETA: 0s - loss: 0.2634 - accuracy: 0.8795
293/296 [============================>.] - ETA: 0s - loss: 0.2632 - accuracy: 0.8797
294/296 [============================>.] - ETA: 0s - loss: 0.2632 - accuracy: 0.8797
295/296 [============================>.] - ETA: 0s - loss: 0.2629 - accuracy: 0.8799
296/296 [==============================] - 19s 63ms/step - loss: 0.2630 - accuracy: 0.8797

296/296 [==============================] - 20s 68ms/step - loss: 0.2630 - accuracy: 0.8797 - val_loss: 0.2524 - val_accuracy: 0.8859
Epoch 12/50

  1/296 [..............................] - ETA: 16s - loss: 0.1034 - accuracy: 1.0000
  2/296 [..............................] - ETA: 16s - loss: 0.1804 - accuracy: 0.9688
  3/296 [..............................] - ETA: 16s - loss: 0.2256 - accuracy: 0.9375
  4/296 [..............................] - ETA: 16s - loss: 0.2640 - accuracy: 0.9219
  5/296 [..............................] - ETA: 16s - loss: 0.2334 - accuracy: 0.9375
  6/296 [..............................] - ETA: 17s - loss: 0.2926 - accuracy: 0.8854
  7/296 [..............................] - ETA: 17s - loss: 0.3098 - accuracy: 0.8839
  8/296 [..............................] - ETA: 18s - loss: 0.2906 - accuracy: 0.8828
  9/296 [..............................] - ETA: 18s - loss: 0.2745 - accuracy: 0.8889
 10/296 [>.............................] - ETA: 18s - loss: 0.2742 - accuracy: 0.8875
 11/296 [>.............................] - ETA: 18s - loss: 0.2783 - accuracy: 0.8750
 12/296 [>.............................] - ETA: 18s - loss: 0.2940 - accuracy: 0.8750
 13/296 [>.............................] - ETA: 18s - loss: 0.2855 - accuracy: 0.8750
 14/296 [>.............................] - ETA: 18s - loss: 0.3381 - accuracy: 0.8616
 15/296 [>.............................] - ETA: 18s - loss: 0.3324 - accuracy: 0.8583
 16/296 [>.............................] - ETA: 18s - loss: 0.3290 - accuracy: 0.8633
 17/296 [>.............................] - ETA: 18s - loss: 0.3229 - accuracy: 0.8603
 18/296 [>.............................] - ETA: 18s - loss: 0.3162 - accuracy: 0.8611
 19/296 [>.............................] - ETA: 18s - loss: 0.3170 - accuracy: 0.8586
 20/296 [=>............................] - ETA: 18s - loss: 0.3065 - accuracy: 0.8656
 21/296 [=>............................] - ETA: 18s - loss: 0.2992 - accuracy: 0.8690
 22/296 [=>............................] - ETA: 17s - loss: 0.2965 - accuracy: 0.8693
 23/296 [=>............................] - ETA: 17s - loss: 0.3059 - accuracy: 0.8641
 24/296 [=>............................] - ETA: 17s - loss: 0.3005 - accuracy: 0.8672
 25/296 [=>............................] - ETA: 17s - loss: 0.2948 - accuracy: 0.8700
 26/296 [=>............................] - ETA: 17s - loss: 0.3009 - accuracy: 0.8630
 27/296 [=>............................] - ETA: 17s - loss: 0.3017 - accuracy: 0.8611
 28/296 [=>............................] - ETA: 17s - loss: 0.3075 - accuracy: 0.8594
 29/296 [=>............................] - ETA: 17s - loss: 0.3137 - accuracy: 0.8556
 30/296 [==>...........................] - ETA: 17s - loss: 0.3181 - accuracy: 0.8521
 31/296 [==>...........................] - ETA: 17s - loss: 0.3186 - accuracy: 0.8548
 32/296 [==>...........................] - ETA: 17s - loss: 0.3168 - accuracy: 0.8555
 33/296 [==>...........................] - ETA: 17s - loss: 0.3107 - accuracy: 0.8580
 34/296 [==>...........................] - ETA: 17s - loss: 0.3090 - accuracy: 0.8585
 35/296 [==>...........................] - ETA: 17s - loss: 0.3095 - accuracy: 0.8571
 36/296 [==>...........................] - ETA: 17s - loss: 0.3075 - accuracy: 0.8594
 37/296 [==>...........................] - ETA: 17s - loss: 0.3063 - accuracy: 0.8564
 38/296 [==>...........................] - ETA: 17s - loss: 0.3038 - accuracy: 0.8569
 39/296 [==>...........................] - ETA: 17s - loss: 0.3031 - accuracy: 0.8574
 40/296 [===>..........................] - ETA: 16s - loss: 0.3039 - accuracy: 0.8562
 41/296 [===>..........................] - ETA: 16s - loss: 0.3051 - accuracy: 0.8552
 42/296 [===>..........................] - ETA: 16s - loss: 0.2997 - accuracy: 0.8571
 43/296 [===>..........................] - ETA: 16s - loss: 0.2966 - accuracy: 0.8590
 44/296 [===>..........................] - ETA: 16s - loss: 0.2949 - accuracy: 0.8580
 45/296 [===>..........................] - ETA: 16s - loss: 0.2918 - accuracy: 0.8583
 46/296 [===>..........................] - ETA: 16s - loss: 0.2971 - accuracy: 0.8560
 47/296 [===>..........................] - ETA: 16s - loss: 0.2958 - accuracy: 0.8577
 48/296 [===>..........................] - ETA: 16s - loss: 0.2945 - accuracy: 0.8581
 49/296 [===>..........................] - ETA: 16s - loss: 0.2891 - accuracy: 0.8610
 50/296 [====>.........................] - ETA: 16s - loss: 0.2879 - accuracy: 0.8612
 51/296 [====>.........................] - ETA: 16s - loss: 0.2840 - accuracy: 0.8627
 52/296 [====>.........................] - ETA: 16s - loss: 0.2825 - accuracy: 0.8630
 53/296 [====>.........................] - ETA: 16s - loss: 0.2804 - accuracy: 0.8644
 54/296 [====>.........................] - ETA: 16s - loss: 0.2826 - accuracy: 0.8646
 55/296 [====>.........................] - ETA: 16s - loss: 0.2847 - accuracy: 0.8636
 56/296 [====>.........................] - ETA: 15s - loss: 0.2880 - accuracy: 0.8616
 57/296 [====>.........................] - ETA: 15s - loss: 0.2885 - accuracy: 0.8618
 58/296 [====>.........................] - ETA: 15s - loss: 0.2906 - accuracy: 0.8621
 59/296 [====>.........................] - ETA: 15s - loss: 0.2916 - accuracy: 0.8612
 60/296 [=====>........................] - ETA: 15s - loss: 0.2893 - accuracy: 0.8635
 61/296 [=====>........................] - ETA: 15s - loss: 0.2862 - accuracy: 0.8648
 62/296 [=====>........................] - ETA: 15s - loss: 0.2825 - accuracy: 0.8669
 63/296 [=====>........................] - ETA: 15s - loss: 0.2808 - accuracy: 0.8681
 64/296 [=====>........................] - ETA: 15s - loss: 0.2826 - accuracy: 0.8662
 65/296 [=====>........................] - ETA: 15s - loss: 0.2801 - accuracy: 0.8683
 66/296 [=====>........................] - ETA: 15s - loss: 0.2801 - accuracy: 0.8684
 67/296 [=====>........................] - ETA: 15s - loss: 0.2789 - accuracy: 0.8685
 68/296 [=====>........................] - ETA: 15s - loss: 0.2768 - accuracy: 0.8704
 69/296 [=====>........................] - ETA: 15s - loss: 0.2783 - accuracy: 0.8687
 70/296 [======>.......................] - ETA: 15s - loss: 0.2761 - accuracy: 0.8696
 71/296 [======>.......................] - ETA: 14s - loss: 0.2795 - accuracy: 0.8680
 72/296 [======>.......................] - ETA: 14s - loss: 0.2795 - accuracy: 0.8672
 73/296 [======>.......................] - ETA: 14s - loss: 0.2791 - accuracy: 0.8682
 74/296 [======>.......................] - ETA: 14s - loss: 0.2830 - accuracy: 0.8657
 75/296 [======>.......................] - ETA: 14s - loss: 0.2805 - accuracy: 0.8667
 76/296 [======>.......................] - ETA: 14s - loss: 0.2790 - accuracy: 0.8676
 77/296 [======>.......................] - ETA: 14s - loss: 0.2780 - accuracy: 0.8677
 78/296 [======>.......................] - ETA: 14s - loss: 0.2764 - accuracy: 0.8686
 79/296 [=======>......................] - ETA: 14s - loss: 0.2750 - accuracy: 0.8687
 80/296 [=======>......................] - ETA: 14s - loss: 0.2764 - accuracy: 0.8695
 81/296 [=======>......................] - ETA: 14s - loss: 0.2753 - accuracy: 0.8704
 82/296 [=======>......................] - ETA: 14s - loss: 0.2744 - accuracy: 0.8704
 83/296 [=======>......................] - ETA: 14s - loss: 0.2778 - accuracy: 0.8697
 84/296 [=======>......................] - ETA: 14s - loss: 0.2758 - accuracy: 0.8698
 85/296 [=======>......................] - ETA: 14s - loss: 0.2739 - accuracy: 0.8713
 86/296 [=======>......................] - ETA: 13s - loss: 0.2739 - accuracy: 0.8714
 87/296 [=======>......................] - ETA: 13s - loss: 0.2763 - accuracy: 0.8714
 88/296 [=======>......................] - ETA: 13s - loss: 0.2779 - accuracy: 0.8700
 89/296 [========>.....................] - ETA: 13s - loss: 0.2831 - accuracy: 0.8666
 90/296 [========>.....................] - ETA: 13s - loss: 0.2813 - accuracy: 0.8681
 91/296 [========>.....................] - ETA: 13s - loss: 0.2816 - accuracy: 0.8674
 92/296 [========>.....................] - ETA: 13s - loss: 0.2832 - accuracy: 0.8662
 93/296 [========>.....................] - ETA: 13s - loss: 0.2815 - accuracy: 0.8676
 94/296 [========>.....................] - ETA: 13s - loss: 0.2811 - accuracy: 0.8684
 95/296 [========>.....................] - ETA: 13s - loss: 0.2812 - accuracy: 0.8691
 96/296 [========>.....................] - ETA: 13s - loss: 0.2819 - accuracy: 0.8698
 97/296 [========>.....................] - ETA: 13s - loss: 0.2825 - accuracy: 0.8698
 98/296 [========>.....................] - ETA: 13s - loss: 0.2825 - accuracy: 0.8705
 99/296 [=========>....................] - ETA: 13s - loss: 0.2837 - accuracy: 0.8699
100/296 [=========>....................] - ETA: 12s - loss: 0.2855 - accuracy: 0.8687
101/296 [=========>....................] - ETA: 12s - loss: 0.2852 - accuracy: 0.8682
102/296 [=========>....................] - ETA: 12s - loss: 0.2845 - accuracy: 0.8689
103/296 [=========>....................] - ETA: 12s - loss: 0.2858 - accuracy: 0.8677
104/296 [=========>....................] - ETA: 12s - loss: 0.2844 - accuracy: 0.8690
105/296 [=========>....................] - ETA: 12s - loss: 0.2840 - accuracy: 0.8690
106/296 [=========>....................] - ETA: 12s - loss: 0.2834 - accuracy: 0.8697
107/296 [=========>....................] - ETA: 12s - loss: 0.2822 - accuracy: 0.8703
108/296 [=========>....................] - ETA: 12s - loss: 0.2833 - accuracy: 0.8698
109/296 [==========>...................] - ETA: 12s - loss: 0.2843 - accuracy: 0.8698
110/296 [==========>...................] - ETA: 12s - loss: 0.2835 - accuracy: 0.8699
111/296 [==========>...................] - ETA: 12s - loss: 0.2821 - accuracy: 0.8711
112/296 [==========>...................] - ETA: 12s - loss: 0.2803 - accuracy: 0.8722
113/296 [==========>...................] - ETA: 12s - loss: 0.2824 - accuracy: 0.8711
114/296 [==========>...................] - ETA: 12s - loss: 0.2828 - accuracy: 0.8695
115/296 [==========>...................] - ETA: 12s - loss: 0.2829 - accuracy: 0.8696
116/296 [==========>...................] - ETA: 11s - loss: 0.2817 - accuracy: 0.8702
117/296 [==========>...................] - ETA: 11s - loss: 0.2811 - accuracy: 0.8707
118/296 [==========>...................] - ETA: 11s - loss: 0.2816 - accuracy: 0.8697
119/296 [===========>..................] - ETA: 11s - loss: 0.2826 - accuracy: 0.8687
120/296 [===========>..................] - ETA: 11s - loss: 0.2822 - accuracy: 0.8687
121/296 [===========>..................] - ETA: 11s - loss: 0.2811 - accuracy: 0.8698
122/296 [===========>..................] - ETA: 11s - loss: 0.2831 - accuracy: 0.8699
123/296 [===========>..................] - ETA: 11s - loss: 0.2820 - accuracy: 0.8704
124/296 [===========>..................] - ETA: 11s - loss: 0.2811 - accuracy: 0.8710
125/296 [===========>..................] - ETA: 11s - loss: 0.2797 - accuracy: 0.8715
126/296 [===========>..................] - ETA: 11s - loss: 0.2796 - accuracy: 0.8715
127/296 [===========>..................] - ETA: 11s - loss: 0.2779 - accuracy: 0.8720
128/296 [===========>..................] - ETA: 11s - loss: 0.2770 - accuracy: 0.8726
129/296 [============>.................] - ETA: 11s - loss: 0.2759 - accuracy: 0.8726
130/296 [============>.................] - ETA: 10s - loss: 0.2754 - accuracy: 0.8731
131/296 [============>.................] - ETA: 10s - loss: 0.2763 - accuracy: 0.8726
132/296 [============>.................] - ETA: 10s - loss: 0.2769 - accuracy: 0.8722
133/296 [============>.................] - ETA: 10s - loss: 0.2762 - accuracy: 0.8722
134/296 [============>.................] - ETA: 10s - loss: 0.2758 - accuracy: 0.8722
135/296 [============>.................] - ETA: 10s - loss: 0.2747 - accuracy: 0.8727
136/296 [============>.................] - ETA: 10s - loss: 0.2738 - accuracy: 0.8732
137/296 [============>.................] - ETA: 10s - loss: 0.2730 - accuracy: 0.8736
138/296 [============>.................] - ETA: 10s - loss: 0.2728 - accuracy: 0.8741
139/296 [=============>................] - ETA: 10s - loss: 0.2717 - accuracy: 0.8746
140/296 [=============>................] - ETA: 10s - loss: 0.2712 - accuracy: 0.8746
141/296 [=============>................] - ETA: 10s - loss: 0.2715 - accuracy: 0.8741
142/296 [=============>................] - ETA: 10s - loss: 0.2734 - accuracy: 0.8732
143/296 [=============>................] - ETA: 10s - loss: 0.2736 - accuracy: 0.8728
144/296 [=============>................] - ETA: 10s - loss: 0.2735 - accuracy: 0.8728
145/296 [=============>................] - ETA: 9s - loss: 0.2742 - accuracy: 0.8728 
146/296 [=============>................] - ETA: 9s - loss: 0.2752 - accuracy: 0.8724
147/296 [=============>................] - ETA: 9s - loss: 0.2748 - accuracy: 0.8729
148/296 [==============>...............] - ETA: 9s - loss: 0.2740 - accuracy: 0.8737
149/296 [==============>...............] - ETA: 9s - loss: 0.2750 - accuracy: 0.8729
150/296 [==============>...............] - ETA: 9s - loss: 0.2741 - accuracy: 0.8737
151/296 [==============>...............] - ETA: 9s - loss: 0.2741 - accuracy: 0.8733
152/296 [==============>...............] - ETA: 9s - loss: 0.2744 - accuracy: 0.8725
153/296 [==============>...............] - ETA: 9s - loss: 0.2747 - accuracy: 0.8721
154/296 [==============>...............] - ETA: 9s - loss: 0.2748 - accuracy: 0.8713
155/296 [==============>...............] - ETA: 9s - loss: 0.2741 - accuracy: 0.8714
156/296 [==============>...............] - ETA: 9s - loss: 0.2739 - accuracy: 0.8718
157/296 [==============>...............] - ETA: 9s - loss: 0.2737 - accuracy: 0.8718
158/296 [===============>..............] - ETA: 9s - loss: 0.2736 - accuracy: 0.8714
159/296 [===============>..............] - ETA: 8s - loss: 0.2730 - accuracy: 0.8722
160/296 [===============>..............] - ETA: 8s - loss: 0.2729 - accuracy: 0.8723
161/296 [===============>..............] - ETA: 8s - loss: 0.2725 - accuracy: 0.8723
162/296 [===============>..............] - ETA: 8s - loss: 0.2737 - accuracy: 0.8715
163/296 [===============>..............] - ETA: 8s - loss: 0.2739 - accuracy: 0.8715
164/296 [===============>..............] - ETA: 8s - loss: 0.2733 - accuracy: 0.8720
165/296 [===============>..............] - ETA: 8s - loss: 0.2737 - accuracy: 0.8716
166/296 [===============>..............] - ETA: 8s - loss: 0.2736 - accuracy: 0.8712
167/296 [===============>..............] - ETA: 8s - loss: 0.2731 - accuracy: 0.8716
168/296 [================>.............] - ETA: 8s - loss: 0.2728 - accuracy: 0.8724
169/296 [================>.............] - ETA: 8s - loss: 0.2719 - accuracy: 0.8732
170/296 [================>.............] - ETA: 8s - loss: 0.2715 - accuracy: 0.8732
171/296 [================>.............] - ETA: 8s - loss: 0.2712 - accuracy: 0.8728
172/296 [================>.............] - ETA: 8s - loss: 0.2710 - accuracy: 0.8725
173/296 [================>.............] - ETA: 8s - loss: 0.2708 - accuracy: 0.8728
174/296 [================>.............] - ETA: 7s - loss: 0.2715 - accuracy: 0.8721
175/296 [================>.............] - ETA: 7s - loss: 0.2703 - accuracy: 0.8729
176/296 [================>.............] - ETA: 7s - loss: 0.2705 - accuracy: 0.8729
177/296 [================>.............] - ETA: 7s - loss: 0.2709 - accuracy: 0.8732
178/296 [=================>............] - ETA: 7s - loss: 0.2742 - accuracy: 0.8732
179/296 [=================>............] - ETA: 7s - loss: 0.2735 - accuracy: 0.8740
180/296 [=================>............] - ETA: 7s - loss: 0.2729 - accuracy: 0.8743
181/296 [=================>............] - ETA: 7s - loss: 0.2742 - accuracy: 0.8729
182/296 [=================>............] - ETA: 7s - loss: 0.2733 - accuracy: 0.8736
183/296 [=================>............] - ETA: 7s - loss: 0.2736 - accuracy: 0.8736
184/296 [=================>............] - ETA: 7s - loss: 0.2732 - accuracy: 0.8740
185/296 [=================>............] - ETA: 7s - loss: 0.2729 - accuracy: 0.8740
186/296 [=================>............] - ETA: 7s - loss: 0.2728 - accuracy: 0.8743
187/296 [=================>............] - ETA: 7s - loss: 0.2724 - accuracy: 0.8743
188/296 [==================>...........] - ETA: 7s - loss: 0.2725 - accuracy: 0.8740
189/296 [==================>...........] - ETA: 6s - loss: 0.2731 - accuracy: 0.8733
190/296 [==================>...........] - ETA: 6s - loss: 0.2724 - accuracy: 0.8737
191/296 [==================>...........] - ETA: 6s - loss: 0.2725 - accuracy: 0.8740
192/296 [==================>...........] - ETA: 6s - loss: 0.2717 - accuracy: 0.8743
193/296 [==================>...........] - ETA: 6s - loss: 0.2714 - accuracy: 0.8747
194/296 [==================>...........] - ETA: 6s - loss: 0.2710 - accuracy: 0.8747
195/296 [==================>...........] - ETA: 6s - loss: 0.2704 - accuracy: 0.8750
196/296 [==================>...........] - ETA: 6s - loss: 0.2704 - accuracy: 0.8753
197/296 [==================>...........] - ETA: 6s - loss: 0.2709 - accuracy: 0.8750
198/296 [===================>..........] - ETA: 6s - loss: 0.2700 - accuracy: 0.8753
199/296 [===================>..........] - ETA: 6s - loss: 0.2699 - accuracy: 0.8756
200/296 [===================>..........] - ETA: 6s - loss: 0.2698 - accuracy: 0.8756
201/296 [===================>..........] - ETA: 6s - loss: 0.2687 - accuracy: 0.8762
202/296 [===================>..........] - ETA: 6s - loss: 0.2698 - accuracy: 0.8756
203/296 [===================>..........] - ETA: 5s - loss: 0.2701 - accuracy: 0.8756
204/296 [===================>..........] - ETA: 5s - loss: 0.2719 - accuracy: 0.8747
205/296 [===================>..........] - ETA: 5s - loss: 0.2716 - accuracy: 0.8747
206/296 [===================>..........] - ETA: 5s - loss: 0.2716 - accuracy: 0.8747
207/296 [===================>..........] - ETA: 5s - loss: 0.2714 - accuracy: 0.8747
208/296 [====================>.........] - ETA: 5s - loss: 0.2717 - accuracy: 0.8741
209/296 [====================>.........] - ETA: 5s - loss: 0.2717 - accuracy: 0.8744
210/296 [====================>.........] - ETA: 5s - loss: 0.2722 - accuracy: 0.8741
211/296 [====================>.........] - ETA: 5s - loss: 0.2722 - accuracy: 0.8738
212/296 [====================>.........] - ETA: 5s - loss: 0.2719 - accuracy: 0.8738
213/296 [====================>.........] - ETA: 5s - loss: 0.2716 - accuracy: 0.8741
214/296 [====================>.........] - ETA: 5s - loss: 0.2728 - accuracy: 0.8732
215/296 [====================>.........] - ETA: 5s - loss: 0.2744 - accuracy: 0.8721
216/296 [====================>.........] - ETA: 5s - loss: 0.2739 - accuracy: 0.8721
217/296 [====================>.........] - ETA: 5s - loss: 0.2732 - accuracy: 0.8727
218/296 [=====================>........] - ETA: 4s - loss: 0.2737 - accuracy: 0.8724
219/296 [=====================>........] - ETA: 4s - loss: 0.2737 - accuracy: 0.8727
220/296 [=====================>........] - ETA: 4s - loss: 0.2731 - accuracy: 0.8730
221/296 [=====================>........] - ETA: 4s - loss: 0.2722 - accuracy: 0.8736
222/296 [=====================>........] - ETA: 4s - loss: 0.2717 - accuracy: 0.8742
223/296 [=====================>........] - ETA: 4s - loss: 0.2723 - accuracy: 0.8739
224/296 [=====================>........] - ETA: 4s - loss: 0.2721 - accuracy: 0.8736
225/296 [=====================>........] - ETA: 4s - loss: 0.2715 - accuracy: 0.8739
226/296 [=====================>........] - ETA: 4s - loss: 0.2710 - accuracy: 0.8739
227/296 [======================>.......] - ETA: 4s - loss: 0.2707 - accuracy: 0.8742
228/296 [======================>.......] - ETA: 4s - loss: 0.2703 - accuracy: 0.8747
229/296 [======================>.......] - ETA: 4s - loss: 0.2709 - accuracy: 0.8742
230/296 [======================>.......] - ETA: 4s - loss: 0.2715 - accuracy: 0.8739
231/296 [======================>.......] - ETA: 4s - loss: 0.2707 - accuracy: 0.8745
232/296 [======================>.......] - ETA: 4s - loss: 0.2712 - accuracy: 0.8737
233/296 [======================>.......] - ETA: 4s - loss: 0.2709 - accuracy: 0.8737
234/296 [======================>.......] - ETA: 3s - loss: 0.2709 - accuracy: 0.8737
235/296 [======================>.......] - ETA: 3s - loss: 0.2705 - accuracy: 0.8739
236/296 [======================>.......] - ETA: 3s - loss: 0.2697 - accuracy: 0.8745
237/296 [=======================>......] - ETA: 3s - loss: 0.2690 - accuracy: 0.8750
238/296 [=======================>......] - ETA: 3s - loss: 0.2697 - accuracy: 0.8750
239/296 [=======================>......] - ETA: 3s - loss: 0.2689 - accuracy: 0.8753
240/296 [=======================>......] - ETA: 3s - loss: 0.2693 - accuracy: 0.8747
241/296 [=======================>......] - ETA: 3s - loss: 0.2688 - accuracy: 0.8747
242/296 [=======================>......] - ETA: 3s - loss: 0.2690 - accuracy: 0.8745
243/296 [=======================>......] - ETA: 3s - loss: 0.2685 - accuracy: 0.8747
244/296 [=======================>......] - ETA: 3s - loss: 0.2684 - accuracy: 0.8747
245/296 [=======================>......] - ETA: 3s - loss: 0.2686 - accuracy: 0.8747
246/296 [=======================>......] - ETA: 3s - loss: 0.2684 - accuracy: 0.8750
247/296 [========================>.....] - ETA: 3s - loss: 0.2683 - accuracy: 0.8750
248/296 [========================>.....] - ETA: 3s - loss: 0.2679 - accuracy: 0.8750
249/296 [========================>.....] - ETA: 2s - loss: 0.2674 - accuracy: 0.8755
250/296 [========================>.....] - ETA: 2s - loss: 0.2669 - accuracy: 0.8758
251/296 [========================>.....] - ETA: 2s - loss: 0.2670 - accuracy: 0.8755
252/296 [========================>.....] - ETA: 2s - loss: 0.2663 - accuracy: 0.8760
253/296 [========================>.....] - ETA: 2s - loss: 0.2656 - accuracy: 0.8765
254/296 [========================>.....] - ETA: 2s - loss: 0.2660 - accuracy: 0.8762
255/296 [========================>.....] - ETA: 2s - loss: 0.2667 - accuracy: 0.8760
256/296 [========================>.....] - ETA: 2s - loss: 0.2668 - accuracy: 0.8760
257/296 [=========================>....] - ETA: 2s - loss: 0.2663 - accuracy: 0.8762
258/296 [=========================>....] - ETA: 2s - loss: 0.2657 - accuracy: 0.8765
259/296 [=========================>....] - ETA: 2s - loss: 0.2674 - accuracy: 0.8755
260/296 [=========================>....] - ETA: 2s - loss: 0.2677 - accuracy: 0.8752
261/296 [=========================>....] - ETA: 2s - loss: 0.2671 - accuracy: 0.8757
262/296 [=========================>....] - ETA: 2s - loss: 0.2675 - accuracy: 0.8755
263/296 [=========================>....] - ETA: 2s - loss: 0.2675 - accuracy: 0.8757
264/296 [=========================>....] - ETA: 2s - loss: 0.2682 - accuracy: 0.8752
265/296 [=========================>....] - ETA: 1s - loss: 0.2681 - accuracy: 0.8752
266/296 [=========================>....] - ETA: 1s - loss: 0.2678 - accuracy: 0.8752
267/296 [==========================>...] - ETA: 1s - loss: 0.2686 - accuracy: 0.8748
268/296 [==========================>...] - ETA: 1s - loss: 0.2679 - accuracy: 0.8752
269/296 [==========================>...] - ETA: 1s - loss: 0.2676 - accuracy: 0.8755
270/296 [==========================>...] - ETA: 1s - loss: 0.2676 - accuracy: 0.8757
271/296 [==========================>...] - ETA: 1s - loss: 0.2675 - accuracy: 0.8755
272/296 [==========================>...] - ETA: 1s - loss: 0.2675 - accuracy: 0.8755
273/296 [==========================>...] - ETA: 1s - loss: 0.2670 - accuracy: 0.8757
274/296 [==========================>...] - ETA: 1s - loss: 0.2668 - accuracy: 0.8759
275/296 [==========================>...] - ETA: 1s - loss: 0.2669 - accuracy: 0.8755
276/296 [==========================>...] - ETA: 1s - loss: 0.2680 - accuracy: 0.8755
277/296 [===========================>..] - ETA: 1s - loss: 0.2675 - accuracy: 0.8757
278/296 [===========================>..] - ETA: 1s - loss: 0.2674 - accuracy: 0.8759
279/296 [===========================>..] - ETA: 1s - loss: 0.2674 - accuracy: 0.8759
280/296 [===========================>..] - ETA: 1s - loss: 0.2672 - accuracy: 0.8759
281/296 [===========================>..] - ETA: 0s - loss: 0.2676 - accuracy: 0.8757
282/296 [===========================>..] - ETA: 0s - loss: 0.2680 - accuracy: 0.8754
283/296 [===========================>..] - ETA: 0s - loss: 0.2680 - accuracy: 0.8754
284/296 [===========================>..] - ETA: 0s - loss: 0.2677 - accuracy: 0.8757
285/296 [===========================>..] - ETA: 0s - loss: 0.2672 - accuracy: 0.8759
286/296 [===========================>..] - ETA: 0s - loss: 0.2671 - accuracy: 0.8759
287/296 [============================>.] - ETA: 0s - loss: 0.2673 - accuracy: 0.8757
288/296 [============================>.] - ETA: 0s - loss: 0.2667 - accuracy: 0.8761
289/296 [============================>.] - ETA: 0s - loss: 0.2665 - accuracy: 0.8763
290/296 [============================>.] - ETA: 0s - loss: 0.2663 - accuracy: 0.8765
291/296 [============================>.] - ETA: 0s - loss: 0.2658 - accuracy: 0.8769
292/296 [============================>.] - ETA: 0s - loss: 0.2666 - accuracy: 0.8763
293/296 [============================>.] - ETA: 0s - loss: 0.2664 - accuracy: 0.8763
294/296 [============================>.] - ETA: 0s - loss: 0.2660 - accuracy: 0.8765
295/296 [============================>.] - ETA: 0s - loss: 0.2659 - accuracy: 0.8765
296/296 [==============================] - 19s 63ms/step - loss: 0.2656 - accuracy: 0.8768

296/296 [==============================] - 20s 68ms/step - loss: 0.2656 - accuracy: 0.8768 - val_loss: 0.2514 - val_accuracy: 0.8897
Epoch 13/50

  1/296 [..............................] - ETA: 16s - loss: 0.3978 - accuracy: 0.8750
  2/296 [..............................] - ETA: 17s - loss: 0.3303 - accuracy: 0.8750
  3/296 [..............................] - ETA: 16s - loss: 0.3034 - accuracy: 0.8750
  4/296 [..............................] - ETA: 16s - loss: 0.2784 - accuracy: 0.8750
  5/296 [..............................] - ETA: 16s - loss: 0.2729 - accuracy: 0.8750
  6/296 [..............................] - ETA: 16s - loss: 0.2700 - accuracy: 0.8854
  7/296 [..............................] - ETA: 16s - loss: 0.2953 - accuracy: 0.8750
  8/296 [..............................] - ETA: 16s - loss: 0.2967 - accuracy: 0.8750
  9/296 [..............................] - ETA: 16s - loss: 0.2821 - accuracy: 0.8819
 10/296 [>.............................] - ETA: 16s - loss: 0.2773 - accuracy: 0.8875
 11/296 [>.............................] - ETA: 16s - loss: 0.2912 - accuracy: 0.8807
 12/296 [>.............................] - ETA: 16s - loss: 0.2834 - accuracy: 0.8802
 13/296 [>.............................] - ETA: 16s - loss: 0.2820 - accuracy: 0.8750
 14/296 [>.............................] - ETA: 16s - loss: 0.2803 - accuracy: 0.8795
 15/296 [>.............................] - ETA: 16s - loss: 0.2750 - accuracy: 0.8833
 16/296 [>.............................] - ETA: 16s - loss: 0.2636 - accuracy: 0.8867
 17/296 [>.............................] - ETA: 16s - loss: 0.2522 - accuracy: 0.8934
 18/296 [>.............................] - ETA: 16s - loss: 0.2444 - accuracy: 0.8993
 19/296 [>.............................] - ETA: 15s - loss: 0.2385 - accuracy: 0.9046
 20/296 [=>............................] - ETA: 15s - loss: 0.2343 - accuracy: 0.9031
 21/296 [=>............................] - ETA: 15s - loss: 0.2427 - accuracy: 0.8958
 22/296 [=>............................] - ETA: 15s - loss: 0.2396 - accuracy: 0.8920
 23/296 [=>............................] - ETA: 15s - loss: 0.2379 - accuracy: 0.8913
 24/296 [=>............................] - ETA: 15s - loss: 0.2578 - accuracy: 0.8854
 25/296 [=>............................] - ETA: 15s - loss: 0.2529 - accuracy: 0.8875
 26/296 [=>............................] - ETA: 15s - loss: 0.2642 - accuracy: 0.8822
 27/296 [=>............................] - ETA: 15s - loss: 0.2621 - accuracy: 0.8843
 28/296 [=>............................] - ETA: 15s - loss: 0.2582 - accuracy: 0.8839
 29/296 [=>............................] - ETA: 15s - loss: 0.2518 - accuracy: 0.8879
 30/296 [==>...........................] - ETA: 15s - loss: 0.2494 - accuracy: 0.8875
 31/296 [==>...........................] - ETA: 15s - loss: 0.2498 - accuracy: 0.8871
 32/296 [==>...........................] - ETA: 15s - loss: 0.2466 - accuracy: 0.8887
 33/296 [==>...........................] - ETA: 15s - loss: 0.2425 - accuracy: 0.8902
 34/296 [==>...........................] - ETA: 15s - loss: 0.2387 - accuracy: 0.8915
 35/296 [==>...........................] - ETA: 15s - loss: 0.2372 - accuracy: 0.8911
 36/296 [==>...........................] - ETA: 14s - loss: 0.2368 - accuracy: 0.8924
 37/296 [==>...........................] - ETA: 14s - loss: 0.2359 - accuracy: 0.8936
 38/296 [==>...........................] - ETA: 14s - loss: 0.2419 - accuracy: 0.8898
 39/296 [==>...........................] - ETA: 14s - loss: 0.2394 - accuracy: 0.8910
 40/296 [===>..........................] - ETA: 14s - loss: 0.2403 - accuracy: 0.8891
 41/296 [===>..........................] - ETA: 14s - loss: 0.2360 - accuracy: 0.8918
 42/296 [===>..........................] - ETA: 14s - loss: 0.2319 - accuracy: 0.8943
 43/296 [===>..........................] - ETA: 14s - loss: 0.2324 - accuracy: 0.8939
 44/296 [===>..........................] - ETA: 14s - loss: 0.2297 - accuracy: 0.8949
 45/296 [===>..........................] - ETA: 14s - loss: 0.2324 - accuracy: 0.8917
 46/296 [===>..........................] - ETA: 14s - loss: 0.2310 - accuracy: 0.8927
 47/296 [===>..........................] - ETA: 14s - loss: 0.2292 - accuracy: 0.8923
 48/296 [===>..........................] - ETA: 14s - loss: 0.2325 - accuracy: 0.8919
 49/296 [===>..........................] - ETA: 14s - loss: 0.2365 - accuracy: 0.8890
 50/296 [====>.........................] - ETA: 14s - loss: 0.2342 - accuracy: 0.8900
 51/296 [====>.........................] - ETA: 14s - loss: 0.2334 - accuracy: 0.8922
 52/296 [====>.........................] - ETA: 14s - loss: 0.2327 - accuracy: 0.8930
 53/296 [====>.........................] - ETA: 14s - loss: 0.2362 - accuracy: 0.8915
 54/296 [====>.........................] - ETA: 14s - loss: 0.2385 - accuracy: 0.8900
 55/296 [====>.........................] - ETA: 13s - loss: 0.2449 - accuracy: 0.8864
 56/296 [====>.........................] - ETA: 13s - loss: 0.2433 - accuracy: 0.8862
 57/296 [====>.........................] - ETA: 13s - loss: 0.2406 - accuracy: 0.8882
 58/296 [====>.........................] - ETA: 13s - loss: 0.2398 - accuracy: 0.8890
 59/296 [====>.........................] - ETA: 13s - loss: 0.2416 - accuracy: 0.8888
 60/296 [=====>........................] - ETA: 13s - loss: 0.2401 - accuracy: 0.8906
 61/296 [=====>........................] - ETA: 13s - loss: 0.2400 - accuracy: 0.8893
 62/296 [=====>........................] - ETA: 13s - loss: 0.2401 - accuracy: 0.8881
 63/296 [=====>........................] - ETA: 13s - loss: 0.2455 - accuracy: 0.8859
 64/296 [=====>........................] - ETA: 13s - loss: 0.2463 - accuracy: 0.8857
 65/296 [=====>........................] - ETA: 13s - loss: 0.2483 - accuracy: 0.8856
 66/296 [=====>........................] - ETA: 13s - loss: 0.2484 - accuracy: 0.8864
 67/296 [=====>........................] - ETA: 13s - loss: 0.2476 - accuracy: 0.8871
 68/296 [=====>........................] - ETA: 13s - loss: 0.2453 - accuracy: 0.8888
 69/296 [=====>........................] - ETA: 13s - loss: 0.2481 - accuracy: 0.8868
 70/296 [======>.......................] - ETA: 13s - loss: 0.2477 - accuracy: 0.8866
 71/296 [======>.......................] - ETA: 13s - loss: 0.2490 - accuracy: 0.8856
 72/296 [======>.......................] - ETA: 13s - loss: 0.2485 - accuracy: 0.8863
 73/296 [======>.......................] - ETA: 13s - loss: 0.2475 - accuracy: 0.8870
 74/296 [======>.......................] - ETA: 13s - loss: 0.2502 - accuracy: 0.8860
 75/296 [======>.......................] - ETA: 13s - loss: 0.2494 - accuracy: 0.8875
 76/296 [======>.......................] - ETA: 13s - loss: 0.2488 - accuracy: 0.8882
 77/296 [======>.......................] - ETA: 13s - loss: 0.2484 - accuracy: 0.8880
 78/296 [======>.......................] - ETA: 13s - loss: 0.2471 - accuracy: 0.8886
 79/296 [=======>......................] - ETA: 12s - loss: 0.2476 - accuracy: 0.8877
 80/296 [=======>......................] - ETA: 12s - loss: 0.2471 - accuracy: 0.8875
 81/296 [=======>......................] - ETA: 12s - loss: 0.2462 - accuracy: 0.8881
 82/296 [=======>......................] - ETA: 12s - loss: 0.2475 - accuracy: 0.8880
 83/296 [=======>......................] - ETA: 12s - loss: 0.2473 - accuracy: 0.8878
 84/296 [=======>......................] - ETA: 12s - loss: 0.2458 - accuracy: 0.8884
 85/296 [=======>......................] - ETA: 12s - loss: 0.2452 - accuracy: 0.8882
 86/296 [=======>......................] - ETA: 12s - loss: 0.2444 - accuracy: 0.8888
 87/296 [=======>......................] - ETA: 12s - loss: 0.2445 - accuracy: 0.8894
 88/296 [=======>......................] - ETA: 12s - loss: 0.2455 - accuracy: 0.8885
 89/296 [========>.....................] - ETA: 12s - loss: 0.2436 - accuracy: 0.8890
 90/296 [========>.....................] - ETA: 12s - loss: 0.2439 - accuracy: 0.8889
 91/296 [========>.....................] - ETA: 12s - loss: 0.2421 - accuracy: 0.8901
 92/296 [========>.....................] - ETA: 12s - loss: 0.2460 - accuracy: 0.8886
 93/296 [========>.....................] - ETA: 12s - loss: 0.2459 - accuracy: 0.8891
 94/296 [========>.....................] - ETA: 12s - loss: 0.2484 - accuracy: 0.8883
 95/296 [========>.....................] - ETA: 12s - loss: 0.2497 - accuracy: 0.8882
 96/296 [========>.....................] - ETA: 12s - loss: 0.2485 - accuracy: 0.8887
 97/296 [========>.....................] - ETA: 12s - loss: 0.2473 - accuracy: 0.8892
 98/296 [========>.....................] - ETA: 12s - loss: 0.2481 - accuracy: 0.8878
 99/296 [=========>....................] - ETA: 11s - loss: 0.2487 - accuracy: 0.8864
100/296 [=========>....................] - ETA: 11s - loss: 0.2496 - accuracy: 0.8850
101/296 [=========>....................] - ETA: 11s - loss: 0.2493 - accuracy: 0.8855
102/296 [=========>....................] - ETA: 11s - loss: 0.2472 - accuracy: 0.8866
103/296 [=========>....................] - ETA: 11s - loss: 0.2459 - accuracy: 0.8877
104/296 [=========>....................] - ETA: 11s - loss: 0.2460 - accuracy: 0.8882
105/296 [=========>....................] - ETA: 11s - loss: 0.2469 - accuracy: 0.8881
106/296 [=========>....................] - ETA: 11s - loss: 0.2460 - accuracy: 0.8886
107/296 [=========>....................] - ETA: 11s - loss: 0.2475 - accuracy: 0.8884
108/296 [=========>....................] - ETA: 11s - loss: 0.2471 - accuracy: 0.8889
109/296 [==========>...................] - ETA: 11s - loss: 0.2459 - accuracy: 0.8893
110/296 [==========>...................] - ETA: 11s - loss: 0.2441 - accuracy: 0.8903
111/296 [==========>...................] - ETA: 11s - loss: 0.2434 - accuracy: 0.8908
112/296 [==========>...................] - ETA: 11s - loss: 0.2441 - accuracy: 0.8895
113/296 [==========>...................] - ETA: 11s - loss: 0.2433 - accuracy: 0.8899
114/296 [==========>...................] - ETA: 11s - loss: 0.2442 - accuracy: 0.8893
115/296 [==========>...................] - ETA: 11s - loss: 0.2439 - accuracy: 0.8891
116/296 [==========>...................] - ETA: 11s - loss: 0.2430 - accuracy: 0.8895
117/296 [==========>...................] - ETA: 11s - loss: 0.2422 - accuracy: 0.8900
118/296 [==========>...................] - ETA: 11s - loss: 0.2434 - accuracy: 0.8898
119/296 [===========>..................] - ETA: 10s - loss: 0.2425 - accuracy: 0.8897
120/296 [===========>..................] - ETA: 10s - loss: 0.2434 - accuracy: 0.8896
121/296 [===========>..................] - ETA: 10s - loss: 0.2457 - accuracy: 0.8874
122/296 [===========>..................] - ETA: 10s - loss: 0.2448 - accuracy: 0.8878
123/296 [===========>..................] - ETA: 10s - loss: 0.2451 - accuracy: 0.8872
124/296 [===========>..................] - ETA: 10s - loss: 0.2447 - accuracy: 0.8871
125/296 [===========>..................] - ETA: 10s - loss: 0.2485 - accuracy: 0.8860
126/296 [===========>..................] - ETA: 10s - loss: 0.2496 - accuracy: 0.8859
127/296 [===========>..................] - ETA: 10s - loss: 0.2490 - accuracy: 0.8863
128/296 [===========>..................] - ETA: 10s - loss: 0.2503 - accuracy: 0.8857
129/296 [============>.................] - ETA: 10s - loss: 0.2507 - accuracy: 0.8847
130/296 [============>.................] - ETA: 10s - loss: 0.2514 - accuracy: 0.8846
131/296 [============>.................] - ETA: 10s - loss: 0.2502 - accuracy: 0.8850
132/296 [============>.................] - ETA: 10s - loss: 0.2503 - accuracy: 0.8849
133/296 [============>.................] - ETA: 10s - loss: 0.2500 - accuracy: 0.8849
134/296 [============>.................] - ETA: 10s - loss: 0.2495 - accuracy: 0.8843
135/296 [============>.................] - ETA: 10s - loss: 0.2507 - accuracy: 0.8829
136/296 [============>.................] - ETA: 9s - loss: 0.2515 - accuracy: 0.8824 
137/296 [============>.................] - ETA: 9s - loss: 0.2519 - accuracy: 0.8818
138/296 [============>.................] - ETA: 9s - loss: 0.2533 - accuracy: 0.8800
139/296 [=============>................] - ETA: 9s - loss: 0.2529 - accuracy: 0.8799
140/296 [=============>................] - ETA: 9s - loss: 0.2541 - accuracy: 0.8795
141/296 [=============>................] - ETA: 9s - loss: 0.2550 - accuracy: 0.8790
142/296 [=============>................] - ETA: 9s - loss: 0.2558 - accuracy: 0.8781
143/296 [=============>................] - ETA: 9s - loss: 0.2552 - accuracy: 0.8785
144/296 [=============>................] - ETA: 9s - loss: 0.2557 - accuracy: 0.8780
145/296 [=============>................] - ETA: 9s - loss: 0.2558 - accuracy: 0.8772
146/296 [=============>................] - ETA: 9s - loss: 0.2562 - accuracy: 0.8767
147/296 [=============>................] - ETA: 9s - loss: 0.2552 - accuracy: 0.8771
148/296 [==============>...............] - ETA: 9s - loss: 0.2556 - accuracy: 0.8758
149/296 [==============>...............] - ETA: 9s - loss: 0.2557 - accuracy: 0.8763
150/296 [==============>...............] - ETA: 9s - loss: 0.2558 - accuracy: 0.8754
151/296 [==============>...............] - ETA: 9s - loss: 0.2550 - accuracy: 0.8762
152/296 [==============>...............] - ETA: 8s - loss: 0.2546 - accuracy: 0.8766
153/296 [==============>...............] - ETA: 8s - loss: 0.2545 - accuracy: 0.8766
154/296 [==============>...............] - ETA: 8s - loss: 0.2537 - accuracy: 0.8770
155/296 [==============>...............] - ETA: 8s - loss: 0.2538 - accuracy: 0.8770
156/296 [==============>...............] - ETA: 8s - loss: 0.2556 - accuracy: 0.8758
157/296 [==============>...............] - ETA: 8s - loss: 0.2559 - accuracy: 0.8750
158/296 [===============>..............] - ETA: 8s - loss: 0.2555 - accuracy: 0.8754
159/296 [===============>..............] - ETA: 8s - loss: 0.2551 - accuracy: 0.8758
160/296 [===============>..............] - ETA: 8s - loss: 0.2569 - accuracy: 0.8758
161/296 [===============>..............] - ETA: 8s - loss: 0.2564 - accuracy: 0.8766
162/296 [===============>..............] - ETA: 8s - loss: 0.2586 - accuracy: 0.8758
163/296 [===============>..............] - ETA: 8s - loss: 0.2587 - accuracy: 0.8762
164/296 [===============>..............] - ETA: 8s - loss: 0.2585 - accuracy: 0.8761
165/296 [===============>..............] - ETA: 8s - loss: 0.2590 - accuracy: 0.8761
166/296 [===============>..............] - ETA: 8s - loss: 0.2599 - accuracy: 0.8758
167/296 [===============>..............] - ETA: 8s - loss: 0.2603 - accuracy: 0.8754
168/296 [================>.............] - ETA: 7s - loss: 0.2608 - accuracy: 0.8746
169/296 [================>.............] - ETA: 7s - loss: 0.2606 - accuracy: 0.8750
170/296 [================>.............] - ETA: 7s - loss: 0.2616 - accuracy: 0.8746
171/296 [================>.............] - ETA: 7s - loss: 0.2612 - accuracy: 0.8750
172/296 [================>.............] - ETA: 7s - loss: 0.2605 - accuracy: 0.8757
173/296 [================>.............] - ETA: 7s - loss: 0.2610 - accuracy: 0.8757
174/296 [================>.............] - ETA: 7s - loss: 0.2603 - accuracy: 0.8764
175/296 [================>.............] - ETA: 7s - loss: 0.2608 - accuracy: 0.8761
176/296 [================>.............] - ETA: 7s - loss: 0.2599 - accuracy: 0.8764
177/296 [================>.............] - ETA: 7s - loss: 0.2594 - accuracy: 0.8764
178/296 [=================>............] - ETA: 7s - loss: 0.2589 - accuracy: 0.8771
179/296 [=================>............] - ETA: 7s - loss: 0.2585 - accuracy: 0.8771
180/296 [=================>............] - ETA: 7s - loss: 0.2585 - accuracy: 0.8771
181/296 [=================>............] - ETA: 7s - loss: 0.2581 - accuracy: 0.8774
182/296 [=================>............] - ETA: 7s - loss: 0.2589 - accuracy: 0.8774
183/296 [=================>............] - ETA: 7s - loss: 0.2576 - accuracy: 0.8781
184/296 [=================>............] - ETA: 6s - loss: 0.2572 - accuracy: 0.8784
185/296 [=================>............] - ETA: 6s - loss: 0.2571 - accuracy: 0.8787
186/296 [=================>............] - ETA: 6s - loss: 0.2636 - accuracy: 0.8787
187/296 [=================>............] - ETA: 6s - loss: 0.2629 - accuracy: 0.8790
188/296 [==================>...........] - ETA: 6s - loss: 0.2644 - accuracy: 0.8783
189/296 [==================>...........] - ETA: 6s - loss: 0.2660 - accuracy: 0.8773
190/296 [==================>...........] - ETA: 6s - loss: 0.2652 - accuracy: 0.8776
191/296 [==================>...........] - ETA: 6s - loss: 0.2652 - accuracy: 0.8779
192/296 [==================>...........] - ETA: 6s - loss: 0.2642 - accuracy: 0.8786
193/296 [==================>...........] - ETA: 6s - loss: 0.2642 - accuracy: 0.8786
194/296 [==================>...........] - ETA: 6s - loss: 0.2649 - accuracy: 0.8782
195/296 [==================>...........] - ETA: 6s - loss: 0.2657 - accuracy: 0.8782
196/296 [==================>...........] - ETA: 6s - loss: 0.2660 - accuracy: 0.8779
197/296 [==================>...........] - ETA: 6s - loss: 0.2659 - accuracy: 0.8779
198/296 [===================>..........] - ETA: 6s - loss: 0.2655 - accuracy: 0.8782
199/296 [===================>..........] - ETA: 6s - loss: 0.2667 - accuracy: 0.8775
200/296 [===================>..........] - ETA: 5s - loss: 0.2668 - accuracy: 0.8775
201/296 [===================>..........] - ETA: 5s - loss: 0.2668 - accuracy: 0.8778
202/296 [===================>..........] - ETA: 5s - loss: 0.2665 - accuracy: 0.8781
203/296 [===================>..........] - ETA: 5s - loss: 0.2668 - accuracy: 0.8778
204/296 [===================>..........] - ETA: 5s - loss: 0.2665 - accuracy: 0.8781
205/296 [===================>..........] - ETA: 5s - loss: 0.2661 - accuracy: 0.8784
206/296 [===================>..........] - ETA: 5s - loss: 0.2664 - accuracy: 0.8786
207/296 [===================>..........] - ETA: 5s - loss: 0.2661 - accuracy: 0.8789
208/296 [====================>.........] - ETA: 5s - loss: 0.2650 - accuracy: 0.8795
209/296 [====================>.........] - ETA: 5s - loss: 0.2645 - accuracy: 0.8798
210/296 [====================>.........] - ETA: 5s - loss: 0.2638 - accuracy: 0.8801
211/296 [====================>.........] - ETA: 5s - loss: 0.2633 - accuracy: 0.8803
212/296 [====================>.........] - ETA: 5s - loss: 0.2647 - accuracy: 0.8803
213/296 [====================>.........] - ETA: 5s - loss: 0.2646 - accuracy: 0.8806
214/296 [====================>.........] - ETA: 5s - loss: 0.2644 - accuracy: 0.8803
215/296 [====================>.........] - ETA: 4s - loss: 0.2654 - accuracy: 0.8794
216/296 [====================>.........] - ETA: 4s - loss: 0.2650 - accuracy: 0.8793
217/296 [====================>.........] - ETA: 4s - loss: 0.2651 - accuracy: 0.8793
218/296 [=====================>........] - ETA: 4s - loss: 0.2646 - accuracy: 0.8796
219/296 [=====================>........] - ETA: 4s - loss: 0.2649 - accuracy: 0.8793
220/296 [=====================>........] - ETA: 4s - loss: 0.2650 - accuracy: 0.8793
221/296 [=====================>........] - ETA: 4s - loss: 0.2649 - accuracy: 0.8795
222/296 [=====================>........] - ETA: 4s - loss: 0.2653 - accuracy: 0.8789
223/296 [=====================>........] - ETA: 4s - loss: 0.2654 - accuracy: 0.8789
224/296 [=====================>........] - ETA: 4s - loss: 0.2652 - accuracy: 0.8795
225/296 [=====================>........] - ETA: 4s - loss: 0.2656 - accuracy: 0.8794
226/296 [=====================>........] - ETA: 4s - loss: 0.2655 - accuracy: 0.8800
227/296 [======================>.......] - ETA: 4s - loss: 0.2660 - accuracy: 0.8794
228/296 [======================>.......] - ETA: 4s - loss: 0.2664 - accuracy: 0.8791
229/296 [======================>.......] - ETA: 4s - loss: 0.2658 - accuracy: 0.8796
230/296 [======================>.......] - ETA: 4s - loss: 0.2656 - accuracy: 0.8802
231/296 [======================>.......] - ETA: 3s - loss: 0.2658 - accuracy: 0.8801
232/296 [======================>.......] - ETA: 3s - loss: 0.2660 - accuracy: 0.8798
233/296 [======================>.......] - ETA: 3s - loss: 0.2664 - accuracy: 0.8796
234/296 [======================>.......] - ETA: 3s - loss: 0.2661 - accuracy: 0.8798
235/296 [======================>.......] - ETA: 3s - loss: 0.2657 - accuracy: 0.8798
236/296 [======================>.......] - ETA: 3s - loss: 0.2654 - accuracy: 0.8800
237/296 [=======================>......] - ETA: 3s - loss: 0.2649 - accuracy: 0.8805
238/296 [=======================>......] - ETA: 3s - loss: 0.2645 - accuracy: 0.8808
239/296 [=======================>......] - ETA: 3s - loss: 0.2638 - accuracy: 0.8813
240/296 [=======================>......] - ETA: 3s - loss: 0.2638 - accuracy: 0.8813
241/296 [=======================>......] - ETA: 3s - loss: 0.2644 - accuracy: 0.8810
242/296 [=======================>......] - ETA: 3s - loss: 0.2640 - accuracy: 0.8812
243/296 [=======================>......] - ETA: 3s - loss: 0.2640 - accuracy: 0.8812
244/296 [=======================>......] - ETA: 3s - loss: 0.2639 - accuracy: 0.8811
245/296 [=======================>......] - ETA: 3s - loss: 0.2634 - accuracy: 0.8814
246/296 [=======================>......] - ETA: 3s - loss: 0.2639 - accuracy: 0.8814
247/296 [========================>.....] - ETA: 2s - loss: 0.2641 - accuracy: 0.8813
248/296 [========================>.....] - ETA: 2s - loss: 0.2646 - accuracy: 0.8813
249/296 [========================>.....] - ETA: 2s - loss: 0.2649 - accuracy: 0.8810
250/296 [========================>.....] - ETA: 2s - loss: 0.2652 - accuracy: 0.8810
251/296 [========================>.....] - ETA: 2s - loss: 0.2659 - accuracy: 0.8805
252/296 [========================>.....] - ETA: 2s - loss: 0.2652 - accuracy: 0.8807
253/296 [========================>.....] - ETA: 2s - loss: 0.2645 - accuracy: 0.8812
254/296 [========================>.....] - ETA: 2s - loss: 0.2643 - accuracy: 0.8814
255/296 [========================>.....] - ETA: 2s - loss: 0.2652 - accuracy: 0.8811
256/296 [========================>.....] - ETA: 2s - loss: 0.2658 - accuracy: 0.8806
257/296 [=========================>....] - ETA: 2s - loss: 0.2652 - accuracy: 0.8811
258/296 [=========================>....] - ETA: 2s - loss: 0.2649 - accuracy: 0.8813
259/296 [=========================>....] - ETA: 2s - loss: 0.2643 - accuracy: 0.8815
260/296 [=========================>....] - ETA: 2s - loss: 0.2644 - accuracy: 0.8815
261/296 [=========================>....] - ETA: 2s - loss: 0.2647 - accuracy: 0.8812
262/296 [=========================>....] - ETA: 2s - loss: 0.2642 - accuracy: 0.8817
263/296 [=========================>....] - ETA: 2s - loss: 0.2639 - accuracy: 0.8819
264/296 [=========================>....] - ETA: 1s - loss: 0.2644 - accuracy: 0.8814
265/296 [=========================>....] - ETA: 1s - loss: 0.2642 - accuracy: 0.8816
266/296 [=========================>....] - ETA: 1s - loss: 0.2637 - accuracy: 0.8820
267/296 [==========================>...] - ETA: 1s - loss: 0.2639 - accuracy: 0.8818
268/296 [==========================>...] - ETA: 1s - loss: 0.2635 - accuracy: 0.8822
269/296 [==========================>...] - ETA: 1s - loss: 0.2634 - accuracy: 0.8822
270/296 [==========================>...] - ETA: 1s - loss: 0.2636 - accuracy: 0.8819
271/296 [==========================>...] - ETA: 1s - loss: 0.2636 - accuracy: 0.8819
272/296 [==========================>...] - ETA: 1s - loss: 0.2635 - accuracy: 0.8819
273/296 [==========================>...] - ETA: 1s - loss: 0.2634 - accuracy: 0.8819
274/296 [==========================>...] - ETA: 1s - loss: 0.2631 - accuracy: 0.8818
275/296 [==========================>...] - ETA: 1s - loss: 0.2630 - accuracy: 0.8818
276/296 [==========================>...] - ETA: 1s - loss: 0.2625 - accuracy: 0.8820
277/296 [===========================>..] - ETA: 1s - loss: 0.2628 - accuracy: 0.8818
278/296 [===========================>..] - ETA: 1s - loss: 0.2638 - accuracy: 0.8813
279/296 [===========================>..] - ETA: 1s - loss: 0.2639 - accuracy: 0.8813
280/296 [===========================>..] - ETA: 0s - loss: 0.2635 - accuracy: 0.8813
281/296 [===========================>..] - ETA: 0s - loss: 0.2632 - accuracy: 0.8812
282/296 [===========================>..] - ETA: 0s - loss: 0.2644 - accuracy: 0.8803
283/296 [===========================>..] - ETA: 0s - loss: 0.2643 - accuracy: 0.8801
284/296 [===========================>..] - ETA: 0s - loss: 0.2638 - accuracy: 0.8803
285/296 [===========================>..] - ETA: 0s - loss: 0.2638 - accuracy: 0.8805
286/296 [===========================>..] - ETA: 0s - loss: 0.2639 - accuracy: 0.8805
287/296 [============================>.] - ETA: 0s - loss: 0.2643 - accuracy: 0.8802
288/296 [============================>.] - ETA: 0s - loss: 0.2650 - accuracy: 0.8798
289/296 [============================>.] - ETA: 0s - loss: 0.2652 - accuracy: 0.8795
290/296 [============================>.] - ETA: 0s - loss: 0.2655 - accuracy: 0.8795
291/296 [============================>.] - ETA: 0s - loss: 0.2650 - accuracy: 0.8799
292/296 [============================>.] - ETA: 0s - loss: 0.2649 - accuracy: 0.8797
293/296 [============================>.] - ETA: 0s - loss: 0.2648 - accuracy: 0.8799
294/296 [============================>.] - ETA: 0s - loss: 0.2647 - accuracy: 0.8801
295/296 [============================>.] - ETA: 0s - loss: 0.2650 - accuracy: 0.8801
296/296 [==============================] - 18s 61ms/step - loss: 0.2646 - accuracy: 0.8804

296/296 [==============================] - 19s 65ms/step - loss: 0.2646 - accuracy: 0.8804 - val_loss: 0.2566 - val_accuracy: 0.8827
Epoch 14/50

  1/296 [..............................] - ETA: 16s - loss: 0.2971 - accuracy: 0.8750
  2/296 [..............................] - ETA: 16s - loss: 0.2459 - accuracy: 0.9375
  3/296 [..............................] - ETA: 16s - loss: 0.3036 - accuracy: 0.8542
  4/296 [..............................] - ETA: 16s - loss: 0.2508 - accuracy: 0.8906
  5/296 [..............................] - ETA: 16s - loss: 0.2465 - accuracy: 0.9125
  6/296 [..............................] - ETA: 16s - loss: 0.2692 - accuracy: 0.8750
  7/296 [..............................] - ETA: 16s - loss: 0.2684 - accuracy: 0.8750
  8/296 [..............................] - ETA: 16s - loss: 0.2497 - accuracy: 0.8906
  9/296 [..............................] - ETA: 16s - loss: 0.2534 - accuracy: 0.8889
 10/296 [>.............................] - ETA: 16s - loss: 0.2383 - accuracy: 0.9000
 11/296 [>.............................] - ETA: 16s - loss: 0.2465 - accuracy: 0.8977
 12/296 [>.............................] - ETA: 16s - loss: 0.2513 - accuracy: 0.8958
 13/296 [>.............................] - ETA: 16s - loss: 0.2441 - accuracy: 0.9038
 14/296 [>.............................] - ETA: 16s - loss: 0.2499 - accuracy: 0.8973
 15/296 [>.............................] - ETA: 16s - loss: 0.2573 - accuracy: 0.8875
 16/296 [>.............................] - ETA: 16s - loss: 0.2493 - accuracy: 0.8906
 17/296 [>.............................] - ETA: 16s - loss: 0.2507 - accuracy: 0.8897
 18/296 [>.............................] - ETA: 16s - loss: 0.2619 - accuracy: 0.8854
 19/296 [>.............................] - ETA: 16s - loss: 0.2539 - accuracy: 0.8882
 20/296 [=>............................] - ETA: 16s - loss: 0.2482 - accuracy: 0.8906
 21/296 [=>............................] - ETA: 16s - loss: 0.2438 - accuracy: 0.8929
 22/296 [=>............................] - ETA: 16s - loss: 0.2460 - accuracy: 0.8892
 23/296 [=>............................] - ETA: 16s - loss: 0.2408 - accuracy: 0.8913
 24/296 [=>............................] - ETA: 16s - loss: 0.2454 - accuracy: 0.8906
 25/296 [=>............................] - ETA: 16s - loss: 0.2431 - accuracy: 0.8900
 26/296 [=>............................] - ETA: 16s - loss: 0.2545 - accuracy: 0.8894
 27/296 [=>............................] - ETA: 16s - loss: 0.2598 - accuracy: 0.8866
 28/296 [=>............................] - ETA: 16s - loss: 0.2596 - accuracy: 0.8862
 29/296 [=>............................] - ETA: 16s - loss: 0.2572 - accuracy: 0.8858
 30/296 [==>...........................] - ETA: 16s - loss: 0.2592 - accuracy: 0.8854
 31/296 [==>...........................] - ETA: 16s - loss: 0.2587 - accuracy: 0.8831
 32/296 [==>...........................] - ETA: 15s - loss: 0.2580 - accuracy: 0.8848
 33/296 [==>...........................] - ETA: 15s - loss: 0.2600 - accuracy: 0.8845
 34/296 [==>...........................] - ETA: 15s - loss: 0.2572 - accuracy: 0.8879
 35/296 [==>...........................] - ETA: 15s - loss: 0.2594 - accuracy: 0.8857
 36/296 [==>...........................] - ETA: 15s - loss: 0.2559 - accuracy: 0.8872
 37/296 [==>...........................] - ETA: 15s - loss: 0.2543 - accuracy: 0.8902
 38/296 [==>...........................] - ETA: 15s - loss: 0.2606 - accuracy: 0.8865
 39/296 [==>...........................] - ETA: 15s - loss: 0.2578 - accuracy: 0.8894
 40/296 [===>..........................] - ETA: 15s - loss: 0.2573 - accuracy: 0.8891
 41/296 [===>..........................] - ETA: 15s - loss: 0.2581 - accuracy: 0.8872
 42/296 [===>..........................] - ETA: 15s - loss: 0.2545 - accuracy: 0.8899
 43/296 [===>..........................] - ETA: 15s - loss: 0.2582 - accuracy: 0.8881
 44/296 [===>..........................] - ETA: 15s - loss: 0.2555 - accuracy: 0.8892
 45/296 [===>..........................] - ETA: 15s - loss: 0.2573 - accuracy: 0.8889
 46/296 [===>..........................] - ETA: 15s - loss: 0.2581 - accuracy: 0.8886
 47/296 [===>..........................] - ETA: 15s - loss: 0.2594 - accuracy: 0.8870
 48/296 [===>..........................] - ETA: 15s - loss: 0.2643 - accuracy: 0.8854
 49/296 [===>..........................] - ETA: 15s - loss: 0.2634 - accuracy: 0.8865
 50/296 [====>.........................] - ETA: 15s - loss: 0.2639 - accuracy: 0.8875
 51/296 [====>.........................] - ETA: 15s - loss: 0.2621 - accuracy: 0.8885
 52/296 [====>.........................] - ETA: 14s - loss: 0.2683 - accuracy: 0.8846
 53/296 [====>.........................] - ETA: 14s - loss: 0.2710 - accuracy: 0.8821
 54/296 [====>.........................] - ETA: 14s - loss: 0.2711 - accuracy: 0.8819
 55/296 [====>.........................] - ETA: 14s - loss: 0.2721 - accuracy: 0.8807
 56/296 [====>.........................] - ETA: 14s - loss: 0.2722 - accuracy: 0.8817
 57/296 [====>.........................] - ETA: 14s - loss: 0.2699 - accuracy: 0.8838
 58/296 [====>.........................] - ETA: 14s - loss: 0.2699 - accuracy: 0.8836
 59/296 [====>.........................] - ETA: 14s - loss: 0.2675 - accuracy: 0.8845
 60/296 [=====>........................] - ETA: 14s - loss: 0.2649 - accuracy: 0.8854
 61/296 [=====>........................] - ETA: 14s - loss: 0.2706 - accuracy: 0.8822
 62/296 [=====>........................] - ETA: 14s - loss: 0.2693 - accuracy: 0.8831
 63/296 [=====>........................] - ETA: 14s - loss: 0.2686 - accuracy: 0.8819
 64/296 [=====>........................] - ETA: 14s - loss: 0.2664 - accuracy: 0.8828
 65/296 [=====>........................] - ETA: 14s - loss: 0.2681 - accuracy: 0.8817
 66/296 [=====>........................] - ETA: 13s - loss: 0.2679 - accuracy: 0.8816
 67/296 [=====>........................] - ETA: 13s - loss: 0.2675 - accuracy: 0.8815
 68/296 [=====>........................] - ETA: 13s - loss: 0.2704 - accuracy: 0.8796
 69/296 [=====>........................] - ETA: 13s - loss: 0.2711 - accuracy: 0.8786
 70/296 [======>.......................] - ETA: 13s - loss: 0.2699 - accuracy: 0.8795
 71/296 [======>.......................] - ETA: 13s - loss: 0.2677 - accuracy: 0.8812
 72/296 [======>.......................] - ETA: 13s - loss: 0.2693 - accuracy: 0.8802
 73/296 [======>.......................] - ETA: 13s - loss: 0.2683 - accuracy: 0.8818
 74/296 [======>.......................] - ETA: 13s - loss: 0.2674 - accuracy: 0.8826
 75/296 [======>.......................] - ETA: 13s - loss: 0.2660 - accuracy: 0.8833
 76/296 [======>.......................] - ETA: 13s - loss: 0.2636 - accuracy: 0.8849
 77/296 [======>.......................] - ETA: 13s - loss: 0.2631 - accuracy: 0.8856
 78/296 [======>.......................] - ETA: 13s - loss: 0.2627 - accuracy: 0.8846
 79/296 [=======>......................] - ETA: 13s - loss: 0.2631 - accuracy: 0.8845
 80/296 [=======>......................] - ETA: 13s - loss: 0.2613 - accuracy: 0.8852
 81/296 [=======>......................] - ETA: 12s - loss: 0.2626 - accuracy: 0.8835
 82/296 [=======>......................] - ETA: 12s - loss: 0.2647 - accuracy: 0.8819
 83/296 [=======>......................] - ETA: 12s - loss: 0.2617 - accuracy: 0.8833
 84/296 [=======>......................] - ETA: 12s - loss: 0.2619 - accuracy: 0.8832
 85/296 [=======>......................] - ETA: 12s - loss: 0.2591 - accuracy: 0.8846
 86/296 [=======>......................] - ETA: 12s - loss: 0.2584 - accuracy: 0.8852
 87/296 [=======>......................] - ETA: 12s - loss: 0.2587 - accuracy: 0.8843
 88/296 [=======>......................] - ETA: 12s - loss: 0.2596 - accuracy: 0.8842
 89/296 [========>.....................] - ETA: 12s - loss: 0.2612 - accuracy: 0.8834
 90/296 [========>.....................] - ETA: 12s - loss: 0.2608 - accuracy: 0.8833
 91/296 [========>.....................] - ETA: 12s - loss: 0.2586 - accuracy: 0.8846
 92/296 [========>.....................] - ETA: 12s - loss: 0.2582 - accuracy: 0.8845
 93/296 [========>.....................] - ETA: 12s - loss: 0.2601 - accuracy: 0.8831
 94/296 [========>.....................] - ETA: 12s - loss: 0.2614 - accuracy: 0.8830
 95/296 [========>.....................] - ETA: 12s - loss: 0.2598 - accuracy: 0.8836
 96/296 [========>.....................] - ETA: 11s - loss: 0.2596 - accuracy: 0.8841
 97/296 [========>.....................] - ETA: 11s - loss: 0.2604 - accuracy: 0.8834
 98/296 [========>.....................] - ETA: 11s - loss: 0.2599 - accuracy: 0.8839
 99/296 [=========>....................] - ETA: 11s - loss: 0.2587 - accuracy: 0.8851
100/296 [=========>....................] - ETA: 11s - loss: 0.2570 - accuracy: 0.8863
101/296 [=========>....................] - ETA: 11s - loss: 0.2554 - accuracy: 0.8874
102/296 [=========>....................] - ETA: 11s - loss: 0.2541 - accuracy: 0.8879
103/296 [=========>....................] - ETA: 11s - loss: 0.2539 - accuracy: 0.8877
104/296 [=========>....................] - ETA: 11s - loss: 0.2535 - accuracy: 0.8882
105/296 [=========>....................] - ETA: 11s - loss: 0.2541 - accuracy: 0.8875
106/296 [=========>....................] - ETA: 11s - loss: 0.2546 - accuracy: 0.8874
107/296 [=========>....................] - ETA: 11s - loss: 0.2559 - accuracy: 0.8873
108/296 [=========>....................] - ETA: 11s - loss: 0.2568 - accuracy: 0.8866
109/296 [==========>...................] - ETA: 11s - loss: 0.2567 - accuracy: 0.8865
110/296 [==========>...................] - ETA: 11s - loss: 0.2571 - accuracy: 0.8852
111/296 [==========>...................] - ETA: 11s - loss: 0.2551 - accuracy: 0.8863
112/296 [==========>...................] - ETA: 10s - loss: 0.2555 - accuracy: 0.8867
113/296 [==========>...................] - ETA: 10s - loss: 0.2545 - accuracy: 0.8872
114/296 [==========>...................] - ETA: 10s - loss: 0.2552 - accuracy: 0.8865
115/296 [==========>...................] - ETA: 10s - loss: 0.2554 - accuracy: 0.8859
116/296 [==========>...................] - ETA: 10s - loss: 0.2569 - accuracy: 0.8852
117/296 [==========>...................] - ETA: 10s - loss: 0.2561 - accuracy: 0.8857
118/296 [==========>...................] - ETA: 10s - loss: 0.2551 - accuracy: 0.8856
119/296 [===========>..................] - ETA: 10s - loss: 0.2551 - accuracy: 0.8860
120/296 [===========>..................] - ETA: 10s - loss: 0.2536 - accuracy: 0.8870
121/296 [===========>..................] - ETA: 10s - loss: 0.2566 - accuracy: 0.8858
122/296 [===========>..................] - ETA: 10s - loss: 0.2553 - accuracy: 0.8868
123/296 [===========>..................] - ETA: 10s - loss: 0.2558 - accuracy: 0.8862
124/296 [===========>..................] - ETA: 10s - loss: 0.2591 - accuracy: 0.8851
125/296 [===========>..................] - ETA: 10s - loss: 0.2593 - accuracy: 0.8850
126/296 [===========>..................] - ETA: 10s - loss: 0.2591 - accuracy: 0.8849
127/296 [===========>..................] - ETA: 10s - loss: 0.2595 - accuracy: 0.8844
128/296 [===========>..................] - ETA: 9s - loss: 0.2598 - accuracy: 0.8838 
129/296 [============>.................] - ETA: 9s - loss: 0.2605 - accuracy: 0.8823
130/296 [============>.................] - ETA: 9s - loss: 0.2595 - accuracy: 0.8827
131/296 [============>.................] - ETA: 9s - loss: 0.2588 - accuracy: 0.8826
132/296 [============>.................] - ETA: 9s - loss: 0.2589 - accuracy: 0.8826
133/296 [============>.................] - ETA: 9s - loss: 0.2588 - accuracy: 0.8825
134/296 [============>.................] - ETA: 9s - loss: 0.2587 - accuracy: 0.8820
135/296 [============>.................] - ETA: 9s - loss: 0.2590 - accuracy: 0.8815
136/296 [============>.................] - ETA: 9s - loss: 0.2574 - accuracy: 0.8824
137/296 [============>.................] - ETA: 9s - loss: 0.2567 - accuracy: 0.8828
138/296 [============>.................] - ETA: 9s - loss: 0.2573 - accuracy: 0.8827
139/296 [=============>................] - ETA: 9s - loss: 0.2562 - accuracy: 0.8835
140/296 [=============>................] - ETA: 9s - loss: 0.2558 - accuracy: 0.8839
141/296 [=============>................] - ETA: 9s - loss: 0.2579 - accuracy: 0.8839
142/296 [=============>................] - ETA: 9s - loss: 0.2591 - accuracy: 0.8825
143/296 [=============>................] - ETA: 9s - loss: 0.2590 - accuracy: 0.8824
144/296 [=============>................] - ETA: 9s - loss: 0.2592 - accuracy: 0.8824
145/296 [=============>................] - ETA: 8s - loss: 0.2593 - accuracy: 0.8819
146/296 [=============>................] - ETA: 8s - loss: 0.2597 - accuracy: 0.8823
147/296 [=============>................] - ETA: 8s - loss: 0.2604 - accuracy: 0.8822
148/296 [==============>...............] - ETA: 8s - loss: 0.2597 - accuracy: 0.8830
149/296 [==============>...............] - ETA: 8s - loss: 0.2605 - accuracy: 0.8830
150/296 [==============>...............] - ETA: 8s - loss: 0.2601 - accuracy: 0.8833
151/296 [==============>...............] - ETA: 8s - loss: 0.2593 - accuracy: 0.8841
152/296 [==============>...............] - ETA: 8s - loss: 0.2588 - accuracy: 0.8840
153/296 [==============>...............] - ETA: 8s - loss: 0.2592 - accuracy: 0.8840
154/296 [==============>...............] - ETA: 8s - loss: 0.2594 - accuracy: 0.8843
155/296 [==============>...............] - ETA: 8s - loss: 0.2590 - accuracy: 0.8851
156/296 [==============>...............] - ETA: 8s - loss: 0.2585 - accuracy: 0.8854
157/296 [==============>...............] - ETA: 8s - loss: 0.2585 - accuracy: 0.8854
158/296 [===============>..............] - ETA: 8s - loss: 0.2590 - accuracy: 0.8849
159/296 [===============>..............] - ETA: 8s - loss: 0.2585 - accuracy: 0.8856
160/296 [===============>..............] - ETA: 8s - loss: 0.2576 - accuracy: 0.8863
161/296 [===============>..............] - ETA: 8s - loss: 0.2567 - accuracy: 0.8866
162/296 [===============>..............] - ETA: 7s - loss: 0.2583 - accuracy: 0.8862
163/296 [===============>..............] - ETA: 7s - loss: 0.2594 - accuracy: 0.8854
164/296 [===============>..............] - ETA: 7s - loss: 0.2597 - accuracy: 0.8857
165/296 [===============>..............] - ETA: 7s - loss: 0.2593 - accuracy: 0.8860
166/296 [===============>..............] - ETA: 7s - loss: 0.2591 - accuracy: 0.8859
167/296 [===============>..............] - ETA: 7s - loss: 0.2597 - accuracy: 0.8855
168/296 [================>.............] - ETA: 7s - loss: 0.2600 - accuracy: 0.8850
169/296 [================>.............] - ETA: 7s - loss: 0.2598 - accuracy: 0.8850
170/296 [================>.............] - ETA: 7s - loss: 0.2612 - accuracy: 0.8835
171/296 [================>.............] - ETA: 7s - loss: 0.2608 - accuracy: 0.8834
172/296 [================>.............] - ETA: 7s - loss: 0.2597 - accuracy: 0.8841
173/296 [================>.............] - ETA: 7s - loss: 0.2601 - accuracy: 0.8837
174/296 [================>.............] - ETA: 7s - loss: 0.2593 - accuracy: 0.8836
175/296 [================>.............] - ETA: 7s - loss: 0.2593 - accuracy: 0.8836
176/296 [================>.............] - ETA: 7s - loss: 0.2598 - accuracy: 0.8832
177/296 [================>.............] - ETA: 7s - loss: 0.2596 - accuracy: 0.8835
178/296 [=================>............] - ETA: 7s - loss: 0.2611 - accuracy: 0.8831
179/296 [=================>............] - ETA: 6s - loss: 0.2614 - accuracy: 0.8830
180/296 [=================>............] - ETA: 6s - loss: 0.2605 - accuracy: 0.8833
181/296 [=================>............] - ETA: 6s - loss: 0.2620 - accuracy: 0.8823
182/296 [=================>............] - ETA: 6s - loss: 0.2621 - accuracy: 0.8822
183/296 [=================>............] - ETA: 6s - loss: 0.2618 - accuracy: 0.8829
184/296 [=================>............] - ETA: 6s - loss: 0.2613 - accuracy: 0.8832
185/296 [=================>............] - ETA: 6s - loss: 0.2607 - accuracy: 0.8838
186/296 [=================>............] - ETA: 6s - loss: 0.2606 - accuracy: 0.8841
187/296 [=================>............] - ETA: 6s - loss: 0.2606 - accuracy: 0.8844
188/296 [==================>...........] - ETA: 6s - loss: 0.2604 - accuracy: 0.8840
189/296 [==================>...........] - ETA: 6s - loss: 0.2601 - accuracy: 0.8839
190/296 [==================>...........] - ETA: 6s - loss: 0.2610 - accuracy: 0.8836
191/296 [==================>...........] - ETA: 6s - loss: 0.2611 - accuracy: 0.8832
192/296 [==================>...........] - ETA: 6s - loss: 0.2618 - accuracy: 0.8831
193/296 [==================>...........] - ETA: 6s - loss: 0.2617 - accuracy: 0.8831
194/296 [==================>...........] - ETA: 6s - loss: 0.2615 - accuracy: 0.8837
195/296 [==================>...........] - ETA: 6s - loss: 0.2614 - accuracy: 0.8840
196/296 [==================>...........] - ETA: 5s - loss: 0.2608 - accuracy: 0.8842
197/296 [==================>...........] - ETA: 5s - loss: 0.2602 - accuracy: 0.8845
198/296 [===================>..........] - ETA: 5s - loss: 0.2608 - accuracy: 0.8842
199/296 [===================>..........] - ETA: 5s - loss: 0.2610 - accuracy: 0.8838
200/296 [===================>..........] - ETA: 5s - loss: 0.2609 - accuracy: 0.8838
201/296 [===================>..........] - ETA: 5s - loss: 0.2607 - accuracy: 0.8840
202/296 [===================>..........] - ETA: 5s - loss: 0.2606 - accuracy: 0.8843
203/296 [===================>..........] - ETA: 5s - loss: 0.2612 - accuracy: 0.8836
204/296 [===================>..........] - ETA: 5s - loss: 0.2640 - accuracy: 0.8827
205/296 [===================>..........] - ETA: 5s - loss: 0.2644 - accuracy: 0.8826
206/296 [===================>..........] - ETA: 5s - loss: 0.2645 - accuracy: 0.8823
207/296 [===================>..........] - ETA: 5s - loss: 0.2650 - accuracy: 0.8822
208/296 [====================>.........] - ETA: 5s - loss: 0.2647 - accuracy: 0.8825
209/296 [====================>.........] - ETA: 5s - loss: 0.2646 - accuracy: 0.8828
210/296 [====================>.........] - ETA: 5s - loss: 0.2639 - accuracy: 0.8833
211/296 [====================>.........] - ETA: 5s - loss: 0.2644 - accuracy: 0.8827
212/296 [====================>.........] - ETA: 4s - loss: 0.2655 - accuracy: 0.8821
213/296 [====================>.........] - ETA: 4s - loss: 0.2653 - accuracy: 0.8823
214/296 [====================>.........] - ETA: 4s - loss: 0.2653 - accuracy: 0.8826
215/296 [====================>.........] - ETA: 4s - loss: 0.2648 - accuracy: 0.8828
216/296 [====================>.........] - ETA: 4s - loss: 0.2652 - accuracy: 0.8825
217/296 [====================>.........] - ETA: 4s - loss: 0.2650 - accuracy: 0.8828
218/296 [=====================>........] - ETA: 4s - loss: 0.2661 - accuracy: 0.8822
219/296 [=====================>........] - ETA: 4s - loss: 0.2653 - accuracy: 0.8827
220/296 [=====================>........] - ETA: 4s - loss: 0.2653 - accuracy: 0.8830
221/296 [=====================>........] - ETA: 4s - loss: 0.2651 - accuracy: 0.8832
222/296 [=====================>........] - ETA: 4s - loss: 0.2657 - accuracy: 0.8829
223/296 [=====================>........] - ETA: 4s - loss: 0.2652 - accuracy: 0.8831
224/296 [=====================>........] - ETA: 4s - loss: 0.2642 - accuracy: 0.8836
225/296 [=====================>........] - ETA: 4s - loss: 0.2647 - accuracy: 0.8828
226/296 [=====================>........] - ETA: 4s - loss: 0.2650 - accuracy: 0.8825
227/296 [======================>.......] - ETA: 4s - loss: 0.2642 - accuracy: 0.8830
228/296 [======================>.......] - ETA: 4s - loss: 0.2636 - accuracy: 0.8835
229/296 [======================>.......] - ETA: 3s - loss: 0.2632 - accuracy: 0.8837
230/296 [======================>.......] - ETA: 3s - loss: 0.2627 - accuracy: 0.8840
231/296 [======================>.......] - ETA: 3s - loss: 0.2625 - accuracy: 0.8842
232/296 [======================>.......] - ETA: 3s - loss: 0.2635 - accuracy: 0.8836
233/296 [======================>.......] - ETA: 3s - loss: 0.2647 - accuracy: 0.8830
234/296 [======================>.......] - ETA: 3s - loss: 0.2644 - accuracy: 0.8830
235/296 [======================>.......] - ETA: 3s - loss: 0.2642 - accuracy: 0.8830
236/296 [======================>.......] - ETA: 3s - loss: 0.2644 - accuracy: 0.8824
237/296 [=======================>......] - ETA: 3s - loss: 0.2640 - accuracy: 0.8824
238/296 [=======================>......] - ETA: 3s - loss: 0.2634 - accuracy: 0.8829
239/296 [=======================>......] - ETA: 3s - loss: 0.2627 - accuracy: 0.8834
240/296 [=======================>......] - ETA: 3s - loss: 0.2637 - accuracy: 0.8818
241/296 [=======================>......] - ETA: 3s - loss: 0.2639 - accuracy: 0.8812
242/296 [=======================>......] - ETA: 3s - loss: 0.2639 - accuracy: 0.8815
243/296 [=======================>......] - ETA: 3s - loss: 0.2637 - accuracy: 0.8817
244/296 [=======================>......] - ETA: 3s - loss: 0.2644 - accuracy: 0.8809
245/296 [=======================>......] - ETA: 3s - loss: 0.2645 - accuracy: 0.8811
246/296 [=======================>......] - ETA: 2s - loss: 0.2643 - accuracy: 0.8811
247/296 [========================>.....] - ETA: 2s - loss: 0.2640 - accuracy: 0.8813
248/296 [========================>.....] - ETA: 2s - loss: 0.2640 - accuracy: 0.8816
249/296 [========================>.....] - ETA: 2s - loss: 0.2636 - accuracy: 0.8818
250/296 [========================>.....] - ETA: 2s - loss: 0.2633 - accuracy: 0.8820
251/296 [========================>.....] - ETA: 2s - loss: 0.2631 - accuracy: 0.8820
252/296 [========================>.....] - ETA: 2s - loss: 0.2648 - accuracy: 0.8812
253/296 [========================>.....] - ETA: 2s - loss: 0.2650 - accuracy: 0.8812
254/296 [========================>.....] - ETA: 2s - loss: 0.2646 - accuracy: 0.8816
255/296 [========================>.....] - ETA: 2s - loss: 0.2642 - accuracy: 0.8821
256/296 [========================>.....] - ETA: 2s - loss: 0.2641 - accuracy: 0.8818
257/296 [=========================>....] - ETA: 2s - loss: 0.2644 - accuracy: 0.8818
258/296 [=========================>....] - ETA: 2s - loss: 0.2651 - accuracy: 0.8818
259/296 [=========================>....] - ETA: 2s - loss: 0.2654 - accuracy: 0.8815
260/296 [=========================>....] - ETA: 2s - loss: 0.2650 - accuracy: 0.8815
261/296 [=========================>....] - ETA: 2s - loss: 0.2646 - accuracy: 0.8817
262/296 [=========================>....] - ETA: 2s - loss: 0.2639 - accuracy: 0.8822
263/296 [=========================>....] - ETA: 1s - loss: 0.2633 - accuracy: 0.8826
264/296 [=========================>....] - ETA: 1s - loss: 0.2629 - accuracy: 0.8828
265/296 [=========================>....] - ETA: 1s - loss: 0.2626 - accuracy: 0.8830
266/296 [=========================>....] - ETA: 1s - loss: 0.2623 - accuracy: 0.8832
267/296 [==========================>...] - ETA: 1s - loss: 0.2623 - accuracy: 0.8834
268/296 [==========================>...] - ETA: 1s - loss: 0.2623 - accuracy: 0.8836
269/296 [==========================>...] - ETA: 1s - loss: 0.2621 - accuracy: 0.8838
270/296 [==========================>...] - ETA: 1s - loss: 0.2615 - accuracy: 0.8843
271/296 [==========================>...] - ETA: 1s - loss: 0.2614 - accuracy: 0.8845
272/296 [==========================>...] - ETA: 1s - loss: 0.2614 - accuracy: 0.8844
273/296 [==========================>...] - ETA: 1s - loss: 0.2613 - accuracy: 0.8844
274/296 [==========================>...] - ETA: 1s - loss: 0.2620 - accuracy: 0.8841
275/296 [==========================>...] - ETA: 1s - loss: 0.2619 - accuracy: 0.8841
276/296 [==========================>...] - ETA: 1s - loss: 0.2612 - accuracy: 0.8845
277/296 [===========================>..] - ETA: 1s - loss: 0.2609 - accuracy: 0.8847
278/296 [===========================>..] - ETA: 1s - loss: 0.2603 - accuracy: 0.8849
279/296 [===========================>..] - ETA: 0s - loss: 0.2599 - accuracy: 0.8851
280/296 [===========================>..] - ETA: 0s - loss: 0.2605 - accuracy: 0.8846
281/296 [===========================>..] - ETA: 0s - loss: 0.2598 - accuracy: 0.8850
282/296 [===========================>..] - ETA: 0s - loss: 0.2615 - accuracy: 0.8852
283/296 [===========================>..] - ETA: 0s - loss: 0.2610 - accuracy: 0.8854
284/296 [===========================>..] - ETA: 0s - loss: 0.2604 - accuracy: 0.8858
285/296 [===========================>..] - ETA: 0s - loss: 0.2600 - accuracy: 0.8860
286/296 [===========================>..] - ETA: 0s - loss: 0.2595 - accuracy: 0.8861
287/296 [============================>.] - ETA: 0s - loss: 0.2595 - accuracy: 0.8863
288/296 [============================>.] - ETA: 0s - loss: 0.2594 - accuracy: 0.8863
289/296 [============================>.] - ETA: 0s - loss: 0.2606 - accuracy: 0.8856
290/296 [============================>.] - ETA: 0s - loss: 0.2602 - accuracy: 0.8858
291/296 [============================>.] - ETA: 0s - loss: 0.2607 - accuracy: 0.8855
292/296 [============================>.] - ETA: 0s - loss: 0.2601 - accuracy: 0.8857
293/296 [============================>.] - ETA: 0s - loss: 0.2595 - accuracy: 0.8861
294/296 [============================>.] - ETA: 0s - loss: 0.2601 - accuracy: 0.8861
295/296 [============================>.] - ETA: 0s - loss: 0.2603 - accuracy: 0.8858
296/296 [==============================] - 17s 59ms/step - loss: 0.2607 - accuracy: 0.8856

296/296 [==============================] - 19s 63ms/step - loss: 0.2607 - accuracy: 0.8856 - val_loss: 0.2464 - val_accuracy: 0.8821
Epoch 15/50

  1/296 [..............................] - ETA: 16s - loss: 0.4774 - accuracy: 0.8125
  2/296 [..............................] - ETA: 16s - loss: 0.3770 - accuracy: 0.8750
  3/296 [..............................] - ETA: 16s - loss: 0.3373 - accuracy: 0.8750
  4/296 [..............................] - ETA: 16s - loss: 0.3464 - accuracy: 0.8750
  5/296 [..............................] - ETA: 16s - loss: 0.3292 - accuracy: 0.8750
  6/296 [..............................] - ETA: 16s - loss: 0.3073 - accuracy: 0.8958
  7/296 [..............................] - ETA: 16s - loss: 0.2991 - accuracy: 0.8929
  8/296 [..............................] - ETA: 15s - loss: 0.2970 - accuracy: 0.8984
  9/296 [..............................] - ETA: 15s - loss: 0.2957 - accuracy: 0.9028
 10/296 [>.............................] - ETA: 15s - loss: 0.2968 - accuracy: 0.8938
 11/296 [>.............................] - ETA: 15s - loss: 0.2903 - accuracy: 0.8920
 12/296 [>.............................] - ETA: 15s - loss: 0.2958 - accuracy: 0.8906
 13/296 [>.............................] - ETA: 15s - loss: 0.2883 - accuracy: 0.8942
 14/296 [>.............................] - ETA: 15s - loss: 0.2880 - accuracy: 0.8884
 15/296 [>.............................] - ETA: 15s - loss: 0.2831 - accuracy: 0.8875
 16/296 [>.............................] - ETA: 15s - loss: 0.2796 - accuracy: 0.8906
 17/296 [>.............................] - ETA: 15s - loss: 0.2780 - accuracy: 0.8897
 18/296 [>.............................] - ETA: 15s - loss: 0.2791 - accuracy: 0.8854
 19/296 [>.............................] - ETA: 15s - loss: 0.2783 - accuracy: 0.8849
 20/296 [=>............................] - ETA: 15s - loss: 0.2866 - accuracy: 0.8781
 21/296 [=>............................] - ETA: 15s - loss: 0.2792 - accuracy: 0.8810
 22/296 [=>............................] - ETA: 15s - loss: 0.2855 - accuracy: 0.8750
 23/296 [=>............................] - ETA: 15s - loss: 0.2808 - accuracy: 0.8750
 24/296 [=>............................] - ETA: 15s - loss: 0.2773 - accuracy: 0.8802
 25/296 [=>............................] - ETA: 15s - loss: 0.2725 - accuracy: 0.8825
 26/296 [=>............................] - ETA: 15s - loss: 0.2702 - accuracy: 0.8822
 27/296 [=>............................] - ETA: 15s - loss: 0.2682 - accuracy: 0.8843
 28/296 [=>............................] - ETA: 14s - loss: 0.2668 - accuracy: 0.8817
 29/296 [=>............................] - ETA: 14s - loss: 0.2613 - accuracy: 0.8858
 30/296 [==>...........................] - ETA: 14s - loss: 0.2585 - accuracy: 0.8875
 31/296 [==>...........................] - ETA: 14s - loss: 0.2550 - accuracy: 0.8891
 32/296 [==>...........................] - ETA: 14s - loss: 0.2526 - accuracy: 0.8887
 33/296 [==>...........................] - ETA: 14s - loss: 0.2494 - accuracy: 0.8902
 34/296 [==>...........................] - ETA: 14s - loss: 0.2541 - accuracy: 0.8897
 35/296 [==>...........................] - ETA: 14s - loss: 0.2541 - accuracy: 0.8911
 36/296 [==>...........................] - ETA: 14s - loss: 0.2587 - accuracy: 0.8889
 37/296 [==>...........................] - ETA: 14s - loss: 0.2630 - accuracy: 0.8834
 38/296 [==>...........................] - ETA: 14s - loss: 0.2643 - accuracy: 0.8832
 39/296 [==>...........................] - ETA: 14s - loss: 0.2735 - accuracy: 0.8734
 40/296 [===>..........................] - ETA: 14s - loss: 0.2774 - accuracy: 0.8734
 41/296 [===>..........................] - ETA: 14s - loss: 0.2758 - accuracy: 0.8750
 42/296 [===>..........................] - ETA: 14s - loss: 0.2828 - accuracy: 0.8705
 43/296 [===>..........................] - ETA: 14s - loss: 0.2836 - accuracy: 0.8692
 44/296 [===>..........................] - ETA: 14s - loss: 0.2862 - accuracy: 0.8679
 45/296 [===>..........................] - ETA: 14s - loss: 0.2868 - accuracy: 0.8681
 46/296 [===>..........................] - ETA: 13s - loss: 0.2888 - accuracy: 0.8641
 47/296 [===>..........................] - ETA: 13s - loss: 0.2881 - accuracy: 0.8630
 48/296 [===>..........................] - ETA: 13s - loss: 0.2873 - accuracy: 0.8633
 49/296 [===>..........................] - ETA: 13s - loss: 0.2868 - accuracy: 0.8635
 50/296 [====>.........................] - ETA: 13s - loss: 0.2830 - accuracy: 0.8662
 51/296 [====>.........................] - ETA: 13s - loss: 0.2812 - accuracy: 0.8689
 52/296 [====>.........................] - ETA: 13s - loss: 0.2787 - accuracy: 0.8702
 53/296 [====>.........................] - ETA: 13s - loss: 0.2774 - accuracy: 0.8715
 54/296 [====>.........................] - ETA: 13s - loss: 0.2740 - accuracy: 0.8727
 55/296 [====>.........................] - ETA: 13s - loss: 0.2714 - accuracy: 0.8739
 56/296 [====>.........................] - ETA: 13s - loss: 0.2741 - accuracy: 0.8717
 57/296 [====>.........................] - ETA: 13s - loss: 0.2767 - accuracy: 0.8706
 58/296 [====>.........................] - ETA: 13s - loss: 0.2782 - accuracy: 0.8696
 59/296 [====>.........................] - ETA: 13s - loss: 0.2799 - accuracy: 0.8686
 60/296 [=====>........................] - ETA: 13s - loss: 0.2819 - accuracy: 0.8677
 61/296 [=====>........................] - ETA: 13s - loss: 0.2829 - accuracy: 0.8678
 62/296 [=====>........................] - ETA: 13s - loss: 0.2806 - accuracy: 0.8700
 63/296 [=====>........................] - ETA: 12s - loss: 0.2791 - accuracy: 0.8700
 64/296 [=====>........................] - ETA: 12s - loss: 0.2786 - accuracy: 0.8701
 65/296 [=====>........................] - ETA: 12s - loss: 0.2783 - accuracy: 0.8702
 66/296 [=====>........................] - ETA: 12s - loss: 0.2837 - accuracy: 0.8655
 67/296 [=====>........................] - ETA: 12s - loss: 0.2856 - accuracy: 0.8638
 68/296 [=====>........................] - ETA: 12s - loss: 0.2858 - accuracy: 0.8631
 69/296 [=====>........................] - ETA: 12s - loss: 0.2844 - accuracy: 0.8650
 70/296 [======>.......................] - ETA: 12s - loss: 0.2839 - accuracy: 0.8661
 71/296 [======>.......................] - ETA: 12s - loss: 0.2825 - accuracy: 0.8671
 72/296 [======>.......................] - ETA: 12s - loss: 0.2809 - accuracy: 0.8689
 73/296 [======>.......................] - ETA: 12s - loss: 0.2789 - accuracy: 0.8699
 74/296 [======>.......................] - ETA: 12s - loss: 0.2762 - accuracy: 0.8716
 75/296 [======>.......................] - ETA: 12s - loss: 0.2750 - accuracy: 0.8725
 76/296 [======>.......................] - ETA: 12s - loss: 0.2746 - accuracy: 0.8734
 77/296 [======>.......................] - ETA: 12s - loss: 0.2758 - accuracy: 0.8726
 78/296 [======>.......................] - ETA: 12s - loss: 0.2752 - accuracy: 0.8734
 79/296 [=======>......................] - ETA: 12s - loss: 0.2736 - accuracy: 0.8742
 80/296 [=======>......................] - ETA: 12s - loss: 0.2735 - accuracy: 0.8742
 81/296 [=======>......................] - ETA: 11s - loss: 0.2713 - accuracy: 0.8758
 82/296 [=======>......................] - ETA: 11s - loss: 0.2716 - accuracy: 0.8750
 83/296 [=======>......................] - ETA: 11s - loss: 0.2690 - accuracy: 0.8765
 84/296 [=======>......................] - ETA: 11s - loss: 0.2679 - accuracy: 0.8772
 85/296 [=======>......................] - ETA: 11s - loss: 0.2672 - accuracy: 0.8779
 86/296 [=======>......................] - ETA: 11s - loss: 0.2683 - accuracy: 0.8779
 87/296 [=======>......................] - ETA: 11s - loss: 0.2664 - accuracy: 0.8786
 88/296 [=======>......................] - ETA: 11s - loss: 0.2667 - accuracy: 0.8786
 89/296 [========>.....................] - ETA: 11s - loss: 0.2659 - accuracy: 0.8785
 90/296 [========>.....................] - ETA: 11s - loss: 0.2642 - accuracy: 0.8799
 91/296 [========>.....................] - ETA: 11s - loss: 0.2617 - accuracy: 0.8812
 92/296 [========>.....................] - ETA: 11s - loss: 0.2618 - accuracy: 0.8804
 93/296 [========>.....................] - ETA: 11s - loss: 0.2617 - accuracy: 0.8797
 94/296 [========>.....................] - ETA: 11s - loss: 0.2600 - accuracy: 0.8810
 95/296 [========>.....................] - ETA: 11s - loss: 0.2606 - accuracy: 0.8803
 96/296 [========>.....................] - ETA: 11s - loss: 0.2596 - accuracy: 0.8809
 97/296 [========>.....................] - ETA: 11s - loss: 0.2592 - accuracy: 0.8808
 98/296 [========>.....................] - ETA: 11s - loss: 0.2580 - accuracy: 0.8814
 99/296 [=========>....................] - ETA: 10s - loss: 0.2570 - accuracy: 0.8826
100/296 [=========>....................] - ETA: 10s - loss: 0.2562 - accuracy: 0.8831
101/296 [=========>....................] - ETA: 10s - loss: 0.2579 - accuracy: 0.8824
102/296 [=========>....................] - ETA: 10s - loss: 0.2578 - accuracy: 0.8824
103/296 [=========>....................] - ETA: 10s - loss: 0.2588 - accuracy: 0.8811
104/296 [=========>....................] - ETA: 10s - loss: 0.2600 - accuracy: 0.8804
105/296 [=========>....................] - ETA: 10s - loss: 0.2594 - accuracy: 0.8798
106/296 [=========>....................] - ETA: 10s - loss: 0.2586 - accuracy: 0.8797
107/296 [=========>....................] - ETA: 10s - loss: 0.2591 - accuracy: 0.8797
108/296 [=========>....................] - ETA: 10s - loss: 0.2594 - accuracy: 0.8791
109/296 [==========>...................] - ETA: 10s - loss: 0.2592 - accuracy: 0.8784
110/296 [==========>...................] - ETA: 10s - loss: 0.2580 - accuracy: 0.8790
111/296 [==========>...................] - ETA: 10s - loss: 0.2562 - accuracy: 0.8801
112/296 [==========>...................] - ETA: 10s - loss: 0.2552 - accuracy: 0.8806
113/296 [==========>...................] - ETA: 10s - loss: 0.2538 - accuracy: 0.8816
114/296 [==========>...................] - ETA: 10s - loss: 0.2545 - accuracy: 0.8816
115/296 [==========>...................] - ETA: 10s - loss: 0.2537 - accuracy: 0.8821
116/296 [==========>...................] - ETA: 10s - loss: 0.2529 - accuracy: 0.8825
117/296 [==========>...................] - ETA: 10s - loss: 0.2515 - accuracy: 0.8835
118/296 [==========>...................] - ETA: 10s - loss: 0.2498 - accuracy: 0.8845
119/296 [===========>..................] - ETA: 9s - loss: 0.2498 - accuracy: 0.8845 
120/296 [===========>..................] - ETA: 9s - loss: 0.2497 - accuracy: 0.8849
121/296 [===========>..................] - ETA: 9s - loss: 0.2477 - accuracy: 0.8858
122/296 [===========>..................] - ETA: 9s - loss: 0.2487 - accuracy: 0.8858
123/296 [===========>..................] - ETA: 9s - loss: 0.2478 - accuracy: 0.8862
124/296 [===========>..................] - ETA: 9s - loss: 0.2464 - accuracy: 0.8871
125/296 [===========>..................] - ETA: 9s - loss: 0.2461 - accuracy: 0.8875
126/296 [===========>..................] - ETA: 9s - loss: 0.2491 - accuracy: 0.8864
127/296 [===========>..................] - ETA: 9s - loss: 0.2521 - accuracy: 0.8858
128/296 [===========>..................] - ETA: 9s - loss: 0.2511 - accuracy: 0.8862
129/296 [============>.................] - ETA: 9s - loss: 0.2506 - accuracy: 0.8866
130/296 [============>.................] - ETA: 9s - loss: 0.2501 - accuracy: 0.8870
131/296 [============>.................] - ETA: 9s - loss: 0.2497 - accuracy: 0.8869
132/296 [============>.................] - ETA: 9s - loss: 0.2493 - accuracy: 0.8873
133/296 [============>.................] - ETA: 9s - loss: 0.2507 - accuracy: 0.8867
134/296 [============>.................] - ETA: 9s - loss: 0.2501 - accuracy: 0.8871
135/296 [============>.................] - ETA: 9s - loss: 0.2497 - accuracy: 0.8870
136/296 [============>.................] - ETA: 9s - loss: 0.2503 - accuracy: 0.8869
137/296 [============>.................] - ETA: 9s - loss: 0.2503 - accuracy: 0.8869
138/296 [============>.................] - ETA: 9s - loss: 0.2508 - accuracy: 0.8863
139/296 [=============>................] - ETA: 8s - loss: 0.2509 - accuracy: 0.8862
140/296 [=============>................] - ETA: 8s - loss: 0.2501 - accuracy: 0.8866
141/296 [=============>................] - ETA: 8s - loss: 0.2507 - accuracy: 0.8861
142/296 [=============>................] - ETA: 8s - loss: 0.2502 - accuracy: 0.8869
143/296 [=============>................] - ETA: 8s - loss: 0.2507 - accuracy: 0.8859
144/296 [=============>................] - ETA: 8s - loss: 0.2498 - accuracy: 0.8867
145/296 [=============>................] - ETA: 8s - loss: 0.2498 - accuracy: 0.8871
146/296 [=============>................] - ETA: 8s - loss: 0.2499 - accuracy: 0.8870
147/296 [=============>................] - ETA: 8s - loss: 0.2492 - accuracy: 0.8873
148/296 [==============>...............] - ETA: 8s - loss: 0.2490 - accuracy: 0.8881
149/296 [==============>...............] - ETA: 8s - loss: 0.2481 - accuracy: 0.8888
150/296 [==============>...............] - ETA: 8s - loss: 0.2477 - accuracy: 0.8892
151/296 [==============>...............] - ETA: 8s - loss: 0.2475 - accuracy: 0.8887
152/296 [==============>...............] - ETA: 8s - loss: 0.2464 - accuracy: 0.8894
153/296 [==============>...............] - ETA: 8s - loss: 0.2462 - accuracy: 0.8893
154/296 [==============>...............] - ETA: 8s - loss: 0.2451 - accuracy: 0.8900
155/296 [==============>...............] - ETA: 8s - loss: 0.2441 - accuracy: 0.8903
156/296 [==============>...............] - ETA: 8s - loss: 0.2428 - accuracy: 0.8910
157/296 [==============>...............] - ETA: 7s - loss: 0.2435 - accuracy: 0.8913
158/296 [===============>..............] - ETA: 7s - loss: 0.2427 - accuracy: 0.8916
159/296 [===============>..............] - ETA: 7s - loss: 0.2427 - accuracy: 0.8915
160/296 [===============>..............] - ETA: 7s - loss: 0.2428 - accuracy: 0.8914
161/296 [===============>..............] - ETA: 7s - loss: 0.2429 - accuracy: 0.8913
162/296 [===============>..............] - ETA: 7s - loss: 0.2426 - accuracy: 0.8916
163/296 [===============>..............] - ETA: 7s - loss: 0.2444 - accuracy: 0.8911
164/296 [===============>..............] - ETA: 7s - loss: 0.2440 - accuracy: 0.8914
165/296 [===============>..............] - ETA: 7s - loss: 0.2461 - accuracy: 0.8909
166/296 [===============>..............] - ETA: 7s - loss: 0.2465 - accuracy: 0.8908
167/296 [===============>..............] - ETA: 7s - loss: 0.2458 - accuracy: 0.8911
168/296 [================>.............] - ETA: 7s - loss: 0.2462 - accuracy: 0.8906
169/296 [================>.............] - ETA: 7s - loss: 0.2461 - accuracy: 0.8909
170/296 [================>.............] - ETA: 7s - loss: 0.2461 - accuracy: 0.8908
171/296 [================>.............] - ETA: 7s - loss: 0.2457 - accuracy: 0.8911
172/296 [================>.............] - ETA: 7s - loss: 0.2449 - accuracy: 0.8917
173/296 [================>.............] - ETA: 7s - loss: 0.2448 - accuracy: 0.8920
174/296 [================>.............] - ETA: 7s - loss: 0.2445 - accuracy: 0.8922
175/296 [================>.............] - ETA: 6s - loss: 0.2442 - accuracy: 0.8929
176/296 [================>.............] - ETA: 6s - loss: 0.2450 - accuracy: 0.8924
177/296 [================>.............] - ETA: 6s - loss: 0.2458 - accuracy: 0.8919
178/296 [=================>............] - ETA: 6s - loss: 0.2450 - accuracy: 0.8926
179/296 [=================>............] - ETA: 6s - loss: 0.2462 - accuracy: 0.8918
180/296 [=================>............] - ETA: 6s - loss: 0.2470 - accuracy: 0.8913
181/296 [=================>............] - ETA: 6s - loss: 0.2477 - accuracy: 0.8909
182/296 [=================>............] - ETA: 6s - loss: 0.2472 - accuracy: 0.8915
183/296 [=================>............] - ETA: 6s - loss: 0.2476 - accuracy: 0.8907
184/296 [=================>............] - ETA: 6s - loss: 0.2471 - accuracy: 0.8910
185/296 [=================>............] - ETA: 6s - loss: 0.2472 - accuracy: 0.8909
186/296 [=================>............] - ETA: 6s - loss: 0.2474 - accuracy: 0.8905
187/296 [=================>............] - ETA: 6s - loss: 0.2482 - accuracy: 0.8897
188/296 [==================>...........] - ETA: 6s - loss: 0.2481 - accuracy: 0.8896
189/296 [==================>...........] - ETA: 6s - loss: 0.2482 - accuracy: 0.8892
190/296 [==================>...........] - ETA: 6s - loss: 0.2473 - accuracy: 0.8898
191/296 [==================>...........] - ETA: 6s - loss: 0.2469 - accuracy: 0.8901
192/296 [==================>...........] - ETA: 5s - loss: 0.2470 - accuracy: 0.8896
193/296 [==================>...........] - ETA: 5s - loss: 0.2469 - accuracy: 0.8899
194/296 [==================>...........] - ETA: 5s - loss: 0.2473 - accuracy: 0.8901
195/296 [==================>...........] - ETA: 5s - loss: 0.2472 - accuracy: 0.8904
196/296 [==================>...........] - ETA: 5s - loss: 0.2465 - accuracy: 0.8906
197/296 [==================>...........] - ETA: 5s - loss: 0.2470 - accuracy: 0.8902
198/296 [===================>..........] - ETA: 5s - loss: 0.2472 - accuracy: 0.8895
199/296 [===================>..........] - ETA: 5s - loss: 0.2474 - accuracy: 0.8894
200/296 [===================>..........] - ETA: 5s - loss: 0.2476 - accuracy: 0.8894
201/296 [===================>..........] - ETA: 5s - loss: 0.2477 - accuracy: 0.8899
202/296 [===================>..........] - ETA: 5s - loss: 0.2475 - accuracy: 0.8902
203/296 [===================>..........] - ETA: 5s - loss: 0.2469 - accuracy: 0.8904
204/296 [===================>..........] - ETA: 5s - loss: 0.2471 - accuracy: 0.8903
205/296 [===================>..........] - ETA: 5s - loss: 0.2475 - accuracy: 0.8902
206/296 [===================>..........] - ETA: 5s - loss: 0.2473 - accuracy: 0.8905
207/296 [===================>..........] - ETA: 5s - loss: 0.2468 - accuracy: 0.8907
208/296 [====================>.........] - ETA: 5s - loss: 0.2459 - accuracy: 0.8912
209/296 [====================>.........] - ETA: 5s - loss: 0.2467 - accuracy: 0.8906
210/296 [====================>.........] - ETA: 4s - loss: 0.2465 - accuracy: 0.8908
211/296 [====================>.........] - ETA: 4s - loss: 0.2461 - accuracy: 0.8910
212/296 [====================>.........] - ETA: 4s - loss: 0.2466 - accuracy: 0.8906
213/296 [====================>.........] - ETA: 4s - loss: 0.2510 - accuracy: 0.8897
214/296 [====================>.........] - ETA: 4s - loss: 0.2504 - accuracy: 0.8899
215/296 [====================>.........] - ETA: 4s - loss: 0.2501 - accuracy: 0.8901
216/296 [====================>.........] - ETA: 4s - loss: 0.2495 - accuracy: 0.8906
217/296 [====================>.........] - ETA: 4s - loss: 0.2492 - accuracy: 0.8908
218/296 [=====================>........] - ETA: 4s - loss: 0.2489 - accuracy: 0.8911
219/296 [=====================>........] - ETA: 4s - loss: 0.2493 - accuracy: 0.8904
220/296 [=====================>........] - ETA: 4s - loss: 0.2489 - accuracy: 0.8906
221/296 [=====================>........] - ETA: 4s - loss: 0.2482 - accuracy: 0.8908
222/296 [=====================>........] - ETA: 4s - loss: 0.2490 - accuracy: 0.8899
223/296 [=====================>........] - ETA: 4s - loss: 0.2490 - accuracy: 0.8899
224/296 [=====================>........] - ETA: 4s - loss: 0.2491 - accuracy: 0.8898
225/296 [=====================>........] - ETA: 4s - loss: 0.2486 - accuracy: 0.8903
226/296 [=====================>........] - ETA: 4s - loss: 0.2495 - accuracy: 0.8897
227/296 [======================>.......] - ETA: 3s - loss: 0.2496 - accuracy: 0.8896
228/296 [======================>.......] - ETA: 3s - loss: 0.2500 - accuracy: 0.8893
229/296 [======================>.......] - ETA: 3s - loss: 0.2512 - accuracy: 0.8889
230/296 [======================>.......] - ETA: 3s - loss: 0.2508 - accuracy: 0.8894
231/296 [======================>.......] - ETA: 3s - loss: 0.2508 - accuracy: 0.8891
232/296 [======================>.......] - ETA: 3s - loss: 0.2513 - accuracy: 0.8885
233/296 [======================>.......] - ETA: 3s - loss: 0.2525 - accuracy: 0.8879
234/296 [======================>.......] - ETA: 3s - loss: 0.2524 - accuracy: 0.8878
235/296 [======================>.......] - ETA: 3s - loss: 0.2522 - accuracy: 0.8878
236/296 [======================>.......] - ETA: 3s - loss: 0.2525 - accuracy: 0.8872
237/296 [=======================>......] - ETA: 3s - loss: 0.2532 - accuracy: 0.8871
238/296 [=======================>......] - ETA: 3s - loss: 0.2534 - accuracy: 0.8873
239/296 [=======================>......] - ETA: 3s - loss: 0.2536 - accuracy: 0.8873
240/296 [=======================>......] - ETA: 3s - loss: 0.2548 - accuracy: 0.8865
241/296 [=======================>......] - ETA: 3s - loss: 0.2549 - accuracy: 0.8864
242/296 [=======================>......] - ETA: 3s - loss: 0.2552 - accuracy: 0.8856
243/296 [=======================>......] - ETA: 3s - loss: 0.2567 - accuracy: 0.8845
244/296 [=======================>......] - ETA: 3s - loss: 0.2564 - accuracy: 0.8847
245/296 [=======================>......] - ETA: 2s - loss: 0.2565 - accuracy: 0.8847
246/296 [=======================>......] - ETA: 2s - loss: 0.2567 - accuracy: 0.8847
247/296 [========================>.....] - ETA: 2s - loss: 0.2574 - accuracy: 0.8841
248/296 [========================>.....] - ETA: 2s - loss: 0.2571 - accuracy: 0.8843
249/296 [========================>.....] - ETA: 2s - loss: 0.2566 - accuracy: 0.8843
250/296 [========================>.....] - ETA: 2s - loss: 0.2559 - accuracy: 0.8845
251/296 [========================>.....] - ETA: 2s - loss: 0.2554 - accuracy: 0.8847
252/296 [========================>.....] - ETA: 2s - loss: 0.2550 - accuracy: 0.8852
253/296 [========================>.....] - ETA: 2s - loss: 0.2548 - accuracy: 0.8856
254/296 [========================>.....] - ETA: 2s - loss: 0.2552 - accuracy: 0.8853
255/296 [========================>.....] - ETA: 2s - loss: 0.2550 - accuracy: 0.8855
256/296 [========================>.....] - ETA: 2s - loss: 0.2562 - accuracy: 0.8848
257/296 [=========================>....] - ETA: 2s - loss: 0.2568 - accuracy: 0.8845
258/296 [=========================>....] - ETA: 2s - loss: 0.2577 - accuracy: 0.8842
259/296 [=========================>....] - ETA: 2s - loss: 0.2581 - accuracy: 0.8839
260/296 [=========================>....] - ETA: 2s - loss: 0.2612 - accuracy: 0.8834
261/296 [=========================>....] - ETA: 2s - loss: 0.2613 - accuracy: 0.8831
262/296 [=========================>....] - ETA: 1s - loss: 0.2612 - accuracy: 0.8833
263/296 [=========================>....] - ETA: 1s - loss: 0.2614 - accuracy: 0.8828
264/296 [=========================>....] - ETA: 1s - loss: 0.2617 - accuracy: 0.8828
265/296 [=========================>....] - ETA: 1s - loss: 0.2620 - accuracy: 0.8823
266/296 [=========================>....] - ETA: 1s - loss: 0.2619 - accuracy: 0.8820
267/296 [==========================>...] - ETA: 1s - loss: 0.2627 - accuracy: 0.8818
268/296 [==========================>...] - ETA: 1s - loss: 0.2623 - accuracy: 0.8822
269/296 [==========================>...] - ETA: 1s - loss: 0.2622 - accuracy: 0.8824
270/296 [==========================>...] - ETA: 1s - loss: 0.2621 - accuracy: 0.8824
271/296 [==========================>...] - ETA: 1s - loss: 0.2618 - accuracy: 0.8828
272/296 [==========================>...] - ETA: 1s - loss: 0.2619 - accuracy: 0.8830
273/296 [==========================>...] - ETA: 1s - loss: 0.2619 - accuracy: 0.8830
274/296 [==========================>...] - ETA: 1s - loss: 0.2622 - accuracy: 0.8828
275/296 [==========================>...] - ETA: 1s - loss: 0.2622 - accuracy: 0.8825
276/296 [==========================>...] - ETA: 1s - loss: 0.2616 - accuracy: 0.8829
277/296 [===========================>..] - ETA: 1s - loss: 0.2612 - accuracy: 0.8833
278/296 [===========================>..] - ETA: 1s - loss: 0.2612 - accuracy: 0.8833
279/296 [===========================>..] - ETA: 0s - loss: 0.2607 - accuracy: 0.8835
280/296 [===========================>..] - ETA: 0s - loss: 0.2612 - accuracy: 0.8835
281/296 [===========================>..] - ETA: 0s - loss: 0.2613 - accuracy: 0.8835
282/296 [===========================>..] - ETA: 0s - loss: 0.2606 - accuracy: 0.8839
283/296 [===========================>..] - ETA: 0s - loss: 0.2602 - accuracy: 0.8841
284/296 [===========================>..] - ETA: 0s - loss: 0.2614 - accuracy: 0.8834
285/296 [===========================>..] - ETA: 0s - loss: 0.2610 - accuracy: 0.8836
286/296 [===========================>..] - ETA: 0s - loss: 0.2607 - accuracy: 0.8837
287/296 [============================>.] - ETA: 0s - loss: 0.2601 - accuracy: 0.8839
288/296 [============================>.] - ETA: 0s - loss: 0.2597 - accuracy: 0.8841
289/296 [============================>.] - ETA: 0s - loss: 0.2601 - accuracy: 0.8839
290/296 [============================>.] - ETA: 0s - loss: 0.2611 - accuracy: 0.8832
291/296 [============================>.] - ETA: 0s - loss: 0.2623 - accuracy: 0.8829
292/296 [============================>.] - ETA: 0s - loss: 0.2618 - accuracy: 0.8831
293/296 [============================>.] - ETA: 0s - loss: 0.2619 - accuracy: 0.8831
294/296 [============================>.] - ETA: 0s - loss: 0.2615 - accuracy: 0.8833
295/296 [============================>.] - ETA: 0s - loss: 0.2612 - accuracy: 0.8835
296/296 [==============================] - 17s 58ms/step - loss: 0.2616 - accuracy: 0.8831

296/296 [==============================] - 18s 62ms/step - loss: 0.2616 - accuracy: 0.8831 - val_loss: 0.2655 - val_accuracy: 0.8719
Epoch 16/50

  1/296 [..............................] - ETA: 22s - loss: 0.5633 - accuracy: 0.6875
  2/296 [..............................] - ETA: 33s - loss: 0.3737 - accuracy: 0.8125
  3/296 [..............................] - ETA: 32s - loss: 0.3099 - accuracy: 0.8542
  4/296 [..............................] - ETA: 32s - loss: 0.2791 - accuracy: 0.8750
  5/296 [..............................] - ETA: 32s - loss: 0.2482 - accuracy: 0.9000
  6/296 [..............................] - ETA: 32s - loss: 0.2286 - accuracy: 0.8958
  7/296 [..............................] - ETA: 32s - loss: 0.2274 - accuracy: 0.8929
  8/296 [..............................] - ETA: 32s - loss: 0.2476 - accuracy: 0.8750
  9/296 [..............................] - ETA: 32s - loss: 0.2448 - accuracy: 0.8819
 10/296 [>.............................] - ETA: 32s - loss: 0.2442 - accuracy: 0.8813
 11/296 [>.............................] - ETA: 32s - loss: 0.2482 - accuracy: 0.8807
 12/296 [>.............................] - ETA: 31s - loss: 0.2460 - accuracy: 0.8854
 13/296 [>.............................] - ETA: 31s - loss: 0.2478 - accuracy: 0.8894
 14/296 [>.............................] - ETA: 31s - loss: 0.2449 - accuracy: 0.8929
 15/296 [>.............................] - ETA: 31s - loss: 0.2412 - accuracy: 0.8917
 16/296 [>.............................] - ETA: 31s - loss: 0.2363 - accuracy: 0.8945
 17/296 [>.............................] - ETA: 31s - loss: 0.2473 - accuracy: 0.8897
 18/296 [>.............................] - ETA: 31s - loss: 0.2412 - accuracy: 0.8924
 19/296 [>.............................] - ETA: 31s - loss: 0.2342 - accuracy: 0.8947
 20/296 [=>............................] - ETA: 31s - loss: 0.2353 - accuracy: 0.8906
 21/296 [=>............................] - ETA: 30s - loss: 0.2323 - accuracy: 0.8899
 22/296 [=>............................] - ETA: 30s - loss: 0.2319 - accuracy: 0.8920
 23/296 [=>............................] - ETA: 30s - loss: 0.2322 - accuracy: 0.8940
 24/296 [=>............................] - ETA: 30s - loss: 0.2367 - accuracy: 0.8880
 25/296 [=>............................] - ETA: 29s - loss: 0.2383 - accuracy: 0.8875
 26/296 [=>............................] - ETA: 29s - loss: 0.2377 - accuracy: 0.8894
 27/296 [=>............................] - ETA: 28s - loss: 0.2384 - accuracy: 0.8889
 28/296 [=>............................] - ETA: 27s - loss: 0.2317 - accuracy: 0.8929
 29/296 [=>............................] - ETA: 27s - loss: 0.2270 - accuracy: 0.8966
 30/296 [==>...........................] - ETA: 26s - loss: 0.2295 - accuracy: 0.8938
 31/296 [==>...........................] - ETA: 26s - loss: 0.2318 - accuracy: 0.8931
 32/296 [==>...........................] - ETA: 25s - loss: 0.2349 - accuracy: 0.8887
 33/296 [==>...........................] - ETA: 25s - loss: 0.2377 - accuracy: 0.8883
 34/296 [==>...........................] - ETA: 25s - loss: 0.2394 - accuracy: 0.8879
 35/296 [==>...........................] - ETA: 24s - loss: 0.2403 - accuracy: 0.8875
 36/296 [==>...........................] - ETA: 24s - loss: 0.2442 - accuracy: 0.8854
 37/296 [==>...........................] - ETA: 24s - loss: 0.2427 - accuracy: 0.8868
 38/296 [==>...........................] - ETA: 23s - loss: 0.2417 - accuracy: 0.8865
 39/296 [==>...........................] - ETA: 23s - loss: 0.2383 - accuracy: 0.8894
 40/296 [===>..........................] - ETA: 23s - loss: 0.2345 - accuracy: 0.8906
 41/296 [===>..........................] - ETA: 22s - loss: 0.2375 - accuracy: 0.8902
 42/296 [===>..........................] - ETA: 22s - loss: 0.2345 - accuracy: 0.8929
 43/296 [===>..........................] - ETA: 22s - loss: 0.2348 - accuracy: 0.8924
 44/296 [===>..........................] - ETA: 21s - loss: 0.2343 - accuracy: 0.8935
 45/296 [===>..........................] - ETA: 21s - loss: 0.2387 - accuracy: 0.8917
 46/296 [===>..........................] - ETA: 21s - loss: 0.2360 - accuracy: 0.8940
 47/296 [===>..........................] - ETA: 21s - loss: 0.2356 - accuracy: 0.8949
 48/296 [===>..........................] - ETA: 20s - loss: 0.2340 - accuracy: 0.8958
 49/296 [===>..........................] - ETA: 20s - loss: 0.2312 - accuracy: 0.8980
 50/296 [====>.........................] - ETA: 20s - loss: 0.2280 - accuracy: 0.9000
 51/296 [====>.........................] - ETA: 20s - loss: 0.2293 - accuracy: 0.8995
 52/296 [====>.........................] - ETA: 20s - loss: 0.2288 - accuracy: 0.9002
 53/296 [====>.........................] - ETA: 19s - loss: 0.2318 - accuracy: 0.8986
 54/296 [====>.........................] - ETA: 19s - loss: 0.2310 - accuracy: 0.8993
 55/296 [====>.........................] - ETA: 19s - loss: 0.2299 - accuracy: 0.8989
 56/296 [====>.........................] - ETA: 19s - loss: 0.2317 - accuracy: 0.8973
 57/296 [====>.........................] - ETA: 19s - loss: 0.2314 - accuracy: 0.8980
 58/296 [====>.........................] - ETA: 19s - loss: 0.2304 - accuracy: 0.8987
 59/296 [====>.........................] - ETA: 18s - loss: 0.2293 - accuracy: 0.8994
 60/296 [=====>........................] - ETA: 18s - loss: 0.2290 - accuracy: 0.9000
 61/296 [=====>........................] - ETA: 18s - loss: 0.2294 - accuracy: 0.9006
 62/296 [=====>........................] - ETA: 18s - loss: 0.2322 - accuracy: 0.8992
 63/296 [=====>........................] - ETA: 18s - loss: 0.2294 - accuracy: 0.9008
 64/296 [=====>........................] - ETA: 18s - loss: 0.2289 - accuracy: 0.9014
 65/296 [=====>........................] - ETA: 17s - loss: 0.2287 - accuracy: 0.9019
 66/296 [=====>........................] - ETA: 17s - loss: 0.2285 - accuracy: 0.9025
 67/296 [=====>........................] - ETA: 17s - loss: 0.2316 - accuracy: 0.9011
 68/296 [=====>........................] - ETA: 17s - loss: 0.2303 - accuracy: 0.9017
 69/296 [=====>........................] - ETA: 17s - loss: 0.2348 - accuracy: 0.9013
 70/296 [======>.......................] - ETA: 17s - loss: 0.2338 - accuracy: 0.9009
 71/296 [======>.......................] - ETA: 17s - loss: 0.2348 - accuracy: 0.8988
 72/296 [======>.......................] - ETA: 17s - loss: 0.2374 - accuracy: 0.8984
 73/296 [======>.......................] - ETA: 16s - loss: 0.2354 - accuracy: 0.8998
 74/296 [======>.......................] - ETA: 16s - loss: 0.2401 - accuracy: 0.9003
 75/296 [======>.......................] - ETA: 16s - loss: 0.2396 - accuracy: 0.9000
 76/296 [======>.......................] - ETA: 16s - loss: 0.2399 - accuracy: 0.9005
 77/296 [======>.......................] - ETA: 16s - loss: 0.2407 - accuracy: 0.9002
 78/296 [======>.......................] - ETA: 16s - loss: 0.2428 - accuracy: 0.8990
 79/296 [=======>......................] - ETA: 16s - loss: 0.2440 - accuracy: 0.8995
 80/296 [=======>......................] - ETA: 15s - loss: 0.2425 - accuracy: 0.9000
 81/296 [=======>......................] - ETA: 15s - loss: 0.2416 - accuracy: 0.9005
 82/296 [=======>......................] - ETA: 15s - loss: 0.2422 - accuracy: 0.9002
 83/296 [=======>......................] - ETA: 15s - loss: 0.2430 - accuracy: 0.8991
 84/296 [=======>......................] - ETA: 15s - loss: 0.2422 - accuracy: 0.9003
 85/296 [=======>......................] - ETA: 15s - loss: 0.2462 - accuracy: 0.8993
 86/296 [=======>......................] - ETA: 15s - loss: 0.2455 - accuracy: 0.8997
 87/296 [=======>......................] - ETA: 15s - loss: 0.2459 - accuracy: 0.8994
 88/296 [=======>......................] - ETA: 15s - loss: 0.2453 - accuracy: 0.8991
 89/296 [========>.....................] - ETA: 14s - loss: 0.2453 - accuracy: 0.8989
 90/296 [========>.....................] - ETA: 14s - loss: 0.2458 - accuracy: 0.8986
 91/296 [========>.....................] - ETA: 14s - loss: 0.2454 - accuracy: 0.8984
 92/296 [========>.....................] - ETA: 14s - loss: 0.2449 - accuracy: 0.8988
 93/296 [========>.....................] - ETA: 14s - loss: 0.2449 - accuracy: 0.8985
 94/296 [========>.....................] - ETA: 14s - loss: 0.2456 - accuracy: 0.8983
 95/296 [========>.....................] - ETA: 14s - loss: 0.2436 - accuracy: 0.8993
 96/296 [========>.....................] - ETA: 14s - loss: 0.2424 - accuracy: 0.8997
 97/296 [========>.....................] - ETA: 14s - loss: 0.2432 - accuracy: 0.8982
 98/296 [========>.....................] - ETA: 14s - loss: 0.2416 - accuracy: 0.8992
 99/296 [=========>....................] - ETA: 13s - loss: 0.2407 - accuracy: 0.8996
100/296 [=========>....................] - ETA: 13s - loss: 0.2405 - accuracy: 0.8994
101/296 [=========>....................] - ETA: 13s - loss: 0.2387 - accuracy: 0.9004
102/296 [=========>....................] - ETA: 13s - loss: 0.2381 - accuracy: 0.9007
103/296 [=========>....................] - ETA: 13s - loss: 0.2456 - accuracy: 0.8999
104/296 [=========>....................] - ETA: 13s - loss: 0.2448 - accuracy: 0.9002
105/296 [=========>....................] - ETA: 13s - loss: 0.2435 - accuracy: 0.9006
106/296 [=========>....................] - ETA: 13s - loss: 0.2415 - accuracy: 0.9015
107/296 [=========>....................] - ETA: 13s - loss: 0.2412 - accuracy: 0.9019
108/296 [=========>....................] - ETA: 13s - loss: 0.2419 - accuracy: 0.9016
109/296 [==========>...................] - ETA: 13s - loss: 0.2416 - accuracy: 0.9008
110/296 [==========>...................] - ETA: 12s - loss: 0.2423 - accuracy: 0.9006
111/296 [==========>...................] - ETA: 12s - loss: 0.2445 - accuracy: 0.8998
112/296 [==========>...................] - ETA: 12s - loss: 0.2438 - accuracy: 0.9001
113/296 [==========>...................] - ETA: 12s - loss: 0.2426 - accuracy: 0.9010
114/296 [==========>...................] - ETA: 12s - loss: 0.2422 - accuracy: 0.9008
115/296 [==========>...................] - ETA: 12s - loss: 0.2417 - accuracy: 0.9005
116/296 [==========>...................] - ETA: 12s - loss: 0.2418 - accuracy: 0.8998
117/296 [==========>...................] - ETA: 12s - loss: 0.2439 - accuracy: 0.8996
118/296 [==========>...................] - ETA: 12s - loss: 0.2436 - accuracy: 0.8994
119/296 [===========>..................] - ETA: 12s - loss: 0.2441 - accuracy: 0.8992
120/296 [===========>..................] - ETA: 12s - loss: 0.2451 - accuracy: 0.8990
121/296 [===========>..................] - ETA: 12s - loss: 0.2464 - accuracy: 0.8982
122/296 [===========>..................] - ETA: 11s - loss: 0.2449 - accuracy: 0.8991
123/296 [===========>..................] - ETA: 11s - loss: 0.2452 - accuracy: 0.8984
124/296 [===========>..................] - ETA: 11s - loss: 0.2459 - accuracy: 0.8977
125/296 [===========>..................] - ETA: 11s - loss: 0.2466 - accuracy: 0.8975
126/296 [===========>..................] - ETA: 11s - loss: 0.2466 - accuracy: 0.8978
127/296 [===========>..................] - ETA: 11s - loss: 0.2458 - accuracy: 0.8976
128/296 [===========>..................] - ETA: 11s - loss: 0.2453 - accuracy: 0.8979
129/296 [============>.................] - ETA: 11s - loss: 0.2453 - accuracy: 0.8978
130/296 [============>.................] - ETA: 11s - loss: 0.2454 - accuracy: 0.8976
131/296 [============>.................] - ETA: 11s - loss: 0.2455 - accuracy: 0.8974
132/296 [============>.................] - ETA: 11s - loss: 0.2449 - accuracy: 0.8982
133/296 [============>.................] - ETA: 11s - loss: 0.2439 - accuracy: 0.8990
134/296 [============>.................] - ETA: 10s - loss: 0.2443 - accuracy: 0.8983
135/296 [============>.................] - ETA: 10s - loss: 0.2458 - accuracy: 0.8972
136/296 [============>.................] - ETA: 10s - loss: 0.2448 - accuracy: 0.8980
137/296 [============>.................] - ETA: 10s - loss: 0.2459 - accuracy: 0.8974
138/296 [============>.................] - ETA: 10s - loss: 0.2456 - accuracy: 0.8976
139/296 [=============>................] - ETA: 10s - loss: 0.2457 - accuracy: 0.8975
140/296 [=============>................] - ETA: 10s - loss: 0.2450 - accuracy: 0.8978
141/296 [=============>................] - ETA: 10s - loss: 0.2445 - accuracy: 0.8980
142/296 [=============>................] - ETA: 10s - loss: 0.2455 - accuracy: 0.8974
143/296 [=============>................] - ETA: 10s - loss: 0.2458 - accuracy: 0.8973
144/296 [=============>................] - ETA: 10s - loss: 0.2450 - accuracy: 0.8976
145/296 [=============>................] - ETA: 10s - loss: 0.2438 - accuracy: 0.8983
146/296 [=============>................] - ETA: 10s - loss: 0.2430 - accuracy: 0.8990
147/296 [=============>................] - ETA: 10s - loss: 0.2426 - accuracy: 0.8997
148/296 [==============>...............] - ETA: 9s - loss: 0.2419 - accuracy: 0.8999 
149/296 [==============>...............] - ETA: 9s - loss: 0.2425 - accuracy: 0.8997
150/296 [==============>...............] - ETA: 9s - loss: 0.2425 - accuracy: 0.9000
151/296 [==============>...............] - ETA: 9s - loss: 0.2430 - accuracy: 0.8998
152/296 [==============>...............] - ETA: 9s - loss: 0.2428 - accuracy: 0.9001
153/296 [==============>...............] - ETA: 9s - loss: 0.2424 - accuracy: 0.8999
154/296 [==============>...............] - ETA: 9s - loss: 0.2424 - accuracy: 0.8998
155/296 [==============>...............] - ETA: 9s - loss: 0.2462 - accuracy: 0.8980
156/296 [==============>...............] - ETA: 9s - loss: 0.2472 - accuracy: 0.8978
157/296 [==============>...............] - ETA: 9s - loss: 0.2482 - accuracy: 0.8969
158/296 [===============>..............] - ETA: 9s - loss: 0.2487 - accuracy: 0.8968
159/296 [===============>..............] - ETA: 9s - loss: 0.2487 - accuracy: 0.8962
160/296 [===============>..............] - ETA: 9s - loss: 0.2488 - accuracy: 0.8961
161/296 [===============>..............] - ETA: 8s - loss: 0.2485 - accuracy: 0.8964
162/296 [===============>..............] - ETA: 8s - loss: 0.2488 - accuracy: 0.8954
163/296 [===============>..............] - ETA: 8s - loss: 0.2488 - accuracy: 0.8957
164/296 [===============>..............] - ETA: 8s - loss: 0.2491 - accuracy: 0.8952
165/296 [===============>..............] - ETA: 8s - loss: 0.2492 - accuracy: 0.8951
166/296 [===============>..............] - ETA: 8s - loss: 0.2490 - accuracy: 0.8950
167/296 [===============>..............] - ETA: 8s - loss: 0.2484 - accuracy: 0.8948
168/296 [================>.............] - ETA: 8s - loss: 0.2485 - accuracy: 0.8947
169/296 [================>.............] - ETA: 8s - loss: 0.2477 - accuracy: 0.8953
170/296 [================>.............] - ETA: 8s - loss: 0.2473 - accuracy: 0.8956
171/296 [================>.............] - ETA: 8s - loss: 0.2486 - accuracy: 0.8951
172/296 [================>.............] - ETA: 8s - loss: 0.2485 - accuracy: 0.8950
173/296 [================>.............] - ETA: 8s - loss: 0.2483 - accuracy: 0.8952
174/296 [================>.............] - ETA: 8s - loss: 0.2487 - accuracy: 0.8944
175/296 [================>.............] - ETA: 7s - loss: 0.2476 - accuracy: 0.8950
176/296 [================>.............] - ETA: 7s - loss: 0.2480 - accuracy: 0.8945
177/296 [================>.............] - ETA: 7s - loss: 0.2487 - accuracy: 0.8941
178/296 [=================>............] - ETA: 7s - loss: 0.2480 - accuracy: 0.8943
179/296 [=================>............] - ETA: 7s - loss: 0.2484 - accuracy: 0.8939
180/296 [=================>............] - ETA: 7s - loss: 0.2479 - accuracy: 0.8941
181/296 [=================>............] - ETA: 7s - loss: 0.2481 - accuracy: 0.8940
182/296 [=================>............] - ETA: 7s - loss: 0.2478 - accuracy: 0.8939
183/296 [=================>............] - ETA: 7s - loss: 0.2469 - accuracy: 0.8945
184/296 [=================>............] - ETA: 7s - loss: 0.2461 - accuracy: 0.8947
185/296 [=================>............] - ETA: 7s - loss: 0.2462 - accuracy: 0.8943
186/296 [=================>............] - ETA: 7s - loss: 0.2454 - accuracy: 0.8945
187/296 [=================>............] - ETA: 7s - loss: 0.2452 - accuracy: 0.8947
188/296 [==================>...........] - ETA: 7s - loss: 0.2455 - accuracy: 0.8946
189/296 [==================>...........] - ETA: 7s - loss: 0.2454 - accuracy: 0.8942
190/296 [==================>...........] - ETA: 6s - loss: 0.2452 - accuracy: 0.8944
191/296 [==================>...........] - ETA: 6s - loss: 0.2451 - accuracy: 0.8946
192/296 [==================>...........] - ETA: 6s - loss: 0.2454 - accuracy: 0.8939
193/296 [==================>...........] - ETA: 6s - loss: 0.2457 - accuracy: 0.8931
194/296 [==================>...........] - ETA: 6s - loss: 0.2479 - accuracy: 0.8924
195/296 [==================>...........] - ETA: 6s - loss: 0.2482 - accuracy: 0.8920
196/296 [==================>...........] - ETA: 6s - loss: 0.2479 - accuracy: 0.8922
197/296 [==================>...........] - ETA: 6s - loss: 0.2480 - accuracy: 0.8921
198/296 [===================>..........] - ETA: 6s - loss: 0.2486 - accuracy: 0.8917
199/296 [===================>..........] - ETA: 6s - loss: 0.2481 - accuracy: 0.8920
200/296 [===================>..........] - ETA: 6s - loss: 0.2476 - accuracy: 0.8925
201/296 [===================>..........] - ETA: 6s - loss: 0.2478 - accuracy: 0.8921
202/296 [===================>..........] - ETA: 6s - loss: 0.2480 - accuracy: 0.8920
203/296 [===================>..........] - ETA: 6s - loss: 0.2474 - accuracy: 0.8922
204/296 [===================>..........] - ETA: 5s - loss: 0.2471 - accuracy: 0.8922
205/296 [===================>..........] - ETA: 5s - loss: 0.2472 - accuracy: 0.8924
206/296 [===================>..........] - ETA: 5s - loss: 0.2476 - accuracy: 0.8923
207/296 [===================>..........] - ETA: 5s - loss: 0.2481 - accuracy: 0.8919
208/296 [====================>.........] - ETA: 5s - loss: 0.2486 - accuracy: 0.8918
209/296 [====================>.........] - ETA: 5s - loss: 0.2481 - accuracy: 0.8920
210/296 [====================>.........] - ETA: 5s - loss: 0.2492 - accuracy: 0.8914
211/296 [====================>.........] - ETA: 5s - loss: 0.2495 - accuracy: 0.8910
212/296 [====================>.........] - ETA: 5s - loss: 0.2492 - accuracy: 0.8909
213/296 [====================>.........] - ETA: 5s - loss: 0.2488 - accuracy: 0.8908
214/296 [====================>.........] - ETA: 5s - loss: 0.2487 - accuracy: 0.8911
215/296 [====================>.........] - ETA: 5s - loss: 0.2489 - accuracy: 0.8907
216/296 [====================>.........] - ETA: 5s - loss: 0.2494 - accuracy: 0.8906
217/296 [====================>.........] - ETA: 5s - loss: 0.2488 - accuracy: 0.8911
218/296 [=====================>........] - ETA: 5s - loss: 0.2496 - accuracy: 0.8908
219/296 [=====================>........] - ETA: 5s - loss: 0.2501 - accuracy: 0.8904
220/296 [=====================>........] - ETA: 4s - loss: 0.2500 - accuracy: 0.8903
221/296 [=====================>........] - ETA: 4s - loss: 0.2503 - accuracy: 0.8897
222/296 [=====================>........] - ETA: 4s - loss: 0.2501 - accuracy: 0.8899
223/296 [=====================>........] - ETA: 4s - loss: 0.2504 - accuracy: 0.8896
224/296 [=====================>........] - ETA: 4s - loss: 0.2504 - accuracy: 0.8895
225/296 [=====================>........] - ETA: 4s - loss: 0.2503 - accuracy: 0.8892
226/296 [=====================>........] - ETA: 4s - loss: 0.2508 - accuracy: 0.8886
227/296 [======================>.......] - ETA: 4s - loss: 0.2510 - accuracy: 0.8885
228/296 [======================>.......] - ETA: 4s - loss: 0.2507 - accuracy: 0.8884
229/296 [======================>.......] - ETA: 4s - loss: 0.2506 - accuracy: 0.8884
230/296 [======================>.......] - ETA: 4s - loss: 0.2506 - accuracy: 0.8883
231/296 [======================>.......] - ETA: 4s - loss: 0.2507 - accuracy: 0.8885
232/296 [======================>.......] - ETA: 4s - loss: 0.2511 - accuracy: 0.8882
233/296 [======================>.......] - ETA: 4s - loss: 0.2516 - accuracy: 0.8879
234/296 [======================>.......] - ETA: 4s - loss: 0.2525 - accuracy: 0.8876
235/296 [======================>.......] - ETA: 3s - loss: 0.2539 - accuracy: 0.8864
236/296 [======================>.......] - ETA: 3s - loss: 0.2537 - accuracy: 0.8861
237/296 [=======================>......] - ETA: 3s - loss: 0.2540 - accuracy: 0.8858
238/296 [=======================>......] - ETA: 3s - loss: 0.2542 - accuracy: 0.8858
239/296 [=======================>......] - ETA: 3s - loss: 0.2537 - accuracy: 0.8862
240/296 [=======================>......] - ETA: 3s - loss: 0.2543 - accuracy: 0.8854
241/296 [=======================>......] - ETA: 3s - loss: 0.2543 - accuracy: 0.8854
242/296 [=======================>......] - ETA: 3s - loss: 0.2542 - accuracy: 0.8856
243/296 [=======================>......] - ETA: 3s - loss: 0.2536 - accuracy: 0.8858
244/296 [=======================>......] - ETA: 3s - loss: 0.2529 - accuracy: 0.8863
245/296 [=======================>......] - ETA: 3s - loss: 0.2529 - accuracy: 0.8865
246/296 [=======================>......] - ETA: 3s - loss: 0.2530 - accuracy: 0.8864
247/296 [========================>.....] - ETA: 3s - loss: 0.2533 - accuracy: 0.8864
248/296 [========================>.....] - ETA: 3s - loss: 0.2532 - accuracy: 0.8863
249/296 [========================>.....] - ETA: 3s - loss: 0.2533 - accuracy: 0.8863
250/296 [========================>.....] - ETA: 2s - loss: 0.2530 - accuracy: 0.8867
251/296 [========================>.....] - ETA: 2s - loss: 0.2528 - accuracy: 0.8870
252/296 [========================>.....] - ETA: 2s - loss: 0.2529 - accuracy: 0.8867
253/296 [========================>.....] - ETA: 2s - loss: 0.2528 - accuracy: 0.8866
254/296 [========================>.....] - ETA: 2s - loss: 0.2525 - accuracy: 0.8868
255/296 [========================>.....] - ETA: 2s - loss: 0.2525 - accuracy: 0.8865
256/296 [========================>.....] - ETA: 2s - loss: 0.2533 - accuracy: 0.8857
257/296 [=========================>....] - ETA: 2s - loss: 0.2541 - accuracy: 0.8857
258/296 [=========================>....] - ETA: 2s - loss: 0.2540 - accuracy: 0.8857
259/296 [=========================>....] - ETA: 2s - loss: 0.2535 - accuracy: 0.8859
260/296 [=========================>....] - ETA: 2s - loss: 0.2544 - accuracy: 0.8853
261/296 [=========================>....] - ETA: 2s - loss: 0.2546 - accuracy: 0.8851
262/296 [=========================>....] - ETA: 2s - loss: 0.2548 - accuracy: 0.8850
263/296 [=========================>....] - ETA: 2s - loss: 0.2542 - accuracy: 0.8852
264/296 [=========================>....] - ETA: 2s - loss: 0.2547 - accuracy: 0.8849
265/296 [=========================>....] - ETA: 1s - loss: 0.2548 - accuracy: 0.8847
266/296 [=========================>....] - ETA: 1s - loss: 0.2547 - accuracy: 0.8846
267/296 [==========================>...] - ETA: 1s - loss: 0.2547 - accuracy: 0.8848
268/296 [==========================>...] - ETA: 1s - loss: 0.2547 - accuracy: 0.8846
269/296 [==========================>...] - ETA: 1s - loss: 0.2545 - accuracy: 0.8848
270/296 [==========================>...] - ETA: 1s - loss: 0.2542 - accuracy: 0.8850
271/296 [==========================>...] - ETA: 1s - loss: 0.2548 - accuracy: 0.8847
272/296 [==========================>...] - ETA: 1s - loss: 0.2545 - accuracy: 0.8849
273/296 [==========================>...] - ETA: 1s - loss: 0.2542 - accuracy: 0.8848
274/296 [==========================>...] - ETA: 1s - loss: 0.2539 - accuracy: 0.8850
275/296 [==========================>...] - ETA: 1s - loss: 0.2539 - accuracy: 0.8852
276/296 [==========================>...] - ETA: 1s - loss: 0.2542 - accuracy: 0.8850
277/296 [===========================>..] - ETA: 1s - loss: 0.2545 - accuracy: 0.8847
278/296 [===========================>..] - ETA: 1s - loss: 0.2543 - accuracy: 0.8847
279/296 [===========================>..] - ETA: 1s - loss: 0.2541 - accuracy: 0.8846
280/296 [===========================>..] - ETA: 1s - loss: 0.2540 - accuracy: 0.8848
281/296 [===========================>..] - ETA: 0s - loss: 0.2534 - accuracy: 0.8852
282/296 [===========================>..] - ETA: 0s - loss: 0.2532 - accuracy: 0.8854
283/296 [===========================>..] - ETA: 0s - loss: 0.2536 - accuracy: 0.8852
284/296 [===========================>..] - ETA: 0s - loss: 0.2532 - accuracy: 0.8856
285/296 [===========================>..] - ETA: 0s - loss: 0.2541 - accuracy: 0.8849
286/296 [===========================>..] - ETA: 0s - loss: 0.2539 - accuracy: 0.8848
287/296 [============================>.] - ETA: 0s - loss: 0.2544 - accuracy: 0.8846
288/296 [============================>.] - ETA: 0s - loss: 0.2542 - accuracy: 0.8848
289/296 [============================>.] - ETA: 0s - loss: 0.2537 - accuracy: 0.8849
290/296 [============================>.] - ETA: 0s - loss: 0.2537 - accuracy: 0.8847
291/296 [============================>.] - ETA: 0s - loss: 0.2534 - accuracy: 0.8849
292/296 [============================>.] - ETA: 0s - loss: 0.2528 - accuracy: 0.8853
293/296 [============================>.] - ETA: 0s - loss: 0.2527 - accuracy: 0.8850
294/296 [============================>.] - ETA: 0s - loss: 0.2522 - accuracy: 0.8852
295/296 [============================>.] - ETA: 0s - loss: 0.2519 - accuracy: 0.8852
296/296 [==============================] - 19s 64ms/step - loss: 0.2526 - accuracy: 0.8850

296/296 [==============================] - 20s 68ms/step - loss: 0.2526 - accuracy: 0.8850 - val_loss: 0.2406 - val_accuracy: 0.8897
Epoch 17/50

  1/296 [..............................] - ETA: 17s - loss: 0.2092 - accuracy: 0.8750
  2/296 [..............................] - ETA: 17s - loss: 0.2531 - accuracy: 0.8438
  3/296 [..............................] - ETA: 17s - loss: 0.2328 - accuracy: 0.8542
  4/296 [..............................] - ETA: 17s - loss: 0.2482 - accuracy: 0.8594
  5/296 [..............................] - ETA: 17s - loss: 0.2341 - accuracy: 0.8625
  6/296 [..............................] - ETA: 17s - loss: 0.2267 - accuracy: 0.8750
  7/296 [..............................] - ETA: 17s - loss: 0.2116 - accuracy: 0.8839
  8/296 [..............................] - ETA: 17s - loss: 0.2188 - accuracy: 0.8906
  9/296 [..............................] - ETA: 17s - loss: 0.2203 - accuracy: 0.8889
 10/296 [>.............................] - ETA: 17s - loss: 0.2265 - accuracy: 0.8938
 11/296 [>.............................] - ETA: 17s - loss: 0.2423 - accuracy: 0.8920
 12/296 [>.............................] - ETA: 17s - loss: 0.2509 - accuracy: 0.8906
 13/296 [>.............................] - ETA: 17s - loss: 0.2387 - accuracy: 0.8990
 14/296 [>.............................] - ETA: 16s - loss: 0.2333 - accuracy: 0.8973
 15/296 [>.............................] - ETA: 16s - loss: 0.2263 - accuracy: 0.9042
 16/296 [>.............................] - ETA: 16s - loss: 0.2183 - accuracy: 0.9062
 17/296 [>.............................] - ETA: 16s - loss: 0.2203 - accuracy: 0.9081
 18/296 [>.............................] - ETA: 16s - loss: 0.2114 - accuracy: 0.9132
 19/296 [>.............................] - ETA: 16s - loss: 0.2520 - accuracy: 0.8980
 20/296 [=>............................] - ETA: 16s - loss: 0.2437 - accuracy: 0.9031
 21/296 [=>............................] - ETA: 16s - loss: 0.2379 - accuracy: 0.9048
 22/296 [=>............................] - ETA: 16s - loss: 0.2358 - accuracy: 0.9034
 23/296 [=>............................] - ETA: 16s - loss: 0.2315 - accuracy: 0.9049
 24/296 [=>............................] - ETA: 16s - loss: 0.2274 - accuracy: 0.9062
 25/296 [=>............................] - ETA: 16s - loss: 0.2299 - accuracy: 0.9025
 26/296 [=>............................] - ETA: 16s - loss: 0.2285 - accuracy: 0.9038
 27/296 [=>............................] - ETA: 16s - loss: 0.2248 - accuracy: 0.9051
 28/296 [=>............................] - ETA: 16s - loss: 0.2276 - accuracy: 0.9040
 29/296 [=>............................] - ETA: 16s - loss: 0.2225 - accuracy: 0.9073
 30/296 [==>...........................] - ETA: 16s - loss: 0.2199 - accuracy: 0.9083
 31/296 [==>...........................] - ETA: 15s - loss: 0.2161 - accuracy: 0.9093
 32/296 [==>...........................] - ETA: 15s - loss: 0.2193 - accuracy: 0.9082
 33/296 [==>...........................] - ETA: 15s - loss: 0.2149 - accuracy: 0.9110
 34/296 [==>...........................] - ETA: 15s - loss: 0.2195 - accuracy: 0.9099
 35/296 [==>...........................] - ETA: 15s - loss: 0.2344 - accuracy: 0.9036
 36/296 [==>...........................] - ETA: 15s - loss: 0.2345 - accuracy: 0.9028
 37/296 [==>...........................] - ETA: 15s - loss: 0.2364 - accuracy: 0.9003
 38/296 [==>...........................] - ETA: 15s - loss: 0.2339 - accuracy: 0.9013
 39/296 [==>...........................] - ETA: 15s - loss: 0.2357 - accuracy: 0.9006
 40/296 [===>..........................] - ETA: 15s - loss: 0.2364 - accuracy: 0.8984
 41/296 [===>..........................] - ETA: 15s - loss: 0.2369 - accuracy: 0.8979
 42/296 [===>..........................] - ETA: 15s - loss: 0.2336 - accuracy: 0.9003
 43/296 [===>..........................] - ETA: 15s - loss: 0.2309 - accuracy: 0.9026
 44/296 [===>..........................] - ETA: 15s - loss: 0.2286 - accuracy: 0.9020
 45/296 [===>..........................] - ETA: 15s - loss: 0.2270 - accuracy: 0.9028
 46/296 [===>..........................] - ETA: 15s - loss: 0.2268 - accuracy: 0.9035
 47/296 [===>..........................] - ETA: 14s - loss: 0.2268 - accuracy: 0.9029
 48/296 [===>..........................] - ETA: 14s - loss: 0.2304 - accuracy: 0.9010
 49/296 [===>..........................] - ETA: 14s - loss: 0.2277 - accuracy: 0.9031
 50/296 [====>.........................] - ETA: 14s - loss: 0.2288 - accuracy: 0.9025
 51/296 [====>.........................] - ETA: 14s - loss: 0.2314 - accuracy: 0.9007
 52/296 [====>.........................] - ETA: 14s - loss: 0.2329 - accuracy: 0.8990
 53/296 [====>.........................] - ETA: 14s - loss: 0.2316 - accuracy: 0.8986
 54/296 [====>.........................] - ETA: 14s - loss: 0.2280 - accuracy: 0.9005
 55/296 [====>.........................] - ETA: 14s - loss: 0.2251 - accuracy: 0.9023
 56/296 [====>.........................] - ETA: 14s - loss: 0.2256 - accuracy: 0.9018
 57/296 [====>.........................] - ETA: 14s - loss: 0.2252 - accuracy: 0.9024
 58/296 [====>.........................] - ETA: 14s - loss: 0.2273 - accuracy: 0.9030
 59/296 [====>.........................] - ETA: 14s - loss: 0.2256 - accuracy: 0.9047
 60/296 [=====>........................] - ETA: 14s - loss: 0.2252 - accuracy: 0.9052
 61/296 [=====>........................] - ETA: 14s - loss: 0.2264 - accuracy: 0.9047
 62/296 [=====>........................] - ETA: 14s - loss: 0.2274 - accuracy: 0.9042
 63/296 [=====>........................] - ETA: 14s - loss: 0.2279 - accuracy: 0.9048
 64/296 [=====>........................] - ETA: 13s - loss: 0.2282 - accuracy: 0.9043
 65/296 [=====>........................] - ETA: 13s - loss: 0.2272 - accuracy: 0.9048
 66/296 [=====>........................] - ETA: 13s - loss: 0.2244 - accuracy: 0.9062
 67/296 [=====>........................] - ETA: 13s - loss: 0.2226 - accuracy: 0.9067
 68/296 [=====>........................] - ETA: 13s - loss: 0.2221 - accuracy: 0.9062
 69/296 [=====>........................] - ETA: 13s - loss: 0.2228 - accuracy: 0.9067
 70/296 [======>.......................] - ETA: 13s - loss: 0.2245 - accuracy: 0.9062
 71/296 [======>.......................] - ETA: 13s - loss: 0.2276 - accuracy: 0.9049
 72/296 [======>.......................] - ETA: 13s - loss: 0.2292 - accuracy: 0.9028
 73/296 [======>.......................] - ETA: 13s - loss: 0.2299 - accuracy: 0.9007
 74/296 [======>.......................] - ETA: 13s - loss: 0.2273 - accuracy: 0.9020
 75/296 [======>.......................] - ETA: 13s - loss: 0.2270 - accuracy: 0.9017
 76/296 [======>.......................] - ETA: 13s - loss: 0.2250 - accuracy: 0.9030
 77/296 [======>.......................] - ETA: 13s - loss: 0.2271 - accuracy: 0.9026
 78/296 [======>.......................] - ETA: 13s - loss: 0.2292 - accuracy: 0.9014
 79/296 [=======>......................] - ETA: 13s - loss: 0.2294 - accuracy: 0.9019
 80/296 [=======>......................] - ETA: 12s - loss: 0.2304 - accuracy: 0.9016
 81/296 [=======>......................] - ETA: 12s - loss: 0.2386 - accuracy: 0.8989
 82/296 [=======>......................] - ETA: 12s - loss: 0.2389 - accuracy: 0.8986
 83/296 [=======>......................] - ETA: 12s - loss: 0.2380 - accuracy: 0.8991
 84/296 [=======>......................] - ETA: 12s - loss: 0.2365 - accuracy: 0.9003
 85/296 [=======>......................] - ETA: 12s - loss: 0.2365 - accuracy: 0.9007
 86/296 [=======>......................] - ETA: 12s - loss: 0.2384 - accuracy: 0.8997
 87/296 [=======>......................] - ETA: 12s - loss: 0.2404 - accuracy: 0.8980
 88/296 [=======>......................] - ETA: 12s - loss: 0.2388 - accuracy: 0.8991
 89/296 [========>.....................] - ETA: 12s - loss: 0.2367 - accuracy: 0.9003
 90/296 [========>.....................] - ETA: 12s - loss: 0.2353 - accuracy: 0.9014
 91/296 [========>.....................] - ETA: 12s - loss: 0.2343 - accuracy: 0.9018
 92/296 [========>.....................] - ETA: 12s - loss: 0.2371 - accuracy: 0.9008
 93/296 [========>.....................] - ETA: 12s - loss: 0.2432 - accuracy: 0.8978
 94/296 [========>.....................] - ETA: 12s - loss: 0.2434 - accuracy: 0.8983
 95/296 [========>.....................] - ETA: 12s - loss: 0.2427 - accuracy: 0.8987
 96/296 [========>.....................] - ETA: 11s - loss: 0.2425 - accuracy: 0.8984
 97/296 [========>.....................] - ETA: 11s - loss: 0.2437 - accuracy: 0.8976
 98/296 [========>.....................] - ETA: 11s - loss: 0.2435 - accuracy: 0.8986
 99/296 [=========>....................] - ETA: 11s - loss: 0.2425 - accuracy: 0.8996
100/296 [=========>....................] - ETA: 11s - loss: 0.2436 - accuracy: 0.8994
101/296 [=========>....................] - ETA: 11s - loss: 0.2437 - accuracy: 0.8991
102/296 [=========>....................] - ETA: 11s - loss: 0.2457 - accuracy: 0.8977
103/296 [=========>....................] - ETA: 11s - loss: 0.2450 - accuracy: 0.8981
104/296 [=========>....................] - ETA: 11s - loss: 0.2464 - accuracy: 0.8972
105/296 [=========>....................] - ETA: 11s - loss: 0.2481 - accuracy: 0.8958
106/296 [=========>....................] - ETA: 11s - loss: 0.2473 - accuracy: 0.8968
107/296 [=========>....................] - ETA: 11s - loss: 0.2478 - accuracy: 0.8966
108/296 [=========>....................] - ETA: 11s - loss: 0.2470 - accuracy: 0.8976
109/296 [==========>...................] - ETA: 11s - loss: 0.2486 - accuracy: 0.8968
110/296 [==========>...................] - ETA: 11s - loss: 0.2493 - accuracy: 0.8960
111/296 [==========>...................] - ETA: 11s - loss: 0.2476 - accuracy: 0.8970
112/296 [==========>...................] - ETA: 11s - loss: 0.2488 - accuracy: 0.8968
113/296 [==========>...................] - ETA: 10s - loss: 0.2479 - accuracy: 0.8971
114/296 [==========>...................] - ETA: 10s - loss: 0.2491 - accuracy: 0.8958
115/296 [==========>...................] - ETA: 10s - loss: 0.2493 - accuracy: 0.8957
116/296 [==========>...................] - ETA: 10s - loss: 0.2500 - accuracy: 0.8949
117/296 [==========>...................] - ETA: 10s - loss: 0.2486 - accuracy: 0.8958
118/296 [==========>...................] - ETA: 10s - loss: 0.2485 - accuracy: 0.8957
119/296 [===========>..................] - ETA: 10s - loss: 0.2476 - accuracy: 0.8960
120/296 [===========>..................] - ETA: 10s - loss: 0.2488 - accuracy: 0.8953
121/296 [===========>..................] - ETA: 10s - loss: 0.2499 - accuracy: 0.8936
122/296 [===========>..................] - ETA: 10s - loss: 0.2500 - accuracy: 0.8929
123/296 [===========>..................] - ETA: 10s - loss: 0.2493 - accuracy: 0.8933
124/296 [===========>..................] - ETA: 10s - loss: 0.2490 - accuracy: 0.8936
125/296 [===========>..................] - ETA: 10s - loss: 0.2481 - accuracy: 0.8940
126/296 [===========>..................] - ETA: 10s - loss: 0.2491 - accuracy: 0.8938
127/296 [===========>..................] - ETA: 10s - loss: 0.2484 - accuracy: 0.8947
128/296 [===========>..................] - ETA: 10s - loss: 0.2500 - accuracy: 0.8945
129/296 [============>.................] - ETA: 10s - loss: 0.2504 - accuracy: 0.8944
130/296 [============>.................] - ETA: 9s - loss: 0.2492 - accuracy: 0.8952 
131/296 [============>.................] - ETA: 9s - loss: 0.2485 - accuracy: 0.8955
132/296 [============>.................] - ETA: 9s - loss: 0.2484 - accuracy: 0.8954
133/296 [============>.................] - ETA: 9s - loss: 0.2474 - accuracy: 0.8961
134/296 [============>.................] - ETA: 9s - loss: 0.2493 - accuracy: 0.8946
135/296 [============>.................] - ETA: 9s - loss: 0.2495 - accuracy: 0.8940
136/296 [============>.................] - ETA: 9s - loss: 0.2482 - accuracy: 0.8948
137/296 [============>.................] - ETA: 9s - loss: 0.2475 - accuracy: 0.8951
138/296 [============>.................] - ETA: 9s - loss: 0.2488 - accuracy: 0.8945
139/296 [=============>................] - ETA: 9s - loss: 0.2491 - accuracy: 0.8943
140/296 [=============>................] - ETA: 9s - loss: 0.2512 - accuracy: 0.8929
141/296 [=============>................] - ETA: 9s - loss: 0.2512 - accuracy: 0.8923
142/296 [=============>................] - ETA: 9s - loss: 0.2505 - accuracy: 0.8926
143/296 [=============>................] - ETA: 9s - loss: 0.2502 - accuracy: 0.8920
144/296 [=============>................] - ETA: 9s - loss: 0.2502 - accuracy: 0.8919
145/296 [=============>................] - ETA: 9s - loss: 0.2498 - accuracy: 0.8918
146/296 [=============>................] - ETA: 8s - loss: 0.2492 - accuracy: 0.8917
147/296 [=============>................] - ETA: 8s - loss: 0.2492 - accuracy: 0.8907
148/296 [==============>...............] - ETA: 8s - loss: 0.2481 - accuracy: 0.8915
149/296 [==============>...............] - ETA: 8s - loss: 0.2479 - accuracy: 0.8918
150/296 [==============>...............] - ETA: 8s - loss: 0.2480 - accuracy: 0.8921
151/296 [==============>...............] - ETA: 8s - loss: 0.2484 - accuracy: 0.8924
152/296 [==============>...............] - ETA: 8s - loss: 0.2482 - accuracy: 0.8923
153/296 [==============>...............] - ETA: 8s - loss: 0.2474 - accuracy: 0.8926
154/296 [==============>...............] - ETA: 8s - loss: 0.2464 - accuracy: 0.8933
155/296 [==============>...............] - ETA: 8s - loss: 0.2462 - accuracy: 0.8931
156/296 [==============>...............] - ETA: 8s - loss: 0.2470 - accuracy: 0.8926
157/296 [==============>...............] - ETA: 8s - loss: 0.2468 - accuracy: 0.8929
158/296 [===============>..............] - ETA: 8s - loss: 0.2461 - accuracy: 0.8932
159/296 [===============>..............] - ETA: 8s - loss: 0.2467 - accuracy: 0.8931
160/296 [===============>..............] - ETA: 8s - loss: 0.2455 - accuracy: 0.8938
161/296 [===============>..............] - ETA: 8s - loss: 0.2445 - accuracy: 0.8944
162/296 [===============>..............] - ETA: 8s - loss: 0.2443 - accuracy: 0.8943
163/296 [===============>..............] - ETA: 7s - loss: 0.2442 - accuracy: 0.8942
164/296 [===============>..............] - ETA: 7s - loss: 0.2447 - accuracy: 0.8937
165/296 [===============>..............] - ETA: 7s - loss: 0.2450 - accuracy: 0.8932
166/296 [===============>..............] - ETA: 7s - loss: 0.2447 - accuracy: 0.8934
167/296 [===============>..............] - ETA: 7s - loss: 0.2449 - accuracy: 0.8937
168/296 [================>.............] - ETA: 7s - loss: 0.2448 - accuracy: 0.8936
169/296 [================>.............] - ETA: 7s - loss: 0.2454 - accuracy: 0.8931
170/296 [================>.............] - ETA: 7s - loss: 0.2453 - accuracy: 0.8930
171/296 [================>.............] - ETA: 7s - loss: 0.2454 - accuracy: 0.8929
172/296 [================>.............] - ETA: 7s - loss: 0.2451 - accuracy: 0.8928
173/296 [================>.............] - ETA: 7s - loss: 0.2450 - accuracy: 0.8931
174/296 [================>.............] - ETA: 7s - loss: 0.2467 - accuracy: 0.8922
175/296 [================>.............] - ETA: 7s - loss: 0.2462 - accuracy: 0.8921
176/296 [================>.............] - ETA: 7s - loss: 0.2459 - accuracy: 0.8917
177/296 [================>.............] - ETA: 7s - loss: 0.2453 - accuracy: 0.8923
178/296 [=================>............] - ETA: 7s - loss: 0.2449 - accuracy: 0.8926
179/296 [=================>............] - ETA: 6s - loss: 0.2444 - accuracy: 0.8928
180/296 [=================>............] - ETA: 6s - loss: 0.2457 - accuracy: 0.8920
181/296 [=================>............] - ETA: 6s - loss: 0.2461 - accuracy: 0.8919
182/296 [=================>............] - ETA: 6s - loss: 0.2456 - accuracy: 0.8925
183/296 [=================>............] - ETA: 6s - loss: 0.2458 - accuracy: 0.8924
184/296 [=================>............] - ETA: 6s - loss: 0.2467 - accuracy: 0.8916
185/296 [=================>............] - ETA: 6s - loss: 0.2464 - accuracy: 0.8922
186/296 [=================>............] - ETA: 6s - loss: 0.2461 - accuracy: 0.8925
187/296 [=================>............] - ETA: 6s - loss: 0.2458 - accuracy: 0.8927
188/296 [==================>...........] - ETA: 6s - loss: 0.2473 - accuracy: 0.8916
189/296 [==================>...........] - ETA: 6s - loss: 0.2476 - accuracy: 0.8912
190/296 [==================>...........] - ETA: 6s - loss: 0.2479 - accuracy: 0.8911
191/296 [==================>...........] - ETA: 6s - loss: 0.2473 - accuracy: 0.8917
192/296 [==================>...........] - ETA: 6s - loss: 0.2473 - accuracy: 0.8916
193/296 [==================>...........] - ETA: 6s - loss: 0.2469 - accuracy: 0.8918
194/296 [==================>...........] - ETA: 6s - loss: 0.2473 - accuracy: 0.8918
195/296 [==================>...........] - ETA: 6s - loss: 0.2481 - accuracy: 0.8913
196/296 [==================>...........] - ETA: 5s - loss: 0.2485 - accuracy: 0.8909
197/296 [==================>...........] - ETA: 5s - loss: 0.2485 - accuracy: 0.8909
198/296 [===================>..........] - ETA: 5s - loss: 0.2480 - accuracy: 0.8911
199/296 [===================>..........] - ETA: 5s - loss: 0.2474 - accuracy: 0.8913
200/296 [===================>..........] - ETA: 5s - loss: 0.2480 - accuracy: 0.8909
201/296 [===================>..........] - ETA: 5s - loss: 0.2484 - accuracy: 0.8905
202/296 [===================>..........] - ETA: 5s - loss: 0.2481 - accuracy: 0.8908
203/296 [===================>..........] - ETA: 5s - loss: 0.2479 - accuracy: 0.8910
204/296 [===================>..........] - ETA: 5s - loss: 0.2486 - accuracy: 0.8909
205/296 [===================>..........] - ETA: 5s - loss: 0.2490 - accuracy: 0.8905
206/296 [===================>..........] - ETA: 5s - loss: 0.2493 - accuracy: 0.8899
207/296 [===================>..........] - ETA: 5s - loss: 0.2496 - accuracy: 0.8898
208/296 [====================>.........] - ETA: 5s - loss: 0.2492 - accuracy: 0.8897
209/296 [====================>.........] - ETA: 5s - loss: 0.2500 - accuracy: 0.8894
210/296 [====================>.........] - ETA: 5s - loss: 0.2509 - accuracy: 0.8887
211/296 [====================>.........] - ETA: 5s - loss: 0.2505 - accuracy: 0.8892
212/296 [====================>.........] - ETA: 5s - loss: 0.2500 - accuracy: 0.8894
213/296 [====================>.........] - ETA: 4s - loss: 0.2496 - accuracy: 0.8897
214/296 [====================>.........] - ETA: 4s - loss: 0.2493 - accuracy: 0.8899
215/296 [====================>.........] - ETA: 4s - loss: 0.2492 - accuracy: 0.8898
216/296 [====================>.........] - ETA: 4s - loss: 0.2492 - accuracy: 0.8895
217/296 [====================>.........] - ETA: 4s - loss: 0.2487 - accuracy: 0.8897
218/296 [=====================>........] - ETA: 4s - loss: 0.2487 - accuracy: 0.8893
219/296 [=====================>........] - ETA: 4s - loss: 0.2479 - accuracy: 0.8898
220/296 [=====================>........] - ETA: 4s - loss: 0.2479 - accuracy: 0.8898
221/296 [=====================>........] - ETA: 4s - loss: 0.2478 - accuracy: 0.8900
222/296 [=====================>........] - ETA: 4s - loss: 0.2491 - accuracy: 0.8885
223/296 [=====================>........] - ETA: 4s - loss: 0.2488 - accuracy: 0.8885
224/296 [=====================>........] - ETA: 4s - loss: 0.2488 - accuracy: 0.8884
225/296 [=====================>........] - ETA: 4s - loss: 0.2490 - accuracy: 0.8881
226/296 [=====================>........] - ETA: 4s - loss: 0.2486 - accuracy: 0.8880
227/296 [======================>.......] - ETA: 4s - loss: 0.2484 - accuracy: 0.8877
228/296 [======================>.......] - ETA: 4s - loss: 0.2486 - accuracy: 0.8876
229/296 [======================>.......] - ETA: 4s - loss: 0.2486 - accuracy: 0.8873
230/296 [======================>.......] - ETA: 3s - loss: 0.2488 - accuracy: 0.8872
231/296 [======================>.......] - ETA: 3s - loss: 0.2486 - accuracy: 0.8874
232/296 [======================>.......] - ETA: 3s - loss: 0.2489 - accuracy: 0.8874
233/296 [======================>.......] - ETA: 3s - loss: 0.2485 - accuracy: 0.8876
234/296 [======================>.......] - ETA: 3s - loss: 0.2480 - accuracy: 0.8881
235/296 [======================>.......] - ETA: 3s - loss: 0.2474 - accuracy: 0.8886
236/296 [======================>.......] - ETA: 3s - loss: 0.2470 - accuracy: 0.8890
237/296 [=======================>......] - ETA: 3s - loss: 0.2466 - accuracy: 0.8892
238/296 [=======================>......] - ETA: 3s - loss: 0.2472 - accuracy: 0.8889
239/296 [=======================>......] - ETA: 3s - loss: 0.2482 - accuracy: 0.8886
240/296 [=======================>......] - ETA: 3s - loss: 0.2483 - accuracy: 0.8885
241/296 [=======================>......] - ETA: 3s - loss: 0.2487 - accuracy: 0.8885
242/296 [=======================>......] - ETA: 3s - loss: 0.2490 - accuracy: 0.8882
243/296 [=======================>......] - ETA: 3s - loss: 0.2490 - accuracy: 0.8881
244/296 [=======================>......] - ETA: 3s - loss: 0.2484 - accuracy: 0.8883
245/296 [=======================>......] - ETA: 3s - loss: 0.2496 - accuracy: 0.8883
246/296 [=======================>......] - ETA: 2s - loss: 0.2501 - accuracy: 0.8877
247/296 [========================>.....] - ETA: 2s - loss: 0.2508 - accuracy: 0.8869
248/296 [========================>.....] - ETA: 2s - loss: 0.2508 - accuracy: 0.8868
249/296 [========================>.....] - ETA: 2s - loss: 0.2526 - accuracy: 0.8863
250/296 [========================>.....] - ETA: 2s - loss: 0.2530 - accuracy: 0.8860
251/296 [========================>.....] - ETA: 2s - loss: 0.2527 - accuracy: 0.8860
252/296 [========================>.....] - ETA: 2s - loss: 0.2530 - accuracy: 0.8857
253/296 [========================>.....] - ETA: 2s - loss: 0.2530 - accuracy: 0.8856
254/296 [========================>.....] - ETA: 2s - loss: 0.2527 - accuracy: 0.8858
255/296 [========================>.....] - ETA: 2s - loss: 0.2528 - accuracy: 0.8855
256/296 [========================>.....] - ETA: 2s - loss: 0.2522 - accuracy: 0.8857
257/296 [=========================>....] - ETA: 2s - loss: 0.2518 - accuracy: 0.8859
258/296 [=========================>....] - ETA: 2s - loss: 0.2522 - accuracy: 0.8859
259/296 [=========================>....] - ETA: 2s - loss: 0.2525 - accuracy: 0.8859
260/296 [=========================>....] - ETA: 2s - loss: 0.2554 - accuracy: 0.8844
261/296 [=========================>....] - ETA: 2s - loss: 0.2556 - accuracy: 0.8839
262/296 [=========================>....] - ETA: 2s - loss: 0.2559 - accuracy: 0.8838
263/296 [=========================>....] - ETA: 1s - loss: 0.2562 - accuracy: 0.8836
264/296 [=========================>....] - ETA: 1s - loss: 0.2560 - accuracy: 0.8835
265/296 [=========================>....] - ETA: 1s - loss: 0.2558 - accuracy: 0.8837
266/296 [=========================>....] - ETA: 1s - loss: 0.2560 - accuracy: 0.8835
267/296 [==========================>...] - ETA: 1s - loss: 0.2563 - accuracy: 0.8830
268/296 [==========================>...] - ETA: 1s - loss: 0.2570 - accuracy: 0.8827
269/296 [==========================>...] - ETA: 1s - loss: 0.2569 - accuracy: 0.8829
270/296 [==========================>...] - ETA: 1s - loss: 0.2570 - accuracy: 0.8826
271/296 [==========================>...] - ETA: 1s - loss: 0.2570 - accuracy: 0.8826
272/296 [==========================>...] - ETA: 1s - loss: 0.2576 - accuracy: 0.8819
273/296 [==========================>...] - ETA: 1s - loss: 0.2572 - accuracy: 0.8821
274/296 [==========================>...] - ETA: 1s - loss: 0.2572 - accuracy: 0.8821
275/296 [==========================>...] - ETA: 1s - loss: 0.2569 - accuracy: 0.8823
276/296 [==========================>...] - ETA: 1s - loss: 0.2568 - accuracy: 0.8822
277/296 [===========================>..] - ETA: 1s - loss: 0.2567 - accuracy: 0.8822
278/296 [===========================>..] - ETA: 1s - loss: 0.2564 - accuracy: 0.8824
279/296 [===========================>..] - ETA: 1s - loss: 0.2560 - accuracy: 0.8826
280/296 [===========================>..] - ETA: 0s - loss: 0.2556 - accuracy: 0.8828
281/296 [===========================>..] - ETA: 0s - loss: 0.2559 - accuracy: 0.8828
282/296 [===========================>..] - ETA: 0s - loss: 0.2555 - accuracy: 0.8830
283/296 [===========================>..] - ETA: 0s - loss: 0.2557 - accuracy: 0.8827
284/296 [===========================>..] - ETA: 0s - loss: 0.2562 - accuracy: 0.8823
285/296 [===========================>..] - ETA: 0s - loss: 0.2555 - accuracy: 0.8827
286/296 [===========================>..] - ETA: 0s - loss: 0.2550 - accuracy: 0.8831
287/296 [============================>.] - ETA: 0s - loss: 0.2554 - accuracy: 0.8831
288/296 [============================>.] - ETA: 0s - loss: 0.2564 - accuracy: 0.8824
289/296 [============================>.] - ETA: 0s - loss: 0.2569 - accuracy: 0.8821
290/296 [============================>.] - ETA: 0s - loss: 0.2565 - accuracy: 0.8823
291/296 [============================>.] - ETA: 0s - loss: 0.2564 - accuracy: 0.8823
292/296 [============================>.] - ETA: 0s - loss: 0.2563 - accuracy: 0.8825
293/296 [============================>.] - ETA: 0s - loss: 0.2566 - accuracy: 0.8820
294/296 [============================>.] - ETA: 0s - loss: 0.2559 - accuracy: 0.8824
295/296 [============================>.] - ETA: 0s - loss: 0.2554 - accuracy: 0.8826
296/296 [==============================] - 18s 60ms/step - loss: 0.2551 - accuracy: 0.8827

296/296 [==============================] - 19s 64ms/step - loss: 0.2551 - accuracy: 0.8827 - val_loss: 0.3658 - val_accuracy: 0.8497
Epoch 18/50

  1/296 [..............................] - ETA: 17s - loss: 0.5121 - accuracy: 0.8125
  2/296 [..............................] - ETA: 17s - loss: 0.4227 - accuracy: 0.7812
  3/296 [..............................] - ETA: 17s - loss: 0.3640 - accuracy: 0.7917
  4/296 [..............................] - ETA: 17s - loss: 0.3048 - accuracy: 0.8281
  5/296 [..............................] - ETA: 17s - loss: 0.3560 - accuracy: 0.8125
  6/296 [..............................] - ETA: 17s - loss: 0.3387 - accuracy: 0.8333
  7/296 [..............................] - ETA: 17s - loss: 0.3293 - accuracy: 0.8393
  8/296 [..............................] - ETA: 17s - loss: 0.4111 - accuracy: 0.8281
  9/296 [..............................] - ETA: 17s - loss: 0.3907 - accuracy: 0.8472
 10/296 [>.............................] - ETA: 17s - loss: 0.3831 - accuracy: 0.8500
 11/296 [>.............................] - ETA: 16s - loss: 0.3736 - accuracy: 0.8523
 12/296 [>.............................] - ETA: 16s - loss: 0.3667 - accuracy: 0.8542
 13/296 [>.............................] - ETA: 16s - loss: 0.3569 - accuracy: 0.8558
 14/296 [>.............................] - ETA: 16s - loss: 0.3443 - accuracy: 0.8571
 15/296 [>.............................] - ETA: 16s - loss: 0.3406 - accuracy: 0.8542
 16/296 [>.............................] - ETA: 16s - loss: 0.3433 - accuracy: 0.8477
 17/296 [>.............................] - ETA: 16s - loss: 0.3391 - accuracy: 0.8493
 18/296 [>.............................] - ETA: 16s - loss: 0.3299 - accuracy: 0.8542
 19/296 [>.............................] - ETA: 16s - loss: 0.3284 - accuracy: 0.8553
 20/296 [=>............................] - ETA: 16s - loss: 0.3276 - accuracy: 0.8500
 21/296 [=>............................] - ETA: 16s - loss: 0.3178 - accuracy: 0.8571
 22/296 [=>............................] - ETA: 16s - loss: 0.3184 - accuracy: 0.8580
 23/296 [=>............................] - ETA: 16s - loss: 0.3114 - accuracy: 0.8614
 24/296 [=>............................] - ETA: 16s - loss: 0.3206 - accuracy: 0.8568
 25/296 [=>............................] - ETA: 16s - loss: 0.3223 - accuracy: 0.8500
 26/296 [=>............................] - ETA: 16s - loss: 0.3235 - accuracy: 0.8462
 27/296 [=>............................] - ETA: 16s - loss: 0.3256 - accuracy: 0.8449
 28/296 [=>............................] - ETA: 15s - loss: 0.3197 - accuracy: 0.8460
 29/296 [=>............................] - ETA: 15s - loss: 0.3160 - accuracy: 0.8491
 30/296 [==>...........................] - ETA: 15s - loss: 0.3119 - accuracy: 0.8521
 31/296 [==>...........................] - ETA: 15s - loss: 0.3176 - accuracy: 0.8488
 32/296 [==>...........................] - ETA: 15s - loss: 0.3137 - accuracy: 0.8516
 33/296 [==>...........................] - ETA: 15s - loss: 0.3087 - accuracy: 0.8561
 34/296 [==>...........................] - ETA: 15s - loss: 0.3040 - accuracy: 0.8585
 35/296 [==>...........................] - ETA: 15s - loss: 0.3051 - accuracy: 0.8571
 36/296 [==>...........................] - ETA: 15s - loss: 0.3137 - accuracy: 0.8559
 37/296 [==>...........................] - ETA: 15s - loss: 0.3069 - accuracy: 0.8598
 38/296 [==>...........................] - ETA: 15s - loss: 0.3065 - accuracy: 0.8586
 39/296 [==>...........................] - ETA: 15s - loss: 0.3018 - accuracy: 0.8606
 40/296 [===>..........................] - ETA: 15s - loss: 0.3031 - accuracy: 0.8609
 41/296 [===>..........................] - ETA: 15s - loss: 0.3001 - accuracy: 0.8628
 42/296 [===>..........................] - ETA: 15s - loss: 0.2998 - accuracy: 0.8616
 43/296 [===>..........................] - ETA: 15s - loss: 0.3022 - accuracy: 0.8576
 44/296 [===>..........................] - ETA: 15s - loss: 0.3004 - accuracy: 0.8594
 45/296 [===>..........................] - ETA: 14s - loss: 0.2985 - accuracy: 0.8597
 46/296 [===>..........................] - ETA: 14s - loss: 0.2971 - accuracy: 0.8601
 47/296 [===>..........................] - ETA: 14s - loss: 0.2933 - accuracy: 0.8617
 48/296 [===>..........................] - ETA: 14s - loss: 0.2920 - accuracy: 0.8633
 49/296 [===>..........................] - ETA: 14s - loss: 0.2891 - accuracy: 0.8661
 50/296 [====>.........................] - ETA: 14s - loss: 0.2882 - accuracy: 0.8675
 51/296 [====>.........................] - ETA: 14s - loss: 0.2906 - accuracy: 0.8664
 52/296 [====>.........................] - ETA: 14s - loss: 0.2903 - accuracy: 0.8654
 53/296 [====>.........................] - ETA: 14s - loss: 0.2891 - accuracy: 0.8656
 54/296 [====>.........................] - ETA: 14s - loss: 0.2879 - accuracy: 0.8669
 55/296 [====>.........................] - ETA: 14s - loss: 0.2837 - accuracy: 0.8693
 56/296 [====>.........................] - ETA: 14s - loss: 0.2827 - accuracy: 0.8683
 57/296 [====>.........................] - ETA: 14s - loss: 0.2808 - accuracy: 0.8695
 58/296 [====>.........................] - ETA: 14s - loss: 0.2830 - accuracy: 0.8685
 59/296 [====>.........................] - ETA: 14s - loss: 0.2818 - accuracy: 0.8676
 60/296 [=====>........................] - ETA: 14s - loss: 0.2798 - accuracy: 0.8698
 61/296 [=====>........................] - ETA: 14s - loss: 0.2772 - accuracy: 0.8709
 62/296 [=====>........................] - ETA: 13s - loss: 0.2766 - accuracy: 0.8710
 63/296 [=====>........................] - ETA: 13s - loss: 0.2753 - accuracy: 0.8710
 64/296 [=====>........................] - ETA: 13s - loss: 0.2729 - accuracy: 0.8721
 65/296 [=====>........................] - ETA: 13s - loss: 0.2711 - accuracy: 0.8731
 66/296 [=====>........................] - ETA: 13s - loss: 0.2741 - accuracy: 0.8741
 67/296 [=====>........................] - ETA: 13s - loss: 0.2734 - accuracy: 0.8741
 68/296 [=====>........................] - ETA: 13s - loss: 0.2754 - accuracy: 0.8732
 69/296 [=====>........................] - ETA: 13s - loss: 0.2740 - accuracy: 0.8732
 70/296 [======>.......................] - ETA: 13s - loss: 0.2772 - accuracy: 0.8732
 71/296 [======>.......................] - ETA: 13s - loss: 0.2787 - accuracy: 0.8724
 72/296 [======>.......................] - ETA: 13s - loss: 0.2782 - accuracy: 0.8715
 73/296 [======>.......................] - ETA: 13s - loss: 0.2763 - accuracy: 0.8724
 74/296 [======>.......................] - ETA: 13s - loss: 0.2743 - accuracy: 0.8742
 75/296 [======>.......................] - ETA: 13s - loss: 0.2717 - accuracy: 0.8758
 76/296 [======>.......................] - ETA: 13s - loss: 0.2724 - accuracy: 0.8750
 77/296 [======>.......................] - ETA: 13s - loss: 0.2720 - accuracy: 0.8742
 78/296 [======>.......................] - ETA: 13s - loss: 0.2697 - accuracy: 0.8758
 79/296 [=======>......................] - ETA: 12s - loss: 0.2688 - accuracy: 0.8758
 80/296 [=======>......................] - ETA: 12s - loss: 0.2678 - accuracy: 0.8758
 81/296 [=======>......................] - ETA: 12s - loss: 0.2670 - accuracy: 0.8765
 82/296 [=======>......................] - ETA: 12s - loss: 0.2664 - accuracy: 0.8773
 83/296 [=======>......................] - ETA: 12s - loss: 0.2687 - accuracy: 0.8758
 84/296 [=======>......................] - ETA: 12s - loss: 0.2704 - accuracy: 0.8750
 85/296 [=======>......................] - ETA: 12s - loss: 0.2712 - accuracy: 0.8750
 86/296 [=======>......................] - ETA: 12s - loss: 0.2691 - accuracy: 0.8757
 87/296 [=======>......................] - ETA: 12s - loss: 0.2726 - accuracy: 0.8743
 88/296 [=======>......................] - ETA: 12s - loss: 0.2710 - accuracy: 0.8750
 89/296 [========>.....................] - ETA: 12s - loss: 0.2715 - accuracy: 0.8757
 90/296 [========>.....................] - ETA: 12s - loss: 0.2715 - accuracy: 0.8757
 91/296 [========>.....................] - ETA: 12s - loss: 0.2731 - accuracy: 0.8743
 92/296 [========>.....................] - ETA: 12s - loss: 0.2751 - accuracy: 0.8723
 93/296 [========>.....................] - ETA: 12s - loss: 0.2758 - accuracy: 0.8710
 94/296 [========>.....................] - ETA: 12s - loss: 0.2745 - accuracy: 0.8710
 95/296 [========>.....................] - ETA: 12s - loss: 0.2738 - accuracy: 0.8711
 96/296 [========>.....................] - ETA: 11s - loss: 0.2717 - accuracy: 0.8724
 97/296 [========>.....................] - ETA: 11s - loss: 0.2704 - accuracy: 0.8724
 98/296 [========>.....................] - ETA: 11s - loss: 0.2687 - accuracy: 0.8737
 99/296 [=========>....................] - ETA: 11s - loss: 0.2685 - accuracy: 0.8737
100/296 [=========>....................] - ETA: 11s - loss: 0.2669 - accuracy: 0.8750
101/296 [=========>....................] - ETA: 11s - loss: 0.2653 - accuracy: 0.8762
102/296 [=========>....................] - ETA: 11s - loss: 0.2644 - accuracy: 0.8768
103/296 [=========>....................] - ETA: 11s - loss: 0.2621 - accuracy: 0.8780
104/296 [=========>....................] - ETA: 11s - loss: 0.2604 - accuracy: 0.8792
105/296 [=========>....................] - ETA: 11s - loss: 0.2607 - accuracy: 0.8786
106/296 [=========>....................] - ETA: 11s - loss: 0.2628 - accuracy: 0.8779
107/296 [=========>....................] - ETA: 11s - loss: 0.2656 - accuracy: 0.8773
108/296 [=========>....................] - ETA: 11s - loss: 0.2664 - accuracy: 0.8767
109/296 [==========>...................] - ETA: 11s - loss: 0.2644 - accuracy: 0.8779
110/296 [==========>...................] - ETA: 11s - loss: 0.2633 - accuracy: 0.8784
111/296 [==========>...................] - ETA: 11s - loss: 0.2632 - accuracy: 0.8778
112/296 [==========>...................] - ETA: 11s - loss: 0.2639 - accuracy: 0.8778
113/296 [==========>...................] - ETA: 10s - loss: 0.2656 - accuracy: 0.8772
114/296 [==========>...................] - ETA: 10s - loss: 0.2663 - accuracy: 0.8766
115/296 [==========>...................] - ETA: 10s - loss: 0.2654 - accuracy: 0.8772
116/296 [==========>...................] - ETA: 10s - loss: 0.2649 - accuracy: 0.8772
117/296 [==========>...................] - ETA: 10s - loss: 0.2654 - accuracy: 0.8761
118/296 [==========>...................] - ETA: 10s - loss: 0.2654 - accuracy: 0.8761
119/296 [===========>..................] - ETA: 10s - loss: 0.2645 - accuracy: 0.8766
120/296 [===========>..................] - ETA: 10s - loss: 0.2647 - accuracy: 0.8760
121/296 [===========>..................] - ETA: 10s - loss: 0.2648 - accuracy: 0.8750
122/296 [===========>..................] - ETA: 10s - loss: 0.2645 - accuracy: 0.8750
123/296 [===========>..................] - ETA: 10s - loss: 0.2635 - accuracy: 0.8755
124/296 [===========>..................] - ETA: 10s - loss: 0.2655 - accuracy: 0.8750
125/296 [===========>..................] - ETA: 10s - loss: 0.2644 - accuracy: 0.8760
126/296 [===========>..................] - ETA: 10s - loss: 0.2637 - accuracy: 0.8765
127/296 [===========>..................] - ETA: 10s - loss: 0.2637 - accuracy: 0.8765
128/296 [===========>..................] - ETA: 10s - loss: 0.2636 - accuracy: 0.8770
129/296 [============>.................] - ETA: 9s - loss: 0.2628 - accuracy: 0.8774 
130/296 [============>.................] - ETA: 9s - loss: 0.2624 - accuracy: 0.8774
131/296 [============>.................] - ETA: 9s - loss: 0.2620 - accuracy: 0.8779
132/296 [============>.................] - ETA: 9s - loss: 0.2631 - accuracy: 0.8774
133/296 [============>.................] - ETA: 9s - loss: 0.2630 - accuracy: 0.8769
134/296 [============>.................] - ETA: 9s - loss: 0.2619 - accuracy: 0.8778
135/296 [============>.................] - ETA: 9s - loss: 0.2612 - accuracy: 0.8782
136/296 [============>.................] - ETA: 9s - loss: 0.2613 - accuracy: 0.8787
137/296 [============>.................] - ETA: 9s - loss: 0.2613 - accuracy: 0.8782
138/296 [============>.................] - ETA: 9s - loss: 0.2608 - accuracy: 0.8782
139/296 [=============>................] - ETA: 9s - loss: 0.2611 - accuracy: 0.8777
140/296 [=============>................] - ETA: 9s - loss: 0.2607 - accuracy: 0.8777
141/296 [=============>................] - ETA: 9s - loss: 0.2608 - accuracy: 0.8777
142/296 [=============>................] - ETA: 9s - loss: 0.2606 - accuracy: 0.8772
143/296 [=============>................] - ETA: 9s - loss: 0.2596 - accuracy: 0.8781
144/296 [=============>................] - ETA: 9s - loss: 0.2592 - accuracy: 0.8780
145/296 [=============>................] - ETA: 9s - loss: 0.2588 - accuracy: 0.8780
146/296 [=============>................] - ETA: 8s - loss: 0.2577 - accuracy: 0.8784
147/296 [=============>................] - ETA: 8s - loss: 0.2570 - accuracy: 0.8788
148/296 [==============>...............] - ETA: 8s - loss: 0.2563 - accuracy: 0.8792
149/296 [==============>...............] - ETA: 8s - loss: 0.2571 - accuracy: 0.8784
150/296 [==============>...............] - ETA: 8s - loss: 0.2564 - accuracy: 0.8788
151/296 [==============>...............] - ETA: 8s - loss: 0.2581 - accuracy: 0.8783
152/296 [==============>...............] - ETA: 8s - loss: 0.2577 - accuracy: 0.8783
153/296 [==============>...............] - ETA: 8s - loss: 0.2569 - accuracy: 0.8787
154/296 [==============>...............] - ETA: 8s - loss: 0.2564 - accuracy: 0.8791
155/296 [==============>...............] - ETA: 8s - loss: 0.2576 - accuracy: 0.8782
156/296 [==============>...............] - ETA: 8s - loss: 0.2581 - accuracy: 0.8782
157/296 [==============>...............] - ETA: 8s - loss: 0.2577 - accuracy: 0.8786
158/296 [===============>..............] - ETA: 8s - loss: 0.2573 - accuracy: 0.8790
159/296 [===============>..............] - ETA: 8s - loss: 0.2578 - accuracy: 0.8789
160/296 [===============>..............] - ETA: 8s - loss: 0.2582 - accuracy: 0.8785
161/296 [===============>..............] - ETA: 8s - loss: 0.2592 - accuracy: 0.8785
162/296 [===============>..............] - ETA: 8s - loss: 0.2584 - accuracy: 0.8789
163/296 [===============>..............] - ETA: 7s - loss: 0.2590 - accuracy: 0.8788
164/296 [===============>..............] - ETA: 7s - loss: 0.2594 - accuracy: 0.8792
165/296 [===============>..............] - ETA: 7s - loss: 0.2603 - accuracy: 0.8784
166/296 [===============>..............] - ETA: 7s - loss: 0.2600 - accuracy: 0.8784
167/296 [===============>..............] - ETA: 7s - loss: 0.2586 - accuracy: 0.8791
168/296 [================>.............] - ETA: 7s - loss: 0.2586 - accuracy: 0.8791
169/296 [================>.............] - ETA: 7s - loss: 0.2583 - accuracy: 0.8794
170/296 [================>.............] - ETA: 7s - loss: 0.2579 - accuracy: 0.8794
171/296 [================>.............] - ETA: 7s - loss: 0.2576 - accuracy: 0.8794
172/296 [================>.............] - ETA: 7s - loss: 0.2578 - accuracy: 0.8790
173/296 [================>.............] - ETA: 7s - loss: 0.2574 - accuracy: 0.8790
174/296 [================>.............] - ETA: 7s - loss: 0.2580 - accuracy: 0.8779
175/296 [================>.............] - ETA: 7s - loss: 0.2575 - accuracy: 0.8786
176/296 [================>.............] - ETA: 7s - loss: 0.2567 - accuracy: 0.8793
177/296 [================>.............] - ETA: 7s - loss: 0.2575 - accuracy: 0.8785
178/296 [=================>............] - ETA: 7s - loss: 0.2584 - accuracy: 0.8782
179/296 [=================>............] - ETA: 7s - loss: 0.2587 - accuracy: 0.8778
180/296 [=================>............] - ETA: 6s - loss: 0.2578 - accuracy: 0.8781
181/296 [=================>............] - ETA: 6s - loss: 0.2569 - accuracy: 0.8788
182/296 [=================>............] - ETA: 6s - loss: 0.2568 - accuracy: 0.8791
183/296 [=================>............] - ETA: 6s - loss: 0.2570 - accuracy: 0.8791
184/296 [=================>............] - ETA: 6s - loss: 0.2578 - accuracy: 0.8784
185/296 [=================>............] - ETA: 6s - loss: 0.2583 - accuracy: 0.8780
186/296 [=================>............] - ETA: 6s - loss: 0.2578 - accuracy: 0.8787
187/296 [=================>............] - ETA: 6s - loss: 0.2570 - accuracy: 0.8790
188/296 [==================>...........] - ETA: 6s - loss: 0.2575 - accuracy: 0.8783
189/296 [==================>...........] - ETA: 6s - loss: 0.2579 - accuracy: 0.8776
190/296 [==================>...........] - ETA: 6s - loss: 0.2575 - accuracy: 0.8780
191/296 [==================>...........] - ETA: 6s - loss: 0.2567 - accuracy: 0.8783
192/296 [==================>...........] - ETA: 6s - loss: 0.2565 - accuracy: 0.8786
193/296 [==================>...........] - ETA: 6s - loss: 0.2568 - accuracy: 0.8782
194/296 [==================>...........] - ETA: 6s - loss: 0.2568 - accuracy: 0.8776
195/296 [==================>...........] - ETA: 6s - loss: 0.2563 - accuracy: 0.8779
196/296 [==================>...........] - ETA: 5s - loss: 0.2556 - accuracy: 0.8782
197/296 [==================>...........] - ETA: 5s - loss: 0.2564 - accuracy: 0.8769
198/296 [===================>..........] - ETA: 5s - loss: 0.2555 - accuracy: 0.8775
199/296 [===================>..........] - ETA: 5s - loss: 0.2553 - accuracy: 0.8775
200/296 [===================>..........] - ETA: 5s - loss: 0.2558 - accuracy: 0.8775
201/296 [===================>..........] - ETA: 5s - loss: 0.2561 - accuracy: 0.8775
202/296 [===================>..........] - ETA: 5s - loss: 0.2551 - accuracy: 0.8781
203/296 [===================>..........] - ETA: 5s - loss: 0.2548 - accuracy: 0.8784
204/296 [===================>..........] - ETA: 5s - loss: 0.2549 - accuracy: 0.8781
205/296 [===================>..........] - ETA: 5s - loss: 0.2545 - accuracy: 0.8784
206/296 [===================>..........] - ETA: 5s - loss: 0.2539 - accuracy: 0.8783
207/296 [===================>..........] - ETA: 5s - loss: 0.2538 - accuracy: 0.8780
208/296 [====================>.........] - ETA: 5s - loss: 0.2532 - accuracy: 0.8783
209/296 [====================>.........] - ETA: 5s - loss: 0.2535 - accuracy: 0.8780
210/296 [====================>.........] - ETA: 5s - loss: 0.2529 - accuracy: 0.8783
211/296 [====================>.........] - ETA: 5s - loss: 0.2527 - accuracy: 0.8783
212/296 [====================>.........] - ETA: 5s - loss: 0.2527 - accuracy: 0.8779
213/296 [====================>.........] - ETA: 4s - loss: 0.2545 - accuracy: 0.8779
214/296 [====================>.........] - ETA: 4s - loss: 0.2544 - accuracy: 0.8782
215/296 [====================>.........] - ETA: 4s - loss: 0.2549 - accuracy: 0.8779
216/296 [====================>.........] - ETA: 4s - loss: 0.2552 - accuracy: 0.8779
217/296 [====================>.........] - ETA: 4s - loss: 0.2558 - accuracy: 0.8773
218/296 [=====================>........] - ETA: 4s - loss: 0.2559 - accuracy: 0.8767
219/296 [=====================>........] - ETA: 4s - loss: 0.2556 - accuracy: 0.8770
220/296 [=====================>........] - ETA: 4s - loss: 0.2557 - accuracy: 0.8773
221/296 [=====================>........] - ETA: 4s - loss: 0.2558 - accuracy: 0.8770
222/296 [=====================>........] - ETA: 4s - loss: 0.2554 - accuracy: 0.8773
223/296 [=====================>........] - ETA: 4s - loss: 0.2547 - accuracy: 0.8778
224/296 [=====================>........] - ETA: 4s - loss: 0.2551 - accuracy: 0.8775
225/296 [=====================>........] - ETA: 4s - loss: 0.2550 - accuracy: 0.8775
226/296 [=====================>........] - ETA: 4s - loss: 0.2550 - accuracy: 0.8769
227/296 [======================>.......] - ETA: 4s - loss: 0.2551 - accuracy: 0.8767
228/296 [======================>.......] - ETA: 4s - loss: 0.2544 - accuracy: 0.8769
229/296 [======================>.......] - ETA: 4s - loss: 0.2542 - accuracy: 0.8769
230/296 [======================>.......] - ETA: 3s - loss: 0.2535 - accuracy: 0.8772
231/296 [======================>.......] - ETA: 3s - loss: 0.2535 - accuracy: 0.8769
232/296 [======================>.......] - ETA: 3s - loss: 0.2540 - accuracy: 0.8763
233/296 [======================>.......] - ETA: 3s - loss: 0.2544 - accuracy: 0.8761
234/296 [======================>.......] - ETA: 3s - loss: 0.2544 - accuracy: 0.8763
235/296 [======================>.......] - ETA: 3s - loss: 0.2546 - accuracy: 0.8763
236/296 [======================>.......] - ETA: 3s - loss: 0.2547 - accuracy: 0.8763
237/296 [=======================>......] - ETA: 3s - loss: 0.2546 - accuracy: 0.8763
238/296 [=======================>......] - ETA: 3s - loss: 0.2552 - accuracy: 0.8761
239/296 [=======================>......] - ETA: 3s - loss: 0.2548 - accuracy: 0.8763
240/296 [=======================>......] - ETA: 3s - loss: 0.2546 - accuracy: 0.8766
241/296 [=======================>......] - ETA: 3s - loss: 0.2548 - accuracy: 0.8766
242/296 [=======================>......] - ETA: 3s - loss: 0.2543 - accuracy: 0.8768
243/296 [=======================>......] - ETA: 3s - loss: 0.2546 - accuracy: 0.8768
244/296 [=======================>......] - ETA: 3s - loss: 0.2549 - accuracy: 0.8765
245/296 [=======================>......] - ETA: 3s - loss: 0.2551 - accuracy: 0.8765
246/296 [=======================>......] - ETA: 2s - loss: 0.2544 - accuracy: 0.8768
247/296 [========================>.....] - ETA: 2s - loss: 0.2549 - accuracy: 0.8765
248/296 [========================>.....] - ETA: 2s - loss: 0.2544 - accuracy: 0.8770
249/296 [========================>.....] - ETA: 2s - loss: 0.2540 - accuracy: 0.8773
250/296 [========================>.....] - ETA: 2s - loss: 0.2548 - accuracy: 0.8770
251/296 [========================>.....] - ETA: 2s - loss: 0.2548 - accuracy: 0.8770
252/296 [========================>.....] - ETA: 2s - loss: 0.2545 - accuracy: 0.8775
253/296 [========================>.....] - ETA: 2s - loss: 0.2543 - accuracy: 0.8775
254/296 [========================>.....] - ETA: 2s - loss: 0.2549 - accuracy: 0.8772
255/296 [========================>.....] - ETA: 2s - loss: 0.2547 - accuracy: 0.8775
256/296 [========================>.....] - ETA: 2s - loss: 0.2547 - accuracy: 0.8772
257/296 [=========================>....] - ETA: 2s - loss: 0.2548 - accuracy: 0.8772
258/296 [=========================>....] - ETA: 2s - loss: 0.2543 - accuracy: 0.8774
259/296 [=========================>....] - ETA: 2s - loss: 0.2547 - accuracy: 0.8772
260/296 [=========================>....] - ETA: 2s - loss: 0.2550 - accuracy: 0.8772
261/296 [=========================>....] - ETA: 2s - loss: 0.2550 - accuracy: 0.8772
262/296 [=========================>....] - ETA: 2s - loss: 0.2544 - accuracy: 0.8776
263/296 [=========================>....] - ETA: 1s - loss: 0.2544 - accuracy: 0.8776
264/296 [=========================>....] - ETA: 1s - loss: 0.2542 - accuracy: 0.8778
265/296 [=========================>....] - ETA: 1s - loss: 0.2535 - accuracy: 0.8783
266/296 [=========================>....] - ETA: 1s - loss: 0.2539 - accuracy: 0.8783
267/296 [==========================>...] - ETA: 1s - loss: 0.2539 - accuracy: 0.8783
268/296 [==========================>...] - ETA: 1s - loss: 0.2553 - accuracy: 0.8778
269/296 [==========================>...] - ETA: 1s - loss: 0.2557 - accuracy: 0.8778
270/296 [==========================>...] - ETA: 1s - loss: 0.2552 - accuracy: 0.8780
271/296 [==========================>...] - ETA: 1s - loss: 0.2550 - accuracy: 0.8780
272/296 [==========================>...] - ETA: 1s - loss: 0.2546 - accuracy: 0.8782
273/296 [==========================>...] - ETA: 1s - loss: 0.2547 - accuracy: 0.8782
274/296 [==========================>...] - ETA: 1s - loss: 0.2545 - accuracy: 0.8782
275/296 [==========================>...] - ETA: 1s - loss: 0.2541 - accuracy: 0.8784
276/296 [==========================>...] - ETA: 1s - loss: 0.2534 - accuracy: 0.8788
277/296 [===========================>..] - ETA: 1s - loss: 0.2537 - accuracy: 0.8786
278/296 [===========================>..] - ETA: 1s - loss: 0.2539 - accuracy: 0.8784
279/296 [===========================>..] - ETA: 1s - loss: 0.2535 - accuracy: 0.8788
280/296 [===========================>..] - ETA: 0s - loss: 0.2533 - accuracy: 0.8788
281/296 [===========================>..] - ETA: 0s - loss: 0.2541 - accuracy: 0.8783
282/296 [===========================>..] - ETA: 0s - loss: 0.2542 - accuracy: 0.8781
283/296 [===========================>..] - ETA: 0s - loss: 0.2541 - accuracy: 0.8781
284/296 [===========================>..] - ETA: 0s - loss: 0.2539 - accuracy: 0.8785
285/296 [===========================>..] - ETA: 0s - loss: 0.2536 - accuracy: 0.8787
286/296 [===========================>..] - ETA: 0s - loss: 0.2541 - accuracy: 0.8789
287/296 [============================>.] - ETA: 0s - loss: 0.2540 - accuracy: 0.8791
288/296 [============================>.] - ETA: 0s - loss: 0.2550 - accuracy: 0.8789
289/296 [============================>.] - ETA: 0s - loss: 0.2549 - accuracy: 0.8789
290/296 [============================>.] - ETA: 0s - loss: 0.2542 - accuracy: 0.8793
291/296 [============================>.] - ETA: 0s - loss: 0.2542 - accuracy: 0.8793
292/296 [============================>.] - ETA: 0s - loss: 0.2540 - accuracy: 0.8793
293/296 [============================>.] - ETA: 0s - loss: 0.2533 - accuracy: 0.8797
294/296 [============================>.] - ETA: 0s - loss: 0.2531 - accuracy: 0.8799
295/296 [============================>.] - ETA: 0s - loss: 0.2527 - accuracy: 0.8801
296/296 [==============================] - 18s 60ms/step - loss: 0.2529 - accuracy: 0.8797

296/296 [==============================] - 19s 65ms/step - loss: 0.2529 - accuracy: 0.8797 - val_loss: 0.2945 - val_accuracy: 0.8732
Epoch 19/50

  1/296 [..............................] - ETA: 16s - loss: 0.2247 - accuracy: 0.8750
  2/296 [..............................] - ETA: 17s - loss: 0.1366 - accuracy: 0.9375
  3/296 [..............................] - ETA: 17s - loss: 0.2717 - accuracy: 0.8750
  4/296 [..............................] - ETA: 17s - loss: 0.2966 - accuracy: 0.8438
  5/296 [..............................] - ETA: 17s - loss: 0.2674 - accuracy: 0.8625
  6/296 [..............................] - ETA: 17s - loss: 0.2566 - accuracy: 0.8750
  7/296 [..............................] - ETA: 17s - loss: 0.2524 - accuracy: 0.8750
  8/296 [..............................] - ETA: 17s - loss: 0.2494 - accuracy: 0.8828
  9/296 [..............................] - ETA: 17s - loss: 0.2496 - accuracy: 0.8819
 10/296 [>.............................] - ETA: 17s - loss: 0.2576 - accuracy: 0.8750
 11/296 [>.............................] - ETA: 17s - loss: 0.2737 - accuracy: 0.8636
 12/296 [>.............................] - ETA: 17s - loss: 0.2665 - accuracy: 0.8646
 13/296 [>.............................] - ETA: 17s - loss: 0.2625 - accuracy: 0.8702
 14/296 [>.............................] - ETA: 17s - loss: 0.2716 - accuracy: 0.8661
 15/296 [>.............................] - ETA: 17s - loss: 0.2678 - accuracy: 0.8708
 16/296 [>.............................] - ETA: 17s - loss: 0.2613 - accuracy: 0.8789
 17/296 [>.............................] - ETA: 17s - loss: 0.2573 - accuracy: 0.8787
 18/296 [>.............................] - ETA: 16s - loss: 0.2879 - accuracy: 0.8681
 19/296 [>.............................] - ETA: 16s - loss: 0.3075 - accuracy: 0.8618
 20/296 [=>............................] - ETA: 16s - loss: 0.2962 - accuracy: 0.8687
 21/296 [=>............................] - ETA: 16s - loss: 0.2939 - accuracy: 0.8690
 22/296 [=>............................] - ETA: 16s - loss: 0.2916 - accuracy: 0.8693
 23/296 [=>............................] - ETA: 16s - loss: 0.2938 - accuracy: 0.8668
 24/296 [=>............................] - ETA: 16s - loss: 0.2855 - accuracy: 0.8698
 25/296 [=>............................] - ETA: 16s - loss: 0.2858 - accuracy: 0.8700
 26/296 [=>............................] - ETA: 16s - loss: 0.2828 - accuracy: 0.8702
 27/296 [=>............................] - ETA: 16s - loss: 0.2790 - accuracy: 0.8704
 28/296 [=>............................] - ETA: 16s - loss: 0.2735 - accuracy: 0.8728
 29/296 [=>............................] - ETA: 16s - loss: 0.2742 - accuracy: 0.8728
 30/296 [==>...........................] - ETA: 16s - loss: 0.2689 - accuracy: 0.8771
 31/296 [==>...........................] - ETA: 16s - loss: 0.2648 - accuracy: 0.8790
 32/296 [==>...........................] - ETA: 16s - loss: 0.2690 - accuracy: 0.8770
 33/296 [==>...........................] - ETA: 16s - loss: 0.2696 - accuracy: 0.8788
 34/296 [==>...........................] - ETA: 15s - loss: 0.2706 - accuracy: 0.8805
 35/296 [==>...........................] - ETA: 15s - loss: 0.2770 - accuracy: 0.8804
 36/296 [==>...........................] - ETA: 15s - loss: 0.2775 - accuracy: 0.8819
 37/296 [==>...........................] - ETA: 15s - loss: 0.2783 - accuracy: 0.8818
 38/296 [==>...........................] - ETA: 15s - loss: 0.2810 - accuracy: 0.8783
 39/296 [==>...........................] - ETA: 15s - loss: 0.2805 - accuracy: 0.8782
 40/296 [===>..........................] - ETA: 15s - loss: 0.2806 - accuracy: 0.8781
 41/296 [===>..........................] - ETA: 15s - loss: 0.2784 - accuracy: 0.8780
 42/296 [===>..........................] - ETA: 15s - loss: 0.2774 - accuracy: 0.8765
 43/296 [===>..........................] - ETA: 15s - loss: 0.2778 - accuracy: 0.8765
 44/296 [===>..........................] - ETA: 15s - loss: 0.2771 - accuracy: 0.8750
 45/296 [===>..........................] - ETA: 15s - loss: 0.2753 - accuracy: 0.8764
 46/296 [===>..........................] - ETA: 15s - loss: 0.2731 - accuracy: 0.8777
 47/296 [===>..........................] - ETA: 15s - loss: 0.2726 - accuracy: 0.8777
 48/296 [===>..........................] - ETA: 15s - loss: 0.2735 - accuracy: 0.8776
 49/296 [===>..........................] - ETA: 15s - loss: 0.2751 - accuracy: 0.8776
 50/296 [====>.........................] - ETA: 15s - loss: 0.2718 - accuracy: 0.8788
 51/296 [====>.........................] - ETA: 14s - loss: 0.2695 - accuracy: 0.8799
 52/296 [====>.........................] - ETA: 14s - loss: 0.2675 - accuracy: 0.8798
 53/296 [====>.........................] - ETA: 14s - loss: 0.2679 - accuracy: 0.8797
 54/296 [====>.........................] - ETA: 14s - loss: 0.2681 - accuracy: 0.8796
 55/296 [====>.........................] - ETA: 14s - loss: 0.2639 - accuracy: 0.8818
 56/296 [====>.........................] - ETA: 14s - loss: 0.2674 - accuracy: 0.8806
 57/296 [====>.........................] - ETA: 14s - loss: 0.2662 - accuracy: 0.8816
 58/296 [====>.........................] - ETA: 14s - loss: 0.2693 - accuracy: 0.8782
 59/296 [====>.........................] - ETA: 14s - loss: 0.2672 - accuracy: 0.8803
 60/296 [=====>........................] - ETA: 14s - loss: 0.2641 - accuracy: 0.8823
 61/296 [=====>........................] - ETA: 14s - loss: 0.2650 - accuracy: 0.8811
 62/296 [=====>........................] - ETA: 14s - loss: 0.2648 - accuracy: 0.8821
 63/296 [=====>........................] - ETA: 14s - loss: 0.2628 - accuracy: 0.8829
 64/296 [=====>........................] - ETA: 14s - loss: 0.2635 - accuracy: 0.8838
 65/296 [=====>........................] - ETA: 14s - loss: 0.2650 - accuracy: 0.8817
 66/296 [=====>........................] - ETA: 14s - loss: 0.2645 - accuracy: 0.8826
 67/296 [=====>........................] - ETA: 14s - loss: 0.2643 - accuracy: 0.8815
 68/296 [=====>........................] - ETA: 14s - loss: 0.2623 - accuracy: 0.8833
 69/296 [=====>........................] - ETA: 13s - loss: 0.2602 - accuracy: 0.8841
 70/296 [======>.......................] - ETA: 13s - loss: 0.2615 - accuracy: 0.8821
 71/296 [======>.......................] - ETA: 13s - loss: 0.2612 - accuracy: 0.8829
 72/296 [======>.......................] - ETA: 13s - loss: 0.2629 - accuracy: 0.8819
 73/296 [======>.......................] - ETA: 13s - loss: 0.2624 - accuracy: 0.8818
 74/296 [======>.......................] - ETA: 13s - loss: 0.2613 - accuracy: 0.8826
 75/296 [======>.......................] - ETA: 13s - loss: 0.2642 - accuracy: 0.8833
 76/296 [======>.......................] - ETA: 13s - loss: 0.2651 - accuracy: 0.8832
 77/296 [======>.......................] - ETA: 13s - loss: 0.2649 - accuracy: 0.8823
 78/296 [======>.......................] - ETA: 13s - loss: 0.2659 - accuracy: 0.8806
 79/296 [=======>......................] - ETA: 13s - loss: 0.2651 - accuracy: 0.8813
 80/296 [=======>......................] - ETA: 13s - loss: 0.2669 - accuracy: 0.8805
 81/296 [=======>......................] - ETA: 13s - loss: 0.2666 - accuracy: 0.8796
 82/296 [=======>......................] - ETA: 13s - loss: 0.2672 - accuracy: 0.8796
 83/296 [=======>......................] - ETA: 13s - loss: 0.2668 - accuracy: 0.8795
 84/296 [=======>......................] - ETA: 13s - loss: 0.2667 - accuracy: 0.8795
 85/296 [=======>......................] - ETA: 12s - loss: 0.2671 - accuracy: 0.8801
 86/296 [=======>......................] - ETA: 12s - loss: 0.2666 - accuracy: 0.8801
 87/296 [=======>......................] - ETA: 12s - loss: 0.2661 - accuracy: 0.8800
 88/296 [=======>......................] - ETA: 12s - loss: 0.2659 - accuracy: 0.8807
 89/296 [========>.....................] - ETA: 12s - loss: 0.2658 - accuracy: 0.8813
 90/296 [========>.....................] - ETA: 12s - loss: 0.2657 - accuracy: 0.8819
 91/296 [========>.....................] - ETA: 12s - loss: 0.2651 - accuracy: 0.8819
 92/296 [========>.....................] - ETA: 12s - loss: 0.2641 - accuracy: 0.8825
 93/296 [========>.....................] - ETA: 12s - loss: 0.2649 - accuracy: 0.8831
 94/296 [========>.....................] - ETA: 12s - loss: 0.2635 - accuracy: 0.8836
 95/296 [========>.....................] - ETA: 12s - loss: 0.2640 - accuracy: 0.8829
 96/296 [========>.....................] - ETA: 12s - loss: 0.2631 - accuracy: 0.8828
 97/296 [========>.....................] - ETA: 12s - loss: 0.2640 - accuracy: 0.8827
 98/296 [========>.....................] - ETA: 12s - loss: 0.2641 - accuracy: 0.8827
 99/296 [=========>....................] - ETA: 12s - loss: 0.2645 - accuracy: 0.8826
100/296 [=========>....................] - ETA: 12s - loss: 0.2663 - accuracy: 0.8825
101/296 [=========>....................] - ETA: 11s - loss: 0.2652 - accuracy: 0.8830
102/296 [=========>....................] - ETA: 11s - loss: 0.2637 - accuracy: 0.8836
103/296 [=========>....................] - ETA: 11s - loss: 0.2620 - accuracy: 0.8841
104/296 [=========>....................] - ETA: 11s - loss: 0.2613 - accuracy: 0.8840
105/296 [=========>....................] - ETA: 11s - loss: 0.2605 - accuracy: 0.8845
106/296 [=========>....................] - ETA: 11s - loss: 0.2591 - accuracy: 0.8850
107/296 [=========>....................] - ETA: 11s - loss: 0.2592 - accuracy: 0.8849
108/296 [=========>....................] - ETA: 11s - loss: 0.2583 - accuracy: 0.8854
109/296 [==========>...................] - ETA: 11s - loss: 0.2569 - accuracy: 0.8865
110/296 [==========>...................] - ETA: 11s - loss: 0.2560 - accuracy: 0.8869
111/296 [==========>...................] - ETA: 11s - loss: 0.2546 - accuracy: 0.8874
112/296 [==========>...................] - ETA: 11s - loss: 0.2555 - accuracy: 0.8867
113/296 [==========>...................] - ETA: 11s - loss: 0.2548 - accuracy: 0.8866
114/296 [==========>...................] - ETA: 11s - loss: 0.2545 - accuracy: 0.8860
115/296 [==========>...................] - ETA: 11s - loss: 0.2539 - accuracy: 0.8859
116/296 [==========>...................] - ETA: 11s - loss: 0.2539 - accuracy: 0.8852
117/296 [==========>...................] - ETA: 11s - loss: 0.2550 - accuracy: 0.8846
118/296 [==========>...................] - ETA: 11s - loss: 0.2563 - accuracy: 0.8845
119/296 [===========>..................] - ETA: 11s - loss: 0.2568 - accuracy: 0.8839
120/296 [===========>..................] - ETA: 11s - loss: 0.2555 - accuracy: 0.8844
121/296 [===========>..................] - ETA: 10s - loss: 0.2559 - accuracy: 0.8838
122/296 [===========>..................] - ETA: 10s - loss: 0.2560 - accuracy: 0.8837
123/296 [===========>..................] - ETA: 10s - loss: 0.2558 - accuracy: 0.8841
124/296 [===========>..................] - ETA: 10s - loss: 0.2570 - accuracy: 0.8831
125/296 [===========>..................] - ETA: 10s - loss: 0.2575 - accuracy: 0.8825
126/296 [===========>..................] - ETA: 10s - loss: 0.2568 - accuracy: 0.8829
127/296 [===========>..................] - ETA: 10s - loss: 0.2553 - accuracy: 0.8839
128/296 [===========>..................] - ETA: 10s - loss: 0.2557 - accuracy: 0.8838
129/296 [============>.................] - ETA: 10s - loss: 0.2555 - accuracy: 0.8837
130/296 [============>.................] - ETA: 10s - loss: 0.2558 - accuracy: 0.8841
131/296 [============>.................] - ETA: 10s - loss: 0.2547 - accuracy: 0.8850
132/296 [============>.................] - ETA: 10s - loss: 0.2567 - accuracy: 0.8845
133/296 [============>.................] - ETA: 10s - loss: 0.2567 - accuracy: 0.8849
134/296 [============>.................] - ETA: 10s - loss: 0.2588 - accuracy: 0.8834
135/296 [============>.................] - ETA: 10s - loss: 0.2588 - accuracy: 0.8824
136/296 [============>.................] - ETA: 10s - loss: 0.2579 - accuracy: 0.8828
137/296 [============>.................] - ETA: 10s - loss: 0.2579 - accuracy: 0.8823
138/296 [============>.................] - ETA: 10s - loss: 0.2585 - accuracy: 0.8822
139/296 [=============>................] - ETA: 10s - loss: 0.2594 - accuracy: 0.8817
140/296 [=============>................] - ETA: 9s - loss: 0.2582 - accuracy: 0.8826 
141/296 [=============>................] - ETA: 9s - loss: 0.2582 - accuracy: 0.8821
142/296 [=============>................] - ETA: 9s - loss: 0.2580 - accuracy: 0.8820
143/296 [=============>................] - ETA: 9s - loss: 0.2578 - accuracy: 0.8824
144/296 [=============>................] - ETA: 9s - loss: 0.2582 - accuracy: 0.8824
145/296 [=============>................] - ETA: 9s - loss: 0.2606 - accuracy: 0.8806
146/296 [=============>................] - ETA: 9s - loss: 0.2637 - accuracy: 0.8810
147/296 [=============>................] - ETA: 9s - loss: 0.2648 - accuracy: 0.8801
148/296 [==============>...............] - ETA: 9s - loss: 0.2653 - accuracy: 0.8796
149/296 [==============>...............] - ETA: 9s - loss: 0.2653 - accuracy: 0.8796
150/296 [==============>...............] - ETA: 9s - loss: 0.2648 - accuracy: 0.8796
151/296 [==============>...............] - ETA: 9s - loss: 0.2649 - accuracy: 0.8796
152/296 [==============>...............] - ETA: 9s - loss: 0.2656 - accuracy: 0.8795
153/296 [==============>...............] - ETA: 9s - loss: 0.2653 - accuracy: 0.8795
154/296 [==============>...............] - ETA: 9s - loss: 0.2659 - accuracy: 0.8791
155/296 [==============>...............] - ETA: 8s - loss: 0.2658 - accuracy: 0.8790
156/296 [==============>...............] - ETA: 8s - loss: 0.2666 - accuracy: 0.8790
157/296 [==============>...............] - ETA: 8s - loss: 0.2670 - accuracy: 0.8790
158/296 [===============>..............] - ETA: 8s - loss: 0.2664 - accuracy: 0.8797
159/296 [===============>..............] - ETA: 8s - loss: 0.2657 - accuracy: 0.8801
160/296 [===============>..............] - ETA: 8s - loss: 0.2658 - accuracy: 0.8801
161/296 [===============>..............] - ETA: 8s - loss: 0.2672 - accuracy: 0.8789
162/296 [===============>..............] - ETA: 8s - loss: 0.2686 - accuracy: 0.8777
163/296 [===============>..............] - ETA: 8s - loss: 0.2691 - accuracy: 0.8773
164/296 [===============>..............] - ETA: 8s - loss: 0.2687 - accuracy: 0.8773
165/296 [===============>..............] - ETA: 8s - loss: 0.2688 - accuracy: 0.8773
166/296 [===============>..............] - ETA: 8s - loss: 0.2698 - accuracy: 0.8761
167/296 [===============>..............] - ETA: 8s - loss: 0.2698 - accuracy: 0.8761
168/296 [================>.............] - ETA: 8s - loss: 0.2689 - accuracy: 0.8765
169/296 [================>.............] - ETA: 8s - loss: 0.2693 - accuracy: 0.8768
170/296 [================>.............] - ETA: 7s - loss: 0.2695 - accuracy: 0.8768
171/296 [================>.............] - ETA: 7s - loss: 0.2690 - accuracy: 0.8772
172/296 [================>.............] - ETA: 7s - loss: 0.2692 - accuracy: 0.8768
173/296 [================>.............] - ETA: 7s - loss: 0.2687 - accuracy: 0.8768
174/296 [================>.............] - ETA: 7s - loss: 0.2683 - accuracy: 0.8768
175/296 [================>.............] - ETA: 7s - loss: 0.2679 - accuracy: 0.8768
176/296 [================>.............] - ETA: 7s - loss: 0.2690 - accuracy: 0.8761
177/296 [================>.............] - ETA: 7s - loss: 0.2685 - accuracy: 0.8761
178/296 [=================>............] - ETA: 7s - loss: 0.2687 - accuracy: 0.8761
179/296 [=================>............] - ETA: 7s - loss: 0.2683 - accuracy: 0.8764
180/296 [=================>............] - ETA: 7s - loss: 0.2677 - accuracy: 0.8771
181/296 [=================>............] - ETA: 7s - loss: 0.2686 - accuracy: 0.8760
182/296 [=================>............] - ETA: 7s - loss: 0.2687 - accuracy: 0.8757
183/296 [=================>............] - ETA: 7s - loss: 0.2699 - accuracy: 0.8753
184/296 [=================>............] - ETA: 7s - loss: 0.2692 - accuracy: 0.8757
185/296 [=================>............] - ETA: 7s - loss: 0.2684 - accuracy: 0.8757
186/296 [=================>............] - ETA: 6s - loss: 0.2680 - accuracy: 0.8760
187/296 [=================>............] - ETA: 6s - loss: 0.2675 - accuracy: 0.8760
188/296 [==================>...........] - ETA: 6s - loss: 0.2682 - accuracy: 0.8757
189/296 [==================>...........] - ETA: 6s - loss: 0.2683 - accuracy: 0.8757
190/296 [==================>...........] - ETA: 6s - loss: 0.2677 - accuracy: 0.8760
191/296 [==================>...........] - ETA: 6s - loss: 0.2670 - accuracy: 0.8766
192/296 [==================>...........] - ETA: 6s - loss: 0.2664 - accuracy: 0.8766
193/296 [==================>...........] - ETA: 6s - loss: 0.2664 - accuracy: 0.8769
194/296 [==================>...........] - ETA: 6s - loss: 0.2661 - accuracy: 0.8769
195/296 [==================>...........] - ETA: 6s - loss: 0.2659 - accuracy: 0.8766
196/296 [==================>...........] - ETA: 6s - loss: 0.2657 - accuracy: 0.8769
197/296 [==================>...........] - ETA: 6s - loss: 0.2656 - accuracy: 0.8769
198/296 [===================>..........] - ETA: 6s - loss: 0.2659 - accuracy: 0.8769
199/296 [===================>..........] - ETA: 6s - loss: 0.2658 - accuracy: 0.8766
200/296 [===================>..........] - ETA: 6s - loss: 0.2648 - accuracy: 0.8769
201/296 [===================>..........] - ETA: 6s - loss: 0.2649 - accuracy: 0.8769
202/296 [===================>..........] - ETA: 5s - loss: 0.2642 - accuracy: 0.8772
203/296 [===================>..........] - ETA: 5s - loss: 0.2642 - accuracy: 0.8768
204/296 [===================>..........] - ETA: 5s - loss: 0.2642 - accuracy: 0.8768
205/296 [===================>..........] - ETA: 5s - loss: 0.2641 - accuracy: 0.8768
206/296 [===================>..........] - ETA: 5s - loss: 0.2636 - accuracy: 0.8771
207/296 [===================>..........] - ETA: 5s - loss: 0.2632 - accuracy: 0.8768
208/296 [====================>.........] - ETA: 5s - loss: 0.2633 - accuracy: 0.8765
209/296 [====================>.........] - ETA: 5s - loss: 0.2645 - accuracy: 0.8756
210/296 [====================>.........] - ETA: 5s - loss: 0.2656 - accuracy: 0.8756
211/296 [====================>.........] - ETA: 5s - loss: 0.2660 - accuracy: 0.8759
212/296 [====================>.........] - ETA: 5s - loss: 0.2651 - accuracy: 0.8765
213/296 [====================>.........] - ETA: 5s - loss: 0.2651 - accuracy: 0.8765
214/296 [====================>.........] - ETA: 5s - loss: 0.2648 - accuracy: 0.8768
215/296 [====================>.........] - ETA: 5s - loss: 0.2646 - accuracy: 0.8770
216/296 [====================>.........] - ETA: 5s - loss: 0.2649 - accuracy: 0.8767
217/296 [====================>.........] - ETA: 4s - loss: 0.2651 - accuracy: 0.8762
218/296 [=====================>........] - ETA: 4s - loss: 0.2656 - accuracy: 0.8759
219/296 [=====================>........] - ETA: 4s - loss: 0.2657 - accuracy: 0.8753
220/296 [=====================>........] - ETA: 4s - loss: 0.2653 - accuracy: 0.8753
221/296 [=====================>........] - ETA: 4s - loss: 0.2649 - accuracy: 0.8753
222/296 [=====================>........] - ETA: 4s - loss: 0.2649 - accuracy: 0.8756
223/296 [=====================>........] - ETA: 4s - loss: 0.2646 - accuracy: 0.8756
224/296 [=====================>........] - ETA: 4s - loss: 0.2645 - accuracy: 0.8753
225/296 [=====================>........] - ETA: 4s - loss: 0.2641 - accuracy: 0.8753
226/296 [=====================>........] - ETA: 4s - loss: 0.2641 - accuracy: 0.8753
227/296 [======================>.......] - ETA: 4s - loss: 0.2649 - accuracy: 0.8744
228/296 [======================>.......] - ETA: 4s - loss: 0.2650 - accuracy: 0.8747
229/296 [======================>.......] - ETA: 4s - loss: 0.2645 - accuracy: 0.8750
230/296 [======================>.......] - ETA: 4s - loss: 0.2645 - accuracy: 0.8753
231/296 [======================>.......] - ETA: 4s - loss: 0.2648 - accuracy: 0.8753
232/296 [======================>.......] - ETA: 4s - loss: 0.2641 - accuracy: 0.8758
233/296 [======================>.......] - ETA: 3s - loss: 0.2644 - accuracy: 0.8753
234/296 [======================>.......] - ETA: 3s - loss: 0.2647 - accuracy: 0.8750
235/296 [======================>.......] - ETA: 3s - loss: 0.2647 - accuracy: 0.8750
236/296 [======================>.......] - ETA: 3s - loss: 0.2652 - accuracy: 0.8747
237/296 [=======================>......] - ETA: 3s - loss: 0.2649 - accuracy: 0.8747
238/296 [=======================>......] - ETA: 3s - loss: 0.2644 - accuracy: 0.8753
239/296 [=======================>......] - ETA: 3s - loss: 0.2648 - accuracy: 0.8750
240/296 [=======================>......] - ETA: 3s - loss: 0.2643 - accuracy: 0.8753
241/296 [=======================>......] - ETA: 3s - loss: 0.2638 - accuracy: 0.8758
242/296 [=======================>......] - ETA: 3s - loss: 0.2646 - accuracy: 0.8755
243/296 [=======================>......] - ETA: 3s - loss: 0.2644 - accuracy: 0.8755
244/296 [=======================>......] - ETA: 3s - loss: 0.2636 - accuracy: 0.8760
245/296 [=======================>......] - ETA: 3s - loss: 0.2636 - accuracy: 0.8758
246/296 [=======================>......] - ETA: 3s - loss: 0.2637 - accuracy: 0.8755
247/296 [========================>.....] - ETA: 3s - loss: 0.2637 - accuracy: 0.8755
248/296 [========================>.....] - ETA: 3s - loss: 0.2637 - accuracy: 0.8753
249/296 [========================>.....] - ETA: 3s - loss: 0.2641 - accuracy: 0.8753
250/296 [========================>.....] - ETA: 2s - loss: 0.2646 - accuracy: 0.8755
251/296 [========================>.....] - ETA: 2s - loss: 0.2649 - accuracy: 0.8755
252/296 [========================>.....] - ETA: 2s - loss: 0.2645 - accuracy: 0.8760
253/296 [========================>.....] - ETA: 2s - loss: 0.2637 - accuracy: 0.8765
254/296 [========================>.....] - ETA: 2s - loss: 0.2635 - accuracy: 0.8770
255/296 [========================>.....] - ETA: 2s - loss: 0.2631 - accuracy: 0.8772
256/296 [========================>.....] - ETA: 2s - loss: 0.2635 - accuracy: 0.8770
257/296 [=========================>....] - ETA: 2s - loss: 0.2631 - accuracy: 0.8774
258/296 [=========================>....] - ETA: 2s - loss: 0.2623 - accuracy: 0.8777
259/296 [=========================>....] - ETA: 2s - loss: 0.2623 - accuracy: 0.8774
260/296 [=========================>....] - ETA: 2s - loss: 0.2619 - accuracy: 0.8776
261/296 [=========================>....] - ETA: 2s - loss: 0.2611 - accuracy: 0.8781
262/296 [=========================>....] - ETA: 2s - loss: 0.2605 - accuracy: 0.8786
263/296 [=========================>....] - ETA: 2s - loss: 0.2603 - accuracy: 0.8788
264/296 [=========================>....] - ETA: 2s - loss: 0.2597 - accuracy: 0.8790
265/296 [=========================>....] - ETA: 1s - loss: 0.2593 - accuracy: 0.8792
266/296 [=========================>....] - ETA: 1s - loss: 0.2587 - accuracy: 0.8797
267/296 [==========================>...] - ETA: 1s - loss: 0.2581 - accuracy: 0.8799
268/296 [==========================>...] - ETA: 1s - loss: 0.2583 - accuracy: 0.8799
269/296 [==========================>...] - ETA: 1s - loss: 0.2584 - accuracy: 0.8799
270/296 [==========================>...] - ETA: 1s - loss: 0.2577 - accuracy: 0.8803
271/296 [==========================>...] - ETA: 1s - loss: 0.2568 - accuracy: 0.8808
272/296 [==========================>...] - ETA: 1s - loss: 0.2577 - accuracy: 0.8805
273/296 [==========================>...] - ETA: 1s - loss: 0.2578 - accuracy: 0.8805
274/296 [==========================>...] - ETA: 1s - loss: 0.2574 - accuracy: 0.8807
275/296 [==========================>...] - ETA: 1s - loss: 0.2592 - accuracy: 0.8805
276/296 [==========================>...] - ETA: 1s - loss: 0.2588 - accuracy: 0.8807
277/296 [===========================>..] - ETA: 1s - loss: 0.2591 - accuracy: 0.8806
278/296 [===========================>..] - ETA: 1s - loss: 0.2589 - accuracy: 0.8806
279/296 [===========================>..] - ETA: 1s - loss: 0.2586 - accuracy: 0.8808
280/296 [===========================>..] - ETA: 1s - loss: 0.2592 - accuracy: 0.8806
281/296 [===========================>..] - ETA: 0s - loss: 0.2591 - accuracy: 0.8806
282/296 [===========================>..] - ETA: 0s - loss: 0.2594 - accuracy: 0.8803
283/296 [===========================>..] - ETA: 0s - loss: 0.2594 - accuracy: 0.8803
284/296 [===========================>..] - ETA: 0s - loss: 0.2592 - accuracy: 0.8805
285/296 [===========================>..] - ETA: 0s - loss: 0.2593 - accuracy: 0.8800
286/296 [===========================>..] - ETA: 0s - loss: 0.2593 - accuracy: 0.8798
287/296 [============================>.] - ETA: 0s - loss: 0.2592 - accuracy: 0.8798
288/296 [============================>.] - ETA: 0s - loss: 0.2588 - accuracy: 0.8800
289/296 [============================>.] - ETA: 0s - loss: 0.2586 - accuracy: 0.8800
290/296 [============================>.] - ETA: 0s - loss: 0.2584 - accuracy: 0.8802
291/296 [============================>.] - ETA: 0s - loss: 0.2582 - accuracy: 0.8804
292/296 [============================>.] - ETA: 0s - loss: 0.2577 - accuracy: 0.8806
293/296 [============================>.] - ETA: 0s - loss: 0.2578 - accuracy: 0.8805
294/296 [============================>.] - ETA: 0s - loss: 0.2577 - accuracy: 0.8805
295/296 [============================>.] - ETA: 0s - loss: 0.2582 - accuracy: 0.8803
296/296 [==============================] - 19s 64ms/step - loss: 0.2579 - accuracy: 0.8804

296/296 [==============================] - 20s 69ms/step - loss: 0.2579 - accuracy: 0.8804 - val_loss: 0.2410 - val_accuracy: 0.8909
Epoch 20/50

  1/296 [..............................] - ETA: 16s - loss: 0.2710 - accuracy: 0.8750
  2/296 [..............................] - ETA: 18s - loss: 0.2037 - accuracy: 0.9062
  3/296 [..............................] - ETA: 17s - loss: 0.1928 - accuracy: 0.9167
  4/296 [..............................] - ETA: 17s - loss: 0.1813 - accuracy: 0.9375
  5/296 [..............................] - ETA: 17s - loss: 0.2295 - accuracy: 0.9000
  6/296 [..............................] - ETA: 17s - loss: 0.2331 - accuracy: 0.9062
  7/296 [..............................] - ETA: 17s - loss: 0.2548 - accuracy: 0.8929
  8/296 [..............................] - ETA: 17s - loss: 0.2511 - accuracy: 0.8984
  9/296 [..............................] - ETA: 17s - loss: 0.2429 - accuracy: 0.9028
 10/296 [>.............................] - ETA: 17s - loss: 0.2572 - accuracy: 0.8938
 11/296 [>.............................] - ETA: 17s - loss: 0.2470 - accuracy: 0.9034
 12/296 [>.............................] - ETA: 17s - loss: 0.2526 - accuracy: 0.8958
 13/296 [>.............................] - ETA: 17s - loss: 0.2603 - accuracy: 0.8894
 14/296 [>.............................] - ETA: 17s - loss: 0.2836 - accuracy: 0.8839
 15/296 [>.............................] - ETA: 17s - loss: 0.2868 - accuracy: 0.8833
 16/296 [>.............................] - ETA: 16s - loss: 0.2760 - accuracy: 0.8906
 17/296 [>.............................] - ETA: 16s - loss: 0.2785 - accuracy: 0.8860
 18/296 [>.............................] - ETA: 16s - loss: 0.2725 - accuracy: 0.8889
 19/296 [>.............................] - ETA: 16s - loss: 0.2652 - accuracy: 0.8914
 20/296 [=>............................] - ETA: 16s - loss: 0.2665 - accuracy: 0.8875
 21/296 [=>............................] - ETA: 16s - loss: 0.2626 - accuracy: 0.8899
 22/296 [=>............................] - ETA: 16s - loss: 0.2643 - accuracy: 0.8835
 23/296 [=>............................] - ETA: 16s - loss: 0.2770 - accuracy: 0.8750
 24/296 [=>............................] - ETA: 16s - loss: 0.2792 - accuracy: 0.8724
 25/296 [=>............................] - ETA: 16s - loss: 0.2749 - accuracy: 0.8750
 26/296 [=>............................] - ETA: 16s - loss: 0.2710 - accuracy: 0.8750
 27/296 [=>............................] - ETA: 16s - loss: 0.2776 - accuracy: 0.8681
 28/296 [=>............................] - ETA: 16s - loss: 0.2794 - accuracy: 0.8683
 29/296 [=>............................] - ETA: 16s - loss: 0.2757 - accuracy: 0.8728
 30/296 [==>...........................] - ETA: 16s - loss: 0.2725 - accuracy: 0.8750
 31/296 [==>...........................] - ETA: 16s - loss: 0.2766 - accuracy: 0.8730
 32/296 [==>...........................] - ETA: 16s - loss: 0.2775 - accuracy: 0.8711
 33/296 [==>...........................] - ETA: 15s - loss: 0.2752 - accuracy: 0.8731
 34/296 [==>...........................] - ETA: 15s - loss: 0.2737 - accuracy: 0.8732
 35/296 [==>...........................] - ETA: 15s - loss: 0.2705 - accuracy: 0.8750
 36/296 [==>...........................] - ETA: 15s - loss: 0.2670 - accuracy: 0.8767
 37/296 [==>...........................] - ETA: 15s - loss: 0.2638 - accuracy: 0.8784
 38/296 [==>...........................] - ETA: 15s - loss: 0.2677 - accuracy: 0.8766
 39/296 [==>...........................] - ETA: 15s - loss: 0.2643 - accuracy: 0.8766
 40/296 [===>..........................] - ETA: 15s - loss: 0.2647 - accuracy: 0.8766
 41/296 [===>..........................] - ETA: 15s - loss: 0.2648 - accuracy: 0.8765
 42/296 [===>..........................] - ETA: 15s - loss: 0.2628 - accuracy: 0.8780
 43/296 [===>..........................] - ETA: 15s - loss: 0.2649 - accuracy: 0.8750
 44/296 [===>..........................] - ETA: 15s - loss: 0.2645 - accuracy: 0.8764
 45/296 [===>..........................] - ETA: 15s - loss: 0.2630 - accuracy: 0.8764
 46/296 [===>..........................] - ETA: 15s - loss: 0.2603 - accuracy: 0.8777
 47/296 [===>..........................] - ETA: 15s - loss: 0.2561 - accuracy: 0.8803
 48/296 [===>..........................] - ETA: 14s - loss: 0.2557 - accuracy: 0.8815
 49/296 [===>..........................] - ETA: 14s - loss: 0.2536 - accuracy: 0.8839
 50/296 [====>.........................] - ETA: 14s - loss: 0.2559 - accuracy: 0.8813
 51/296 [====>.........................] - ETA: 14s - loss: 0.2517 - accuracy: 0.8836
 52/296 [====>.........................] - ETA: 14s - loss: 0.2539 - accuracy: 0.8822
 53/296 [====>.........................] - ETA: 14s - loss: 0.2525 - accuracy: 0.8833
 54/296 [====>.........................] - ETA: 14s - loss: 0.2506 - accuracy: 0.8843
 55/296 [====>.........................] - ETA: 14s - loss: 0.2546 - accuracy: 0.8841
 56/296 [====>.........................] - ETA: 14s - loss: 0.2551 - accuracy: 0.8828
 57/296 [====>.........................] - ETA: 14s - loss: 0.2543 - accuracy: 0.8838
 58/296 [====>.........................] - ETA: 14s - loss: 0.2516 - accuracy: 0.8858
 59/296 [====>.........................] - ETA: 14s - loss: 0.2510 - accuracy: 0.8867
 60/296 [=====>........................] - ETA: 14s - loss: 0.2531 - accuracy: 0.8854
 61/296 [=====>........................] - ETA: 14s - loss: 0.2554 - accuracy: 0.8852
 62/296 [=====>........................] - ETA: 14s - loss: 0.2582 - accuracy: 0.8841
 63/296 [=====>........................] - ETA: 14s - loss: 0.2549 - accuracy: 0.8859
 64/296 [=====>........................] - ETA: 14s - loss: 0.2513 - accuracy: 0.8877
 65/296 [=====>........................] - ETA: 13s - loss: 0.2532 - accuracy: 0.8865
 66/296 [=====>........................] - ETA: 13s - loss: 0.2509 - accuracy: 0.8883
 67/296 [=====>........................] - ETA: 13s - loss: 0.2523 - accuracy: 0.8871
 68/296 [=====>........................] - ETA: 13s - loss: 0.2516 - accuracy: 0.8869
 69/296 [=====>........................] - ETA: 13s - loss: 0.2489 - accuracy: 0.8886
 70/296 [======>.......................] - ETA: 13s - loss: 0.2502 - accuracy: 0.8857
 71/296 [======>.......................] - ETA: 13s - loss: 0.2515 - accuracy: 0.8856
 72/296 [======>.......................] - ETA: 13s - loss: 0.2507 - accuracy: 0.8863
 73/296 [======>.......................] - ETA: 13s - loss: 0.2509 - accuracy: 0.8853
 74/296 [======>.......................] - ETA: 13s - loss: 0.2495 - accuracy: 0.8860
 75/296 [======>.......................] - ETA: 13s - loss: 0.2495 - accuracy: 0.8867
 76/296 [======>.......................] - ETA: 13s - loss: 0.2508 - accuracy: 0.8857
 77/296 [======>.......................] - ETA: 13s - loss: 0.2511 - accuracy: 0.8856
 78/296 [======>.......................] - ETA: 13s - loss: 0.2500 - accuracy: 0.8862
 79/296 [=======>......................] - ETA: 13s - loss: 0.2483 - accuracy: 0.8877
 80/296 [=======>......................] - ETA: 13s - loss: 0.2478 - accuracy: 0.8883
 81/296 [=======>......................] - ETA: 12s - loss: 0.2487 - accuracy: 0.8881
 82/296 [=======>......................] - ETA: 12s - loss: 0.2494 - accuracy: 0.8872
 83/296 [=======>......................] - ETA: 12s - loss: 0.2502 - accuracy: 0.8878
 84/296 [=======>......................] - ETA: 12s - loss: 0.2496 - accuracy: 0.8884
 85/296 [=======>......................] - ETA: 12s - loss: 0.2500 - accuracy: 0.8882
 86/296 [=======>......................] - ETA: 12s - loss: 0.2501 - accuracy: 0.8888
 87/296 [=======>......................] - ETA: 12s - loss: 0.2495 - accuracy: 0.8886
 88/296 [=======>......................] - ETA: 12s - loss: 0.2492 - accuracy: 0.8885
 89/296 [========>.....................] - ETA: 12s - loss: 0.2529 - accuracy: 0.8869
 90/296 [========>.....................] - ETA: 12s - loss: 0.2519 - accuracy: 0.8875
 91/296 [========>.....................] - ETA: 12s - loss: 0.2508 - accuracy: 0.8880
 92/296 [========>.....................] - ETA: 12s - loss: 0.2500 - accuracy: 0.8886
 93/296 [========>.....................] - ETA: 12s - loss: 0.2487 - accuracy: 0.8898
 94/296 [========>.....................] - ETA: 12s - loss: 0.2465 - accuracy: 0.8910
 95/296 [========>.....................] - ETA: 12s - loss: 0.2470 - accuracy: 0.8908
 96/296 [========>.....................] - ETA: 12s - loss: 0.2482 - accuracy: 0.8906
 97/296 [========>.....................] - ETA: 12s - loss: 0.2475 - accuracy: 0.8905
 98/296 [========>.....................] - ETA: 11s - loss: 0.2481 - accuracy: 0.8903
 99/296 [=========>....................] - ETA: 11s - loss: 0.2483 - accuracy: 0.8908
100/296 [=========>....................] - ETA: 11s - loss: 0.2491 - accuracy: 0.8906
101/296 [=========>....................] - ETA: 11s - loss: 0.2493 - accuracy: 0.8905
102/296 [=========>....................] - ETA: 11s - loss: 0.2499 - accuracy: 0.8897
103/296 [=========>....................] - ETA: 11s - loss: 0.2492 - accuracy: 0.8902
104/296 [=========>....................] - ETA: 11s - loss: 0.2501 - accuracy: 0.8900
105/296 [=========>....................] - ETA: 11s - loss: 0.2492 - accuracy: 0.8911
106/296 [=========>....................] - ETA: 11s - loss: 0.2515 - accuracy: 0.8897
107/296 [=========>....................] - ETA: 11s - loss: 0.2507 - accuracy: 0.8908
108/296 [=========>....................] - ETA: 11s - loss: 0.2522 - accuracy: 0.8906
109/296 [==========>...................] - ETA: 11s - loss: 0.2519 - accuracy: 0.8911
110/296 [==========>...................] - ETA: 11s - loss: 0.2537 - accuracy: 0.8892
111/296 [==========>...................] - ETA: 11s - loss: 0.2537 - accuracy: 0.8891
112/296 [==========>...................] - ETA: 11s - loss: 0.2528 - accuracy: 0.8895
113/296 [==========>...................] - ETA: 11s - loss: 0.2530 - accuracy: 0.8888
114/296 [==========>...................] - ETA: 11s - loss: 0.2548 - accuracy: 0.8882
115/296 [==========>...................] - ETA: 11s - loss: 0.2539 - accuracy: 0.8886
116/296 [==========>...................] - ETA: 10s - loss: 0.2532 - accuracy: 0.8885
117/296 [==========>...................] - ETA: 10s - loss: 0.2523 - accuracy: 0.8889
118/296 [==========>...................] - ETA: 10s - loss: 0.2515 - accuracy: 0.8893
119/296 [===========>..................] - ETA: 10s - loss: 0.2514 - accuracy: 0.8897
120/296 [===========>..................] - ETA: 10s - loss: 0.2509 - accuracy: 0.8896
121/296 [===========>..................] - ETA: 10s - loss: 0.2513 - accuracy: 0.8884
122/296 [===========>..................] - ETA: 10s - loss: 0.2508 - accuracy: 0.8888
123/296 [===========>..................] - ETA: 10s - loss: 0.2498 - accuracy: 0.8892
124/296 [===========>..................] - ETA: 10s - loss: 0.2499 - accuracy: 0.8891
125/296 [===========>..................] - ETA: 10s - loss: 0.2504 - accuracy: 0.8885
126/296 [===========>..................] - ETA: 10s - loss: 0.2500 - accuracy: 0.8884
127/296 [===========>..................] - ETA: 10s - loss: 0.2536 - accuracy: 0.8878
128/296 [===========>..................] - ETA: 10s - loss: 0.2525 - accuracy: 0.8882
129/296 [============>.................] - ETA: 10s - loss: 0.2524 - accuracy: 0.8886
130/296 [============>.................] - ETA: 10s - loss: 0.2520 - accuracy: 0.8885
131/296 [============>.................] - ETA: 10s - loss: 0.2512 - accuracy: 0.8888
132/296 [============>.................] - ETA: 9s - loss: 0.2516 - accuracy: 0.8887 
133/296 [============>.................] - ETA: 9s - loss: 0.2515 - accuracy: 0.8891
134/296 [============>.................] - ETA: 9s - loss: 0.2522 - accuracy: 0.8876
135/296 [============>.................] - ETA: 9s - loss: 0.2510 - accuracy: 0.8884
136/296 [============>.................] - ETA: 9s - loss: 0.2500 - accuracy: 0.8892
137/296 [============>.................] - ETA: 9s - loss: 0.2501 - accuracy: 0.8887
138/296 [============>.................] - ETA: 9s - loss: 0.2491 - accuracy: 0.8890
139/296 [=============>................] - ETA: 9s - loss: 0.2482 - accuracy: 0.8898
140/296 [=============>................] - ETA: 9s - loss: 0.2481 - accuracy: 0.8893
141/296 [=============>................] - ETA: 9s - loss: 0.2495 - accuracy: 0.8883
142/296 [=============>................] - ETA: 9s - loss: 0.2492 - accuracy: 0.8886
143/296 [=============>................] - ETA: 9s - loss: 0.2494 - accuracy: 0.8885
144/296 [=============>................] - ETA: 9s - loss: 0.2510 - accuracy: 0.8872
145/296 [=============>................] - ETA: 9s - loss: 0.2500 - accuracy: 0.8879
146/296 [=============>................] - ETA: 9s - loss: 0.2507 - accuracy: 0.8874
147/296 [=============>................] - ETA: 9s - loss: 0.2505 - accuracy: 0.8873
148/296 [==============>...............] - ETA: 9s - loss: 0.2499 - accuracy: 0.8872
149/296 [==============>...............] - ETA: 8s - loss: 0.2503 - accuracy: 0.8872
150/296 [==============>...............] - ETA: 8s - loss: 0.2504 - accuracy: 0.8871
151/296 [==============>...............] - ETA: 8s - loss: 0.2507 - accuracy: 0.8870
152/296 [==============>...............] - ETA: 8s - loss: 0.2516 - accuracy: 0.8869
153/296 [==============>...............] - ETA: 8s - loss: 0.2513 - accuracy: 0.8873
154/296 [==============>...............] - ETA: 8s - loss: 0.2508 - accuracy: 0.8880
155/296 [==============>...............] - ETA: 8s - loss: 0.2505 - accuracy: 0.8883
156/296 [==============>...............] - ETA: 8s - loss: 0.2498 - accuracy: 0.8886
157/296 [==============>...............] - ETA: 8s - loss: 0.2496 - accuracy: 0.8885
158/296 [===============>..............] - ETA: 8s - loss: 0.2490 - accuracy: 0.8881
159/296 [===============>..............] - ETA: 8s - loss: 0.2488 - accuracy: 0.8884
160/296 [===============>..............] - ETA: 8s - loss: 0.2483 - accuracy: 0.8887
161/296 [===============>..............] - ETA: 8s - loss: 0.2482 - accuracy: 0.8890
162/296 [===============>..............] - ETA: 8s - loss: 0.2478 - accuracy: 0.8889
163/296 [===============>..............] - ETA: 8s - loss: 0.2473 - accuracy: 0.8888
164/296 [===============>..............] - ETA: 8s - loss: 0.2471 - accuracy: 0.8891
165/296 [===============>..............] - ETA: 8s - loss: 0.2470 - accuracy: 0.8890
166/296 [===============>..............] - ETA: 8s - loss: 0.2477 - accuracy: 0.8886
167/296 [===============>..............] - ETA: 8s - loss: 0.2472 - accuracy: 0.8888
168/296 [================>.............] - ETA: 7s - loss: 0.2472 - accuracy: 0.8891
169/296 [================>.............] - ETA: 7s - loss: 0.2484 - accuracy: 0.8891
170/296 [================>.............] - ETA: 7s - loss: 0.2511 - accuracy: 0.8882
171/296 [================>.............] - ETA: 7s - loss: 0.2505 - accuracy: 0.8885
172/296 [================>.............] - ETA: 7s - loss: 0.2498 - accuracy: 0.8892
173/296 [================>.............] - ETA: 7s - loss: 0.2498 - accuracy: 0.8891
174/296 [================>.............] - ETA: 7s - loss: 0.2495 - accuracy: 0.8894
175/296 [================>.............] - ETA: 7s - loss: 0.2491 - accuracy: 0.8893
176/296 [================>.............] - ETA: 7s - loss: 0.2492 - accuracy: 0.8896
177/296 [================>.............] - ETA: 7s - loss: 0.2494 - accuracy: 0.8891
178/296 [=================>............] - ETA: 7s - loss: 0.2492 - accuracy: 0.8887
179/296 [=================>............] - ETA: 7s - loss: 0.2491 - accuracy: 0.8886
180/296 [=================>............] - ETA: 7s - loss: 0.2491 - accuracy: 0.8885
181/296 [=================>............] - ETA: 7s - loss: 0.2489 - accuracy: 0.8888
182/296 [=================>............] - ETA: 7s - loss: 0.2486 - accuracy: 0.8884
183/296 [=================>............] - ETA: 7s - loss: 0.2485 - accuracy: 0.8890
184/296 [=================>............] - ETA: 6s - loss: 0.2493 - accuracy: 0.8886
185/296 [=================>............] - ETA: 6s - loss: 0.2504 - accuracy: 0.8875
186/296 [=================>............] - ETA: 6s - loss: 0.2506 - accuracy: 0.8878
187/296 [=================>............] - ETA: 6s - loss: 0.2509 - accuracy: 0.8877
188/296 [==================>...........] - ETA: 6s - loss: 0.2502 - accuracy: 0.8883
189/296 [==================>...........] - ETA: 6s - loss: 0.2505 - accuracy: 0.8882
190/296 [==================>...........] - ETA: 6s - loss: 0.2500 - accuracy: 0.8882
191/296 [==================>...........] - ETA: 6s - loss: 0.2501 - accuracy: 0.8884
192/296 [==================>...........] - ETA: 6s - loss: 0.2490 - accuracy: 0.8890
193/296 [==================>...........] - ETA: 6s - loss: 0.2483 - accuracy: 0.8896
194/296 [==================>...........] - ETA: 6s - loss: 0.2487 - accuracy: 0.8892
195/296 [==================>...........] - ETA: 6s - loss: 0.2483 - accuracy: 0.8891
196/296 [==================>...........] - ETA: 6s - loss: 0.2485 - accuracy: 0.8890
197/296 [==================>...........] - ETA: 6s - loss: 0.2486 - accuracy: 0.8886
198/296 [===================>..........] - ETA: 6s - loss: 0.2479 - accuracy: 0.8889
199/296 [===================>..........] - ETA: 6s - loss: 0.2480 - accuracy: 0.8885
200/296 [===================>..........] - ETA: 6s - loss: 0.2470 - accuracy: 0.8891
201/296 [===================>..........] - ETA: 5s - loss: 0.2475 - accuracy: 0.8890
202/296 [===================>..........] - ETA: 5s - loss: 0.2489 - accuracy: 0.8886
203/296 [===================>..........] - ETA: 5s - loss: 0.2485 - accuracy: 0.8882
204/296 [===================>..........] - ETA: 5s - loss: 0.2480 - accuracy: 0.8882
205/296 [===================>..........] - ETA: 5s - loss: 0.2487 - accuracy: 0.8881
206/296 [===================>..........] - ETA: 5s - loss: 0.2477 - accuracy: 0.8887
207/296 [===================>..........] - ETA: 5s - loss: 0.2469 - accuracy: 0.8892
208/296 [====================>.........] - ETA: 5s - loss: 0.2472 - accuracy: 0.8894
209/296 [====================>.........] - ETA: 5s - loss: 0.2466 - accuracy: 0.8897
210/296 [====================>.........] - ETA: 5s - loss: 0.2468 - accuracy: 0.8893
211/296 [====================>.........] - ETA: 5s - loss: 0.2469 - accuracy: 0.8892
212/296 [====================>.........] - ETA: 5s - loss: 0.2467 - accuracy: 0.8894
213/296 [====================>.........] - ETA: 5s - loss: 0.2469 - accuracy: 0.8894
214/296 [====================>.........] - ETA: 5s - loss: 0.2471 - accuracy: 0.8890
215/296 [====================>.........] - ETA: 5s - loss: 0.2469 - accuracy: 0.8892
216/296 [====================>.........] - ETA: 5s - loss: 0.2478 - accuracy: 0.8886
217/296 [====================>.........] - ETA: 4s - loss: 0.2480 - accuracy: 0.8882
218/296 [=====================>........] - ETA: 4s - loss: 0.2474 - accuracy: 0.8885
219/296 [=====================>........] - ETA: 4s - loss: 0.2479 - accuracy: 0.8884
220/296 [=====================>........] - ETA: 4s - loss: 0.2480 - accuracy: 0.8884
221/296 [=====================>........] - ETA: 4s - loss: 0.2477 - accuracy: 0.8883
222/296 [=====================>........] - ETA: 4s - loss: 0.2478 - accuracy: 0.8885
223/296 [=====================>........] - ETA: 4s - loss: 0.2477 - accuracy: 0.8885
224/296 [=====================>........] - ETA: 4s - loss: 0.2483 - accuracy: 0.8878
225/296 [=====================>........] - ETA: 4s - loss: 0.2480 - accuracy: 0.8881
226/296 [=====================>........] - ETA: 4s - loss: 0.2479 - accuracy: 0.8880
227/296 [======================>.......] - ETA: 4s - loss: 0.2476 - accuracy: 0.8879
228/296 [======================>.......] - ETA: 4s - loss: 0.2483 - accuracy: 0.8876
229/296 [======================>.......] - ETA: 4s - loss: 0.2477 - accuracy: 0.8881
230/296 [======================>.......] - ETA: 4s - loss: 0.2487 - accuracy: 0.8875
231/296 [======================>.......] - ETA: 4s - loss: 0.2493 - accuracy: 0.8872
232/296 [======================>.......] - ETA: 4s - loss: 0.2493 - accuracy: 0.8871
233/296 [======================>.......] - ETA: 3s - loss: 0.2496 - accuracy: 0.8871
234/296 [======================>.......] - ETA: 3s - loss: 0.2497 - accuracy: 0.8873
235/296 [======================>.......] - ETA: 3s - loss: 0.2522 - accuracy: 0.8872
236/296 [======================>.......] - ETA: 3s - loss: 0.2518 - accuracy: 0.8877
237/296 [=======================>......] - ETA: 3s - loss: 0.2520 - accuracy: 0.8874
238/296 [=======================>......] - ETA: 3s - loss: 0.2516 - accuracy: 0.8876
239/296 [=======================>......] - ETA: 3s - loss: 0.2516 - accuracy: 0.8878
240/296 [=======================>......] - ETA: 3s - loss: 0.2520 - accuracy: 0.8878
241/296 [=======================>......] - ETA: 3s - loss: 0.2522 - accuracy: 0.8877
242/296 [=======================>......] - ETA: 3s - loss: 0.2518 - accuracy: 0.8879
243/296 [=======================>......] - ETA: 3s - loss: 0.2515 - accuracy: 0.8881
244/296 [=======================>......] - ETA: 3s - loss: 0.2516 - accuracy: 0.8881
245/296 [=======================>......] - ETA: 3s - loss: 0.2525 - accuracy: 0.8875
246/296 [=======================>......] - ETA: 3s - loss: 0.2525 - accuracy: 0.8880
247/296 [========================>.....] - ETA: 3s - loss: 0.2531 - accuracy: 0.8871
248/296 [========================>.....] - ETA: 2s - loss: 0.2528 - accuracy: 0.8876
249/296 [========================>.....] - ETA: 2s - loss: 0.2527 - accuracy: 0.8876
250/296 [========================>.....] - ETA: 2s - loss: 0.2530 - accuracy: 0.8875
251/296 [========================>.....] - ETA: 2s - loss: 0.2533 - accuracy: 0.8875
252/296 [========================>.....] - ETA: 2s - loss: 0.2531 - accuracy: 0.8876
253/296 [========================>.....] - ETA: 2s - loss: 0.2530 - accuracy: 0.8878
254/296 [========================>.....] - ETA: 2s - loss: 0.2527 - accuracy: 0.8880
255/296 [========================>.....] - ETA: 2s - loss: 0.2529 - accuracy: 0.8882
256/296 [========================>.....] - ETA: 2s - loss: 0.2532 - accuracy: 0.8882
257/296 [=========================>....] - ETA: 2s - loss: 0.2536 - accuracy: 0.8881
258/296 [=========================>....] - ETA: 2s - loss: 0.2540 - accuracy: 0.8878
259/296 [=========================>....] - ETA: 2s - loss: 0.2532 - accuracy: 0.8883
260/296 [=========================>....] - ETA: 2s - loss: 0.2529 - accuracy: 0.8885
261/296 [=========================>....] - ETA: 2s - loss: 0.2533 - accuracy: 0.8884
262/296 [=========================>....] - ETA: 2s - loss: 0.2533 - accuracy: 0.8886
263/296 [=========================>....] - ETA: 2s - loss: 0.2528 - accuracy: 0.8888
264/296 [=========================>....] - ETA: 1s - loss: 0.2526 - accuracy: 0.8890
265/296 [=========================>....] - ETA: 1s - loss: 0.2523 - accuracy: 0.8889
266/296 [=========================>....] - ETA: 1s - loss: 0.2522 - accuracy: 0.8889
267/296 [==========================>...] - ETA: 1s - loss: 0.2520 - accuracy: 0.8890
268/296 [==========================>...] - ETA: 1s - loss: 0.2513 - accuracy: 0.8892
269/296 [==========================>...] - ETA: 1s - loss: 0.2512 - accuracy: 0.8894
270/296 [==========================>...] - ETA: 1s - loss: 0.2514 - accuracy: 0.8894
271/296 [==========================>...] - ETA: 1s - loss: 0.2511 - accuracy: 0.8893
272/296 [==========================>...] - ETA: 1s - loss: 0.2512 - accuracy: 0.8890
273/296 [==========================>...] - ETA: 1s - loss: 0.2511 - accuracy: 0.8890
274/296 [==========================>...] - ETA: 1s - loss: 0.2507 - accuracy: 0.8891
275/296 [==========================>...] - ETA: 1s - loss: 0.2502 - accuracy: 0.8893
276/296 [==========================>...] - ETA: 1s - loss: 0.2506 - accuracy: 0.8888
277/296 [===========================>..] - ETA: 1s - loss: 0.2507 - accuracy: 0.8888
278/296 [===========================>..] - ETA: 1s - loss: 0.2511 - accuracy: 0.8887
279/296 [===========================>..] - ETA: 1s - loss: 0.2512 - accuracy: 0.8884
280/296 [===========================>..] - ETA: 0s - loss: 0.2512 - accuracy: 0.8882
281/296 [===========================>..] - ETA: 0s - loss: 0.2505 - accuracy: 0.8886
282/296 [===========================>..] - ETA: 0s - loss: 0.2507 - accuracy: 0.8883
283/296 [===========================>..] - ETA: 0s - loss: 0.2504 - accuracy: 0.8885
284/296 [===========================>..] - ETA: 0s - loss: 0.2505 - accuracy: 0.8882
285/296 [===========================>..] - ETA: 0s - loss: 0.2509 - accuracy: 0.8879
286/296 [===========================>..] - ETA: 0s - loss: 0.2503 - accuracy: 0.8881
287/296 [============================>.] - ETA: 0s - loss: 0.2502 - accuracy: 0.8878
288/296 [============================>.] - ETA: 0s - loss: 0.2503 - accuracy: 0.8878
289/296 [============================>.] - ETA: 0s - loss: 0.2501 - accuracy: 0.8878
290/296 [============================>.] - ETA: 0s - loss: 0.2497 - accuracy: 0.8881
291/296 [============================>.] - ETA: 0s - loss: 0.2495 - accuracy: 0.8881
292/296 [============================>.] - ETA: 0s - loss: 0.2489 - accuracy: 0.8885
293/296 [============================>.] - ETA: 0s - loss: 0.2482 - accuracy: 0.8889
294/296 [============================>.] - ETA: 0s - loss: 0.2477 - accuracy: 0.8892
295/296 [============================>.] - ETA: 0s - loss: 0.2475 - accuracy: 0.8894
296/296 [==============================] - 18s 61ms/step - loss: 0.2473 - accuracy: 0.8897

296/296 [==============================] - 20s 66ms/step - loss: 0.2473 - accuracy: 0.8897 - val_loss: 0.2580 - val_accuracy: 0.8827
Epoch 21/50

  1/296 [..............................] - ETA: 19s - loss: 0.3951 - accuracy: 0.8750
  2/296 [..............................] - ETA: 17s - loss: 0.2553 - accuracy: 0.9375
  3/296 [..............................] - ETA: 16s - loss: 0.2180 - accuracy: 0.9375
  4/296 [..............................] - ETA: 16s - loss: 0.2501 - accuracy: 0.9062
  5/296 [..............................] - ETA: 17s - loss: 0.2388 - accuracy: 0.9000
  6/296 [..............................] - ETA: 17s - loss: 0.2408 - accuracy: 0.8958
  7/296 [..............................] - ETA: 17s - loss: 0.2610 - accuracy: 0.8839
  8/296 [..............................] - ETA: 16s - loss: 0.2374 - accuracy: 0.8984
  9/296 [..............................] - ETA: 16s - loss: 0.2475 - accuracy: 0.9028
 10/296 [>.............................] - ETA: 16s - loss: 0.2555 - accuracy: 0.8938
 11/296 [>.............................] - ETA: 16s - loss: 0.2421 - accuracy: 0.9034
 12/296 [>.............................] - ETA: 16s - loss: 0.2397 - accuracy: 0.9010
 13/296 [>.............................] - ETA: 16s - loss: 0.2463 - accuracy: 0.8990
 14/296 [>.............................] - ETA: 16s - loss: 0.2411 - accuracy: 0.8973
 15/296 [>.............................] - ETA: 16s - loss: 0.2338 - accuracy: 0.9042
 16/296 [>.............................] - ETA: 16s - loss: 0.2388 - accuracy: 0.9023
 17/296 [>.............................] - ETA: 16s - loss: 0.2292 - accuracy: 0.9081
 18/296 [>.............................] - ETA: 16s - loss: 0.2260 - accuracy: 0.9062
 19/296 [>.............................] - ETA: 16s - loss: 0.2424 - accuracy: 0.9046
 20/296 [=>............................] - ETA: 16s - loss: 0.2546 - accuracy: 0.9031
 21/296 [=>............................] - ETA: 16s - loss: 0.2553 - accuracy: 0.8988
 22/296 [=>............................] - ETA: 16s - loss: 0.2478 - accuracy: 0.9006
 23/296 [=>............................] - ETA: 16s - loss: 0.2415 - accuracy: 0.9049
 24/296 [=>............................] - ETA: 16s - loss: 0.2426 - accuracy: 0.9036
 25/296 [=>............................] - ETA: 15s - loss: 0.2410 - accuracy: 0.9025
 26/296 [=>............................] - ETA: 15s - loss: 0.2404 - accuracy: 0.8990
 27/296 [=>............................] - ETA: 15s - loss: 0.2458 - accuracy: 0.8958
 28/296 [=>............................] - ETA: 15s - loss: 0.2427 - accuracy: 0.8973
 29/296 [=>............................] - ETA: 15s - loss: 0.2400 - accuracy: 0.8966
 30/296 [==>...........................] - ETA: 15s - loss: 0.2420 - accuracy: 0.8938
 31/296 [==>...........................] - ETA: 15s - loss: 0.2447 - accuracy: 0.8911
 32/296 [==>...........................] - ETA: 15s - loss: 0.2427 - accuracy: 0.8945
 33/296 [==>...........................] - ETA: 15s - loss: 0.2402 - accuracy: 0.8977
 34/296 [==>...........................] - ETA: 15s - loss: 0.2369 - accuracy: 0.8989
 35/296 [==>...........................] - ETA: 15s - loss: 0.2384 - accuracy: 0.8964
 36/296 [==>...........................] - ETA: 15s - loss: 0.2377 - accuracy: 0.8958
 37/296 [==>...........................] - ETA: 15s - loss: 0.2338 - accuracy: 0.8986
 38/296 [==>...........................] - ETA: 15s - loss: 0.2308 - accuracy: 0.8997
 39/296 [==>...........................] - ETA: 15s - loss: 0.2291 - accuracy: 0.9006
 40/296 [===>..........................] - ETA: 15s - loss: 0.2273 - accuracy: 0.9016
 41/296 [===>..........................] - ETA: 15s - loss: 0.2285 - accuracy: 0.9009
 42/296 [===>..........................] - ETA: 15s - loss: 0.2277 - accuracy: 0.9018
 43/296 [===>..........................] - ETA: 15s - loss: 0.2283 - accuracy: 0.9026
 44/296 [===>..........................] - ETA: 15s - loss: 0.2273 - accuracy: 0.9020
 45/296 [===>..........................] - ETA: 15s - loss: 0.2277 - accuracy: 0.9014
 46/296 [===>..........................] - ETA: 15s - loss: 0.2251 - accuracy: 0.9022
 47/296 [===>..........................] - ETA: 15s - loss: 0.2218 - accuracy: 0.9043
 48/296 [===>..........................] - ETA: 15s - loss: 0.2219 - accuracy: 0.9036
 49/296 [===>..........................] - ETA: 15s - loss: 0.2213 - accuracy: 0.9031
 50/296 [====>.........................] - ETA: 14s - loss: 0.2243 - accuracy: 0.9000
 51/296 [====>.........................] - ETA: 14s - loss: 0.2233 - accuracy: 0.9007
 52/296 [====>.........................] - ETA: 14s - loss: 0.2247 - accuracy: 0.8990
 53/296 [====>.........................] - ETA: 14s - loss: 0.2288 - accuracy: 0.8974
 54/296 [====>.........................] - ETA: 14s - loss: 0.2264 - accuracy: 0.8993
 55/296 [====>.........................] - ETA: 14s - loss: 0.2333 - accuracy: 0.8955
 56/296 [====>.........................] - ETA: 14s - loss: 0.2322 - accuracy: 0.8951
 57/296 [====>.........................] - ETA: 14s - loss: 0.2297 - accuracy: 0.8958
 58/296 [====>.........................] - ETA: 14s - loss: 0.2313 - accuracy: 0.8933
 59/296 [====>.........................] - ETA: 14s - loss: 0.2306 - accuracy: 0.8941
 60/296 [=====>........................] - ETA: 14s - loss: 0.2275 - accuracy: 0.8958
 61/296 [=====>........................] - ETA: 14s - loss: 0.2276 - accuracy: 0.8965
 62/296 [=====>........................] - ETA: 14s - loss: 0.2263 - accuracy: 0.8972
 63/296 [=====>........................] - ETA: 14s - loss: 0.2253 - accuracy: 0.8978
 64/296 [=====>........................] - ETA: 14s - loss: 0.2239 - accuracy: 0.8975
 65/296 [=====>........................] - ETA: 14s - loss: 0.2246 - accuracy: 0.8971
 66/296 [=====>........................] - ETA: 14s - loss: 0.2263 - accuracy: 0.8949
 67/296 [=====>........................] - ETA: 13s - loss: 0.2269 - accuracy: 0.8937
 68/296 [=====>........................] - ETA: 13s - loss: 0.2286 - accuracy: 0.8934
 69/296 [=====>........................] - ETA: 13s - loss: 0.2312 - accuracy: 0.8922
 70/296 [======>.......................] - ETA: 13s - loss: 0.2316 - accuracy: 0.8920
 71/296 [======>.......................] - ETA: 13s - loss: 0.2331 - accuracy: 0.8908
 72/296 [======>.......................] - ETA: 13s - loss: 0.2326 - accuracy: 0.8924
 73/296 [======>.......................] - ETA: 13s - loss: 0.2331 - accuracy: 0.8938
 74/296 [======>.......................] - ETA: 13s - loss: 0.2358 - accuracy: 0.8944
 75/296 [======>.......................] - ETA: 13s - loss: 0.2367 - accuracy: 0.8950
 76/296 [======>.......................] - ETA: 13s - loss: 0.2358 - accuracy: 0.8956
 77/296 [======>.......................] - ETA: 13s - loss: 0.2356 - accuracy: 0.8961
 78/296 [======>.......................] - ETA: 13s - loss: 0.2356 - accuracy: 0.8958
 79/296 [=======>......................] - ETA: 13s - loss: 0.2347 - accuracy: 0.8964
 80/296 [=======>......................] - ETA: 13s - loss: 0.2329 - accuracy: 0.8977
 81/296 [=======>......................] - ETA: 13s - loss: 0.2310 - accuracy: 0.8989
 82/296 [=======>......................] - ETA: 12s - loss: 0.2318 - accuracy: 0.8986
 83/296 [=======>......................] - ETA: 12s - loss: 0.2315 - accuracy: 0.8983
 84/296 [=======>......................] - ETA: 12s - loss: 0.2306 - accuracy: 0.8988
 85/296 [=======>......................] - ETA: 12s - loss: 0.2327 - accuracy: 0.8978
 86/296 [=======>......................] - ETA: 12s - loss: 0.2315 - accuracy: 0.8983
 87/296 [=======>......................] - ETA: 12s - loss: 0.2323 - accuracy: 0.8973
 88/296 [=======>......................] - ETA: 12s - loss: 0.2326 - accuracy: 0.8963
 89/296 [========>.....................] - ETA: 12s - loss: 0.2345 - accuracy: 0.8954
 90/296 [========>.....................] - ETA: 12s - loss: 0.2360 - accuracy: 0.8951
 91/296 [========>.....................] - ETA: 12s - loss: 0.2371 - accuracy: 0.8949
 92/296 [========>.....................] - ETA: 12s - loss: 0.2369 - accuracy: 0.8947
 93/296 [========>.....................] - ETA: 12s - loss: 0.2355 - accuracy: 0.8958
 94/296 [========>.....................] - ETA: 12s - loss: 0.2359 - accuracy: 0.8943
 95/296 [========>.....................] - ETA: 12s - loss: 0.2384 - accuracy: 0.8934
 96/296 [========>.....................] - ETA: 12s - loss: 0.2376 - accuracy: 0.8945
 97/296 [========>.....................] - ETA: 11s - loss: 0.2412 - accuracy: 0.8937
 98/296 [========>.....................] - ETA: 11s - loss: 0.2398 - accuracy: 0.8948
 99/296 [=========>....................] - ETA: 11s - loss: 0.2415 - accuracy: 0.8939
100/296 [=========>....................] - ETA: 11s - loss: 0.2410 - accuracy: 0.8944
101/296 [=========>....................] - ETA: 11s - loss: 0.2405 - accuracy: 0.8954
102/296 [=========>....................] - ETA: 11s - loss: 0.2401 - accuracy: 0.8952
103/296 [=========>....................] - ETA: 11s - loss: 0.2395 - accuracy: 0.8962
104/296 [=========>....................] - ETA: 11s - loss: 0.2393 - accuracy: 0.8960
105/296 [=========>....................] - ETA: 11s - loss: 0.2385 - accuracy: 0.8958
106/296 [=========>....................] - ETA: 11s - loss: 0.2384 - accuracy: 0.8962
107/296 [=========>....................] - ETA: 11s - loss: 0.2381 - accuracy: 0.8960
108/296 [=========>....................] - ETA: 11s - loss: 0.2385 - accuracy: 0.8953
109/296 [==========>...................] - ETA: 11s - loss: 0.2382 - accuracy: 0.8951
110/296 [==========>...................] - ETA: 11s - loss: 0.2392 - accuracy: 0.8949
111/296 [==========>...................] - ETA: 11s - loss: 0.2408 - accuracy: 0.8925
112/296 [==========>...................] - ETA: 11s - loss: 0.2404 - accuracy: 0.8929
113/296 [==========>...................] - ETA: 11s - loss: 0.2407 - accuracy: 0.8927
114/296 [==========>...................] - ETA: 10s - loss: 0.2402 - accuracy: 0.8931
115/296 [==========>...................] - ETA: 10s - loss: 0.2401 - accuracy: 0.8929
116/296 [==========>...................] - ETA: 10s - loss: 0.2401 - accuracy: 0.8933
117/296 [==========>...................] - ETA: 10s - loss: 0.2412 - accuracy: 0.8926
118/296 [==========>...................] - ETA: 10s - loss: 0.2406 - accuracy: 0.8930
119/296 [===========>..................] - ETA: 10s - loss: 0.2415 - accuracy: 0.8923
120/296 [===========>..................] - ETA: 10s - loss: 0.2421 - accuracy: 0.8917
121/296 [===========>..................] - ETA: 10s - loss: 0.2409 - accuracy: 0.8926
122/296 [===========>..................] - ETA: 10s - loss: 0.2412 - accuracy: 0.8924
123/296 [===========>..................] - ETA: 10s - loss: 0.2415 - accuracy: 0.8918
124/296 [===========>..................] - ETA: 10s - loss: 0.2416 - accuracy: 0.8916
125/296 [===========>..................] - ETA: 10s - loss: 0.2423 - accuracy: 0.8910
126/296 [===========>..................] - ETA: 10s - loss: 0.2416 - accuracy: 0.8914
127/296 [===========>..................] - ETA: 10s - loss: 0.2416 - accuracy: 0.8907
128/296 [===========>..................] - ETA: 10s - loss: 0.2426 - accuracy: 0.8901
129/296 [============>.................] - ETA: 10s - loss: 0.2428 - accuracy: 0.8900
130/296 [============>.................] - ETA: 10s - loss: 0.2430 - accuracy: 0.8894
131/296 [============>.................] - ETA: 10s - loss: 0.2423 - accuracy: 0.8893
132/296 [============>.................] - ETA: 9s - loss: 0.2415 - accuracy: 0.8897 
133/296 [============>.................] - ETA: 9s - loss: 0.2413 - accuracy: 0.8896
134/296 [============>.................] - ETA: 9s - loss: 0.2441 - accuracy: 0.8885
135/296 [============>.................] - ETA: 9s - loss: 0.2430 - accuracy: 0.8894
136/296 [============>.................] - ETA: 9s - loss: 0.2423 - accuracy: 0.8897
137/296 [============>.................] - ETA: 9s - loss: 0.2416 - accuracy: 0.8901
138/296 [============>.................] - ETA: 9s - loss: 0.2420 - accuracy: 0.8895
139/296 [=============>................] - ETA: 9s - loss: 0.2414 - accuracy: 0.8903
140/296 [=============>................] - ETA: 9s - loss: 0.2405 - accuracy: 0.8906
141/296 [=============>................] - ETA: 9s - loss: 0.2397 - accuracy: 0.8914
142/296 [=============>................] - ETA: 9s - loss: 0.2412 - accuracy: 0.8904
143/296 [=============>................] - ETA: 9s - loss: 0.2432 - accuracy: 0.8885
144/296 [=============>................] - ETA: 9s - loss: 0.2421 - accuracy: 0.8893
145/296 [=============>................] - ETA: 9s - loss: 0.2412 - accuracy: 0.8897
146/296 [=============>................] - ETA: 9s - loss: 0.2418 - accuracy: 0.8896
147/296 [=============>................] - ETA: 9s - loss: 0.2414 - accuracy: 0.8899
148/296 [==============>...............] - ETA: 8s - loss: 0.2404 - accuracy: 0.8902
149/296 [==============>...............] - ETA: 8s - loss: 0.2399 - accuracy: 0.8905
150/296 [==============>...............] - ETA: 8s - loss: 0.2393 - accuracy: 0.8913
151/296 [==============>...............] - ETA: 8s - loss: 0.2390 - accuracy: 0.8916
152/296 [==============>...............] - ETA: 8s - loss: 0.2394 - accuracy: 0.8914
153/296 [==============>...............] - ETA: 8s - loss: 0.2390 - accuracy: 0.8917
154/296 [==============>...............] - ETA: 8s - loss: 0.2395 - accuracy: 0.8916
155/296 [==============>...............] - ETA: 8s - loss: 0.2399 - accuracy: 0.8911
156/296 [==============>...............] - ETA: 8s - loss: 0.2393 - accuracy: 0.8910
157/296 [==============>...............] - ETA: 8s - loss: 0.2380 - accuracy: 0.8917
158/296 [===============>..............] - ETA: 8s - loss: 0.2384 - accuracy: 0.8916
159/296 [===============>..............] - ETA: 8s - loss: 0.2379 - accuracy: 0.8915
160/296 [===============>..............] - ETA: 8s - loss: 0.2386 - accuracy: 0.8906
161/296 [===============>..............] - ETA: 8s - loss: 0.2387 - accuracy: 0.8905
162/296 [===============>..............] - ETA: 8s - loss: 0.2390 - accuracy: 0.8904
163/296 [===============>..............] - ETA: 8s - loss: 0.2390 - accuracy: 0.8903
164/296 [===============>..............] - ETA: 8s - loss: 0.2378 - accuracy: 0.8910
165/296 [===============>..............] - ETA: 7s - loss: 0.2372 - accuracy: 0.8913
166/296 [===============>..............] - ETA: 7s - loss: 0.2363 - accuracy: 0.8916
167/296 [===============>..............] - ETA: 7s - loss: 0.2379 - accuracy: 0.8911
168/296 [================>.............] - ETA: 7s - loss: 0.2383 - accuracy: 0.8906
169/296 [================>.............] - ETA: 7s - loss: 0.2377 - accuracy: 0.8913
170/296 [================>.............] - ETA: 7s - loss: 0.2374 - accuracy: 0.8912
171/296 [================>.............] - ETA: 7s - loss: 0.2377 - accuracy: 0.8911
172/296 [================>.............] - ETA: 7s - loss: 0.2372 - accuracy: 0.8910
173/296 [================>.............] - ETA: 7s - loss: 0.2368 - accuracy: 0.8913
174/296 [================>.............] - ETA: 7s - loss: 0.2373 - accuracy: 0.8912
175/296 [================>.............] - ETA: 7s - loss: 0.2375 - accuracy: 0.8911
176/296 [================>.............] - ETA: 7s - loss: 0.2364 - accuracy: 0.8917
177/296 [================>.............] - ETA: 7s - loss: 0.2360 - accuracy: 0.8916
178/296 [=================>............] - ETA: 7s - loss: 0.2368 - accuracy: 0.8908
179/296 [=================>............] - ETA: 7s - loss: 0.2385 - accuracy: 0.8907
180/296 [=================>............] - ETA: 7s - loss: 0.2378 - accuracy: 0.8910
181/296 [=================>............] - ETA: 6s - loss: 0.2378 - accuracy: 0.8912
182/296 [=================>............] - ETA: 6s - loss: 0.2373 - accuracy: 0.8915
183/296 [=================>............] - ETA: 6s - loss: 0.2366 - accuracy: 0.8917
184/296 [=================>............] - ETA: 6s - loss: 0.2366 - accuracy: 0.8920
185/296 [=================>............] - ETA: 6s - loss: 0.2375 - accuracy: 0.8912
186/296 [=================>............] - ETA: 6s - loss: 0.2380 - accuracy: 0.8905
187/296 [=================>............] - ETA: 6s - loss: 0.2384 - accuracy: 0.8904
188/296 [==================>...........] - ETA: 6s - loss: 0.2387 - accuracy: 0.8900
189/296 [==================>...........] - ETA: 6s - loss: 0.2385 - accuracy: 0.8899
190/296 [==================>...........] - ETA: 6s - loss: 0.2414 - accuracy: 0.8898
191/296 [==================>...........] - ETA: 6s - loss: 0.2412 - accuracy: 0.8901
192/296 [==================>...........] - ETA: 6s - loss: 0.2408 - accuracy: 0.8903
193/296 [==================>...........] - ETA: 6s - loss: 0.2406 - accuracy: 0.8905
194/296 [==================>...........] - ETA: 6s - loss: 0.2413 - accuracy: 0.8898
195/296 [==================>...........] - ETA: 6s - loss: 0.2419 - accuracy: 0.8894
196/296 [==================>...........] - ETA: 6s - loss: 0.2423 - accuracy: 0.8890
197/296 [==================>...........] - ETA: 5s - loss: 0.2419 - accuracy: 0.8890
198/296 [===================>..........] - ETA: 5s - loss: 0.2423 - accuracy: 0.8889
199/296 [===================>..........] - ETA: 5s - loss: 0.2423 - accuracy: 0.8888
200/296 [===================>..........] - ETA: 5s - loss: 0.2422 - accuracy: 0.8888
201/296 [===================>..........] - ETA: 5s - loss: 0.2423 - accuracy: 0.8887
202/296 [===================>..........] - ETA: 5s - loss: 0.2428 - accuracy: 0.8886
203/296 [===================>..........] - ETA: 5s - loss: 0.2420 - accuracy: 0.8892
204/296 [===================>..........] - ETA: 5s - loss: 0.2414 - accuracy: 0.8894
205/296 [===================>..........] - ETA: 5s - loss: 0.2412 - accuracy: 0.8896
206/296 [===================>..........] - ETA: 5s - loss: 0.2411 - accuracy: 0.8896
207/296 [===================>..........] - ETA: 5s - loss: 0.2408 - accuracy: 0.8898
208/296 [====================>.........] - ETA: 5s - loss: 0.2403 - accuracy: 0.8900
209/296 [====================>.........] - ETA: 5s - loss: 0.2407 - accuracy: 0.8903
210/296 [====================>.........] - ETA: 5s - loss: 0.2414 - accuracy: 0.8893
211/296 [====================>.........] - ETA: 5s - loss: 0.2419 - accuracy: 0.8889
212/296 [====================>.........] - ETA: 5s - loss: 0.2414 - accuracy: 0.8892
213/296 [====================>.........] - ETA: 4s - loss: 0.2411 - accuracy: 0.8894
214/296 [====================>.........] - ETA: 4s - loss: 0.2412 - accuracy: 0.8893
215/296 [====================>.........] - ETA: 4s - loss: 0.2411 - accuracy: 0.8895
216/296 [====================>.........] - ETA: 4s - loss: 0.2413 - accuracy: 0.8895
217/296 [====================>.........] - ETA: 4s - loss: 0.2410 - accuracy: 0.8897
218/296 [=====================>........] - ETA: 4s - loss: 0.2411 - accuracy: 0.8893
219/296 [=====================>........] - ETA: 4s - loss: 0.2406 - accuracy: 0.8896
220/296 [=====================>........] - ETA: 4s - loss: 0.2415 - accuracy: 0.8895
221/296 [=====================>........] - ETA: 4s - loss: 0.2424 - accuracy: 0.8894
222/296 [=====================>........] - ETA: 4s - loss: 0.2425 - accuracy: 0.8891
223/296 [=====================>........] - ETA: 4s - loss: 0.2420 - accuracy: 0.8896
224/296 [=====================>........] - ETA: 4s - loss: 0.2420 - accuracy: 0.8895
225/296 [=====================>........] - ETA: 4s - loss: 0.2419 - accuracy: 0.8897
226/296 [=====================>........] - ETA: 4s - loss: 0.2414 - accuracy: 0.8899
227/296 [======================>.......] - ETA: 4s - loss: 0.2411 - accuracy: 0.8899
228/296 [======================>.......] - ETA: 4s - loss: 0.2410 - accuracy: 0.8898
229/296 [======================>.......] - ETA: 4s - loss: 0.2404 - accuracy: 0.8900
230/296 [======================>.......] - ETA: 3s - loss: 0.2414 - accuracy: 0.8897
231/296 [======================>.......] - ETA: 3s - loss: 0.2410 - accuracy: 0.8899
232/296 [======================>.......] - ETA: 3s - loss: 0.2406 - accuracy: 0.8901
233/296 [======================>.......] - ETA: 3s - loss: 0.2402 - accuracy: 0.8906
234/296 [======================>.......] - ETA: 3s - loss: 0.2413 - accuracy: 0.8900
235/296 [======================>.......] - ETA: 3s - loss: 0.2418 - accuracy: 0.8894
236/296 [======================>.......] - ETA: 3s - loss: 0.2420 - accuracy: 0.8893
237/296 [=======================>......] - ETA: 3s - loss: 0.2417 - accuracy: 0.8895
238/296 [=======================>......] - ETA: 3s - loss: 0.2420 - accuracy: 0.8892
239/296 [=======================>......] - ETA: 3s - loss: 0.2421 - accuracy: 0.8891
240/296 [=======================>......] - ETA: 3s - loss: 0.2417 - accuracy: 0.8893
241/296 [=======================>......] - ETA: 3s - loss: 0.2414 - accuracy: 0.8893
242/296 [=======================>......] - ETA: 3s - loss: 0.2413 - accuracy: 0.8895
243/296 [=======================>......] - ETA: 3s - loss: 0.2410 - accuracy: 0.8897
244/296 [=======================>......] - ETA: 3s - loss: 0.2404 - accuracy: 0.8901
245/296 [=======================>......] - ETA: 3s - loss: 0.2403 - accuracy: 0.8901
246/296 [=======================>......] - ETA: 2s - loss: 0.2405 - accuracy: 0.8900
247/296 [========================>.....] - ETA: 2s - loss: 0.2410 - accuracy: 0.8894
248/296 [========================>.....] - ETA: 2s - loss: 0.2429 - accuracy: 0.8891
249/296 [========================>.....] - ETA: 2s - loss: 0.2436 - accuracy: 0.8886
250/296 [========================>.....] - ETA: 2s - loss: 0.2440 - accuracy: 0.8885
251/296 [========================>.....] - ETA: 2s - loss: 0.2439 - accuracy: 0.8887
252/296 [========================>.....] - ETA: 2s - loss: 0.2436 - accuracy: 0.8886
253/296 [========================>.....] - ETA: 2s - loss: 0.2432 - accuracy: 0.8886
254/296 [========================>.....] - ETA: 2s - loss: 0.2430 - accuracy: 0.8888
255/296 [========================>.....] - ETA: 2s - loss: 0.2434 - accuracy: 0.8885
256/296 [========================>.....] - ETA: 2s - loss: 0.2437 - accuracy: 0.8884
257/296 [=========================>....] - ETA: 2s - loss: 0.2446 - accuracy: 0.8876
258/296 [=========================>....] - ETA: 2s - loss: 0.2439 - accuracy: 0.8881
259/296 [=========================>....] - ETA: 2s - loss: 0.2437 - accuracy: 0.8883
260/296 [=========================>....] - ETA: 2s - loss: 0.2440 - accuracy: 0.8880
261/296 [=========================>....] - ETA: 2s - loss: 0.2438 - accuracy: 0.8882
262/296 [=========================>....] - ETA: 2s - loss: 0.2442 - accuracy: 0.8881
263/296 [=========================>....] - ETA: 1s - loss: 0.2447 - accuracy: 0.8878
264/296 [=========================>....] - ETA: 1s - loss: 0.2447 - accuracy: 0.8878
265/296 [=========================>....] - ETA: 1s - loss: 0.2446 - accuracy: 0.8880
266/296 [=========================>....] - ETA: 1s - loss: 0.2447 - accuracy: 0.8879
267/296 [==========================>...] - ETA: 1s - loss: 0.2453 - accuracy: 0.8874
268/296 [==========================>...] - ETA: 1s - loss: 0.2447 - accuracy: 0.8878
269/296 [==========================>...] - ETA: 1s - loss: 0.2444 - accuracy: 0.8878
270/296 [==========================>...] - ETA: 1s - loss: 0.2442 - accuracy: 0.8877
271/296 [==========================>...] - ETA: 1s - loss: 0.2443 - accuracy: 0.8879
272/296 [==========================>...] - ETA: 1s - loss: 0.2453 - accuracy: 0.8872
273/296 [==========================>...] - ETA: 1s - loss: 0.2459 - accuracy: 0.8864
274/296 [==========================>...] - ETA: 1s - loss: 0.2457 - accuracy: 0.8864
275/296 [==========================>...] - ETA: 1s - loss: 0.2456 - accuracy: 0.8859
276/296 [==========================>...] - ETA: 1s - loss: 0.2459 - accuracy: 0.8854
277/296 [===========================>..] - ETA: 1s - loss: 0.2456 - accuracy: 0.8854
278/296 [===========================>..] - ETA: 1s - loss: 0.2452 - accuracy: 0.8856
279/296 [===========================>..] - ETA: 1s - loss: 0.2451 - accuracy: 0.8858
280/296 [===========================>..] - ETA: 0s - loss: 0.2449 - accuracy: 0.8857
281/296 [===========================>..] - ETA: 0s - loss: 0.2444 - accuracy: 0.8859
282/296 [===========================>..] - ETA: 0s - loss: 0.2446 - accuracy: 0.8856
283/296 [===========================>..] - ETA: 0s - loss: 0.2447 - accuracy: 0.8856
284/296 [===========================>..] - ETA: 0s - loss: 0.2450 - accuracy: 0.8851
285/296 [===========================>..] - ETA: 0s - loss: 0.2448 - accuracy: 0.8855
286/296 [===========================>..] - ETA: 0s - loss: 0.2447 - accuracy: 0.8853
287/296 [============================>.] - ETA: 0s - loss: 0.2447 - accuracy: 0.8855
288/296 [============================>.] - ETA: 0s - loss: 0.2447 - accuracy: 0.8854
289/296 [============================>.] - ETA: 0s - loss: 0.2449 - accuracy: 0.8854
290/296 [============================>.] - ETA: 0s - loss: 0.2447 - accuracy: 0.8856
291/296 [============================>.] - ETA: 0s - loss: 0.2460 - accuracy: 0.8853
292/296 [============================>.] - ETA: 0s - loss: 0.2453 - accuracy: 0.8857
293/296 [============================>.] - ETA: 0s - loss: 0.2451 - accuracy: 0.8857
294/296 [============================>.] - ETA: 0s - loss: 0.2447 - accuracy: 0.8858
295/296 [============================>.] - ETA: 0s - loss: 0.2445 - accuracy: 0.8860
296/296 [==============================] - 18s 60ms/step - loss: 0.2442 - accuracy: 0.8861

296/296 [==============================] - 19s 64ms/step - loss: 0.2442 - accuracy: 0.8861 - val_loss: 0.2380 - val_accuracy: 0.8941
Epoch 22/50

  1/296 [..............................] - ETA: 16s - loss: 0.2611 - accuracy: 0.8750
  2/296 [..............................] - ETA: 16s - loss: 0.1676 - accuracy: 0.9375
  3/296 [..............................] - ETA: 20s - loss: 0.1805 - accuracy: 0.9375
  4/296 [..............................] - ETA: 19s - loss: 0.2190 - accuracy: 0.9062
  5/296 [..............................] - ETA: 18s - loss: 0.2068 - accuracy: 0.9000
  6/296 [..............................] - ETA: 18s - loss: 0.1773 - accuracy: 0.9167
  7/296 [..............................] - ETA: 18s - loss: 0.2075 - accuracy: 0.9196
  8/296 [..............................] - ETA: 17s - loss: 0.2060 - accuracy: 0.9141
  9/296 [..............................] - ETA: 17s - loss: 0.2045 - accuracy: 0.9167
 10/296 [>.............................] - ETA: 17s - loss: 0.2149 - accuracy: 0.9062
 11/296 [>.............................] - ETA: 17s - loss: 0.2200 - accuracy: 0.9034
 12/296 [>.............................] - ETA: 16s - loss: 0.2258 - accuracy: 0.9010
 13/296 [>.............................] - ETA: 16s - loss: 0.2194 - accuracy: 0.9038
 14/296 [>.............................] - ETA: 17s - loss: 0.2154 - accuracy: 0.9062
 15/296 [>.............................] - ETA: 16s - loss: 0.2045 - accuracy: 0.9125
 16/296 [>.............................] - ETA: 16s - loss: 0.2223 - accuracy: 0.9062
 17/296 [>.............................] - ETA: 16s - loss: 0.2152 - accuracy: 0.9081
 18/296 [>.............................] - ETA: 16s - loss: 0.2087 - accuracy: 0.9132
 19/296 [>.............................] - ETA: 16s - loss: 0.2041 - accuracy: 0.9145
 20/296 [=>............................] - ETA: 16s - loss: 0.2069 - accuracy: 0.9125
 21/296 [=>............................] - ETA: 16s - loss: 0.1989 - accuracy: 0.9167
 22/296 [=>............................] - ETA: 16s - loss: 0.1958 - accuracy: 0.9176
 23/296 [=>............................] - ETA: 16s - loss: 0.1970 - accuracy: 0.9158
 24/296 [=>............................] - ETA: 16s - loss: 0.1957 - accuracy: 0.9141
 25/296 [=>............................] - ETA: 15s - loss: 0.1992 - accuracy: 0.9125
 26/296 [=>............................] - ETA: 15s - loss: 0.1944 - accuracy: 0.9159
 27/296 [=>............................] - ETA: 15s - loss: 0.1979 - accuracy: 0.9144
 28/296 [=>............................] - ETA: 15s - loss: 0.1935 - accuracy: 0.9174
 29/296 [=>............................] - ETA: 15s - loss: 0.1889 - accuracy: 0.9203
 30/296 [==>...........................] - ETA: 15s - loss: 0.1896 - accuracy: 0.9187
 31/296 [==>...........................] - ETA: 15s - loss: 0.1956 - accuracy: 0.9153
 32/296 [==>...........................] - ETA: 15s - loss: 0.2021 - accuracy: 0.9102
 33/296 [==>...........................] - ETA: 15s - loss: 0.2122 - accuracy: 0.9034
 34/296 [==>...........................] - ETA: 15s - loss: 0.2159 - accuracy: 0.9007
 35/296 [==>...........................] - ETA: 15s - loss: 0.2238 - accuracy: 0.8982
 36/296 [==>...........................] - ETA: 15s - loss: 0.2216 - accuracy: 0.8993
 37/296 [==>...........................] - ETA: 15s - loss: 0.2241 - accuracy: 0.8986
 38/296 [==>...........................] - ETA: 15s - loss: 0.2201 - accuracy: 0.8997
 39/296 [==>...........................] - ETA: 15s - loss: 0.2187 - accuracy: 0.9006
 40/296 [===>..........................] - ETA: 15s - loss: 0.2197 - accuracy: 0.9000
 41/296 [===>..........................] - ETA: 15s - loss: 0.2230 - accuracy: 0.8994
 42/296 [===>..........................] - ETA: 15s - loss: 0.2187 - accuracy: 0.9018
 43/296 [===>..........................] - ETA: 15s - loss: 0.2176 - accuracy: 0.9026
 44/296 [===>..........................] - ETA: 15s - loss: 0.2136 - accuracy: 0.9048
 45/296 [===>..........................] - ETA: 14s - loss: 0.2186 - accuracy: 0.9014
 46/296 [===>..........................] - ETA: 14s - loss: 0.2204 - accuracy: 0.9008
 47/296 [===>..........................] - ETA: 14s - loss: 0.2236 - accuracy: 0.9003
 48/296 [===>..........................] - ETA: 14s - loss: 0.2197 - accuracy: 0.9023
 49/296 [===>..........................] - ETA: 14s - loss: 0.2199 - accuracy: 0.9018
 50/296 [====>.........................] - ETA: 14s - loss: 0.2217 - accuracy: 0.9013
 51/296 [====>.........................] - ETA: 14s - loss: 0.2211 - accuracy: 0.9020
 52/296 [====>.........................] - ETA: 14s - loss: 0.2218 - accuracy: 0.9002
 53/296 [====>.........................] - ETA: 14s - loss: 0.2217 - accuracy: 0.9009
 54/296 [====>.........................] - ETA: 14s - loss: 0.2200 - accuracy: 0.9016
 55/296 [====>.........................] - ETA: 14s - loss: 0.2185 - accuracy: 0.9023
 56/296 [====>.........................] - ETA: 14s - loss: 0.2216 - accuracy: 0.8996
 57/296 [====>.........................] - ETA: 14s - loss: 0.2190 - accuracy: 0.9013
 58/296 [====>.........................] - ETA: 14s - loss: 0.2197 - accuracy: 0.9009
 59/296 [====>.........................] - ETA: 14s - loss: 0.2185 - accuracy: 0.9004
 60/296 [=====>........................] - ETA: 13s - loss: 0.2192 - accuracy: 0.9000
 61/296 [=====>........................] - ETA: 13s - loss: 0.2197 - accuracy: 0.8986
 62/296 [=====>........................] - ETA: 13s - loss: 0.2187 - accuracy: 0.8982
 63/296 [=====>........................] - ETA: 13s - loss: 0.2165 - accuracy: 0.8998
 64/296 [=====>........................] - ETA: 13s - loss: 0.2206 - accuracy: 0.8975
 65/296 [=====>........................] - ETA: 13s - loss: 0.2193 - accuracy: 0.8981
 66/296 [=====>........................] - ETA: 13s - loss: 0.2212 - accuracy: 0.8977
 67/296 [=====>........................] - ETA: 13s - loss: 0.2242 - accuracy: 0.8965
 68/296 [=====>........................] - ETA: 13s - loss: 0.2224 - accuracy: 0.8971
 69/296 [=====>........................] - ETA: 13s - loss: 0.2240 - accuracy: 0.8958
 70/296 [======>.......................] - ETA: 13s - loss: 0.2248 - accuracy: 0.8964
 71/296 [======>.......................] - ETA: 13s - loss: 0.2240 - accuracy: 0.8970
 72/296 [======>.......................] - ETA: 13s - loss: 0.2236 - accuracy: 0.8967
 73/296 [======>.......................] - ETA: 13s - loss: 0.2255 - accuracy: 0.8955
 74/296 [======>.......................] - ETA: 13s - loss: 0.2267 - accuracy: 0.8953
 75/296 [======>.......................] - ETA: 13s - loss: 0.2278 - accuracy: 0.8958
 76/296 [======>.......................] - ETA: 12s - loss: 0.2302 - accuracy: 0.8939
 77/296 [======>.......................] - ETA: 12s - loss: 0.2345 - accuracy: 0.8920
 78/296 [======>.......................] - ETA: 12s - loss: 0.2348 - accuracy: 0.8918
 79/296 [=======>......................] - ETA: 12s - loss: 0.2353 - accuracy: 0.8908
 80/296 [=======>......................] - ETA: 12s - loss: 0.2350 - accuracy: 0.8906
 81/296 [=======>......................] - ETA: 12s - loss: 0.2346 - accuracy: 0.8920
 82/296 [=======>......................] - ETA: 12s - loss: 0.2340 - accuracy: 0.8925
 83/296 [=======>......................] - ETA: 12s - loss: 0.2375 - accuracy: 0.8901
 84/296 [=======>......................] - ETA: 12s - loss: 0.2382 - accuracy: 0.8914
 85/296 [=======>......................] - ETA: 12s - loss: 0.2374 - accuracy: 0.8919
 86/296 [=======>......................] - ETA: 12s - loss: 0.2381 - accuracy: 0.8917
 87/296 [=======>......................] - ETA: 12s - loss: 0.2388 - accuracy: 0.8915
 88/296 [=======>......................] - ETA: 12s - loss: 0.2377 - accuracy: 0.8928
 89/296 [========>.....................] - ETA: 12s - loss: 0.2373 - accuracy: 0.8940
 90/296 [========>.....................] - ETA: 12s - loss: 0.2363 - accuracy: 0.8951
 91/296 [========>.....................] - ETA: 12s - loss: 0.2350 - accuracy: 0.8963
 92/296 [========>.....................] - ETA: 12s - loss: 0.2355 - accuracy: 0.8961
 93/296 [========>.....................] - ETA: 12s - loss: 0.2346 - accuracy: 0.8958
 94/296 [========>.....................] - ETA: 11s - loss: 0.2343 - accuracy: 0.8956
 95/296 [========>.....................] - ETA: 11s - loss: 0.2335 - accuracy: 0.8961
 96/296 [========>.....................] - ETA: 11s - loss: 0.2335 - accuracy: 0.8958
 97/296 [========>.....................] - ETA: 11s - loss: 0.2332 - accuracy: 0.8963
 98/296 [========>.....................] - ETA: 11s - loss: 0.2341 - accuracy: 0.8948
 99/296 [=========>....................] - ETA: 11s - loss: 0.2369 - accuracy: 0.8927
100/296 [=========>....................] - ETA: 11s - loss: 0.2361 - accuracy: 0.8931
101/296 [=========>....................] - ETA: 11s - loss: 0.2351 - accuracy: 0.8936
102/296 [=========>....................] - ETA: 11s - loss: 0.2343 - accuracy: 0.8940
103/296 [=========>....................] - ETA: 11s - loss: 0.2352 - accuracy: 0.8932
104/296 [=========>....................] - ETA: 11s - loss: 0.2337 - accuracy: 0.8942
105/296 [=========>....................] - ETA: 11s - loss: 0.2335 - accuracy: 0.8940
106/296 [=========>....................] - ETA: 11s - loss: 0.2333 - accuracy: 0.8939
107/296 [=========>....................] - ETA: 11s - loss: 0.2333 - accuracy: 0.8937
108/296 [=========>....................] - ETA: 11s - loss: 0.2339 - accuracy: 0.8929
109/296 [==========>...................] - ETA: 11s - loss: 0.2340 - accuracy: 0.8928
110/296 [==========>...................] - ETA: 10s - loss: 0.2331 - accuracy: 0.8932
111/296 [==========>...................] - ETA: 10s - loss: 0.2326 - accuracy: 0.8930
112/296 [==========>...................] - ETA: 10s - loss: 0.2327 - accuracy: 0.8923
113/296 [==========>...................] - ETA: 10s - loss: 0.2323 - accuracy: 0.8921
114/296 [==========>...................] - ETA: 10s - loss: 0.2308 - accuracy: 0.8931
115/296 [==========>...................] - ETA: 10s - loss: 0.2342 - accuracy: 0.8913
116/296 [==========>...................] - ETA: 10s - loss: 0.2353 - accuracy: 0.8912
117/296 [==========>...................] - ETA: 10s - loss: 0.2341 - accuracy: 0.8916
118/296 [==========>...................] - ETA: 10s - loss: 0.2341 - accuracy: 0.8919
119/296 [===========>..................] - ETA: 10s - loss: 0.2332 - accuracy: 0.8923
120/296 [===========>..................] - ETA: 10s - loss: 0.2346 - accuracy: 0.8911
121/296 [===========>..................] - ETA: 10s - loss: 0.2345 - accuracy: 0.8915
122/296 [===========>..................] - ETA: 10s - loss: 0.2366 - accuracy: 0.8899
123/296 [===========>..................] - ETA: 10s - loss: 0.2393 - accuracy: 0.8877
124/296 [===========>..................] - ETA: 10s - loss: 0.2394 - accuracy: 0.8876
125/296 [===========>..................] - ETA: 10s - loss: 0.2381 - accuracy: 0.8885
126/296 [===========>..................] - ETA: 10s - loss: 0.2385 - accuracy: 0.8884
127/296 [===========>..................] - ETA: 9s - loss: 0.2383 - accuracy: 0.8893 
128/296 [===========>..................] - ETA: 9s - loss: 0.2373 - accuracy: 0.8901
129/296 [============>.................] - ETA: 9s - loss: 0.2383 - accuracy: 0.8895
130/296 [============>.................] - ETA: 9s - loss: 0.2399 - accuracy: 0.8880
131/296 [============>.................] - ETA: 9s - loss: 0.2393 - accuracy: 0.8884
132/296 [============>.................] - ETA: 9s - loss: 0.2398 - accuracy: 0.8883
133/296 [============>.................] - ETA: 9s - loss: 0.2394 - accuracy: 0.8886
134/296 [============>.................] - ETA: 9s - loss: 0.2388 - accuracy: 0.8885
135/296 [============>.................] - ETA: 9s - loss: 0.2376 - accuracy: 0.8894
136/296 [============>.................] - ETA: 9s - loss: 0.2375 - accuracy: 0.8888
137/296 [============>.................] - ETA: 9s - loss: 0.2383 - accuracy: 0.8882
138/296 [============>.................] - ETA: 9s - loss: 0.2384 - accuracy: 0.8877
139/296 [=============>................] - ETA: 9s - loss: 0.2382 - accuracy: 0.8880
140/296 [=============>................] - ETA: 9s - loss: 0.2381 - accuracy: 0.8888
141/296 [=============>................] - ETA: 9s - loss: 0.2372 - accuracy: 0.8896
142/296 [=============>................] - ETA: 9s - loss: 0.2377 - accuracy: 0.8891
143/296 [=============>................] - ETA: 9s - loss: 0.2384 - accuracy: 0.8890
144/296 [=============>................] - ETA: 8s - loss: 0.2387 - accuracy: 0.8885
145/296 [=============>................] - ETA: 8s - loss: 0.2404 - accuracy: 0.8879
146/296 [=============>................] - ETA: 8s - loss: 0.2397 - accuracy: 0.8883
147/296 [=============>................] - ETA: 8s - loss: 0.2397 - accuracy: 0.8882
148/296 [==============>...............] - ETA: 8s - loss: 0.2393 - accuracy: 0.8889
149/296 [==============>...............] - ETA: 8s - loss: 0.2388 - accuracy: 0.8893
150/296 [==============>...............] - ETA: 8s - loss: 0.2410 - accuracy: 0.8879
151/296 [==============>...............] - ETA: 8s - loss: 0.2416 - accuracy: 0.8874
152/296 [==============>...............] - ETA: 8s - loss: 0.2407 - accuracy: 0.8882
153/296 [==============>...............] - ETA: 8s - loss: 0.2416 - accuracy: 0.8873
154/296 [==============>...............] - ETA: 8s - loss: 0.2420 - accuracy: 0.8872
155/296 [==============>...............] - ETA: 8s - loss: 0.2416 - accuracy: 0.8871
156/296 [==============>...............] - ETA: 8s - loss: 0.2422 - accuracy: 0.8870
157/296 [==============>...............] - ETA: 8s - loss: 0.2420 - accuracy: 0.8869
158/296 [===============>..............] - ETA: 8s - loss: 0.2424 - accuracy: 0.8869
159/296 [===============>..............] - ETA: 8s - loss: 0.2420 - accuracy: 0.8876
160/296 [===============>..............] - ETA: 8s - loss: 0.2423 - accuracy: 0.8867
161/296 [===============>..............] - ETA: 7s - loss: 0.2433 - accuracy: 0.8863
162/296 [===============>..............] - ETA: 7s - loss: 0.2443 - accuracy: 0.8858
163/296 [===============>..............] - ETA: 7s - loss: 0.2440 - accuracy: 0.8857
164/296 [===============>..............] - ETA: 7s - loss: 0.2442 - accuracy: 0.8857
165/296 [===============>..............] - ETA: 7s - loss: 0.2438 - accuracy: 0.8864
166/296 [===============>..............] - ETA: 7s - loss: 0.2444 - accuracy: 0.8859
167/296 [===============>..............] - ETA: 7s - loss: 0.2458 - accuracy: 0.8847
168/296 [================>.............] - ETA: 7s - loss: 0.2462 - accuracy: 0.8843
169/296 [================>.............] - ETA: 7s - loss: 0.2487 - accuracy: 0.8828
170/296 [================>.............] - ETA: 7s - loss: 0.2490 - accuracy: 0.8820
171/296 [================>.............] - ETA: 7s - loss: 0.2498 - accuracy: 0.8808
172/296 [================>.............] - ETA: 7s - loss: 0.2497 - accuracy: 0.8805
173/296 [================>.............] - ETA: 7s - loss: 0.2495 - accuracy: 0.8804
174/296 [================>.............] - ETA: 7s - loss: 0.2494 - accuracy: 0.8804
175/296 [================>.............] - ETA: 7s - loss: 0.2502 - accuracy: 0.8796
176/296 [================>.............] - ETA: 7s - loss: 0.2497 - accuracy: 0.8796
177/296 [================>.............] - ETA: 7s - loss: 0.2489 - accuracy: 0.8799
178/296 [=================>............] - ETA: 6s - loss: 0.2486 - accuracy: 0.8803
179/296 [=================>............] - ETA: 6s - loss: 0.2481 - accuracy: 0.8806
180/296 [=================>............] - ETA: 6s - loss: 0.2476 - accuracy: 0.8813
181/296 [=================>............] - ETA: 6s - loss: 0.2474 - accuracy: 0.8816
182/296 [=================>............] - ETA: 6s - loss: 0.2477 - accuracy: 0.8815
183/296 [=================>............] - ETA: 6s - loss: 0.2484 - accuracy: 0.8805
184/296 [=================>............] - ETA: 6s - loss: 0.2474 - accuracy: 0.8811
185/296 [=================>............] - ETA: 6s - loss: 0.2466 - accuracy: 0.8814
186/296 [=================>............] - ETA: 6s - loss: 0.2461 - accuracy: 0.8817
187/296 [=================>............] - ETA: 6s - loss: 0.2455 - accuracy: 0.8820
188/296 [==================>...........] - ETA: 6s - loss: 0.2459 - accuracy: 0.8816
189/296 [==================>...........] - ETA: 6s - loss: 0.2454 - accuracy: 0.8819
190/296 [==================>...........] - ETA: 6s - loss: 0.2461 - accuracy: 0.8816
191/296 [==================>...........] - ETA: 6s - loss: 0.2453 - accuracy: 0.8822
192/296 [==================>...........] - ETA: 6s - loss: 0.2451 - accuracy: 0.8825
193/296 [==================>...........] - ETA: 6s - loss: 0.2445 - accuracy: 0.8824
194/296 [==================>...........] - ETA: 6s - loss: 0.2475 - accuracy: 0.8821
195/296 [==================>...........] - ETA: 5s - loss: 0.2477 - accuracy: 0.8824
196/296 [==================>...........] - ETA: 5s - loss: 0.2481 - accuracy: 0.8820
197/296 [==================>...........] - ETA: 5s - loss: 0.2478 - accuracy: 0.8823
198/296 [===================>..........] - ETA: 5s - loss: 0.2475 - accuracy: 0.8823
199/296 [===================>..........] - ETA: 5s - loss: 0.2470 - accuracy: 0.8822
200/296 [===================>..........] - ETA: 5s - loss: 0.2467 - accuracy: 0.8825
201/296 [===================>..........] - ETA: 5s - loss: 0.2465 - accuracy: 0.8825
202/296 [===================>..........] - ETA: 5s - loss: 0.2470 - accuracy: 0.8821
203/296 [===================>..........] - ETA: 5s - loss: 0.2467 - accuracy: 0.8821
204/296 [===================>..........] - ETA: 5s - loss: 0.2464 - accuracy: 0.8824
205/296 [===================>..........] - ETA: 5s - loss: 0.2457 - accuracy: 0.8826
206/296 [===================>..........] - ETA: 5s - loss: 0.2461 - accuracy: 0.8823
207/296 [===================>..........] - ETA: 5s - loss: 0.2452 - accuracy: 0.8829
208/296 [====================>.........] - ETA: 5s - loss: 0.2448 - accuracy: 0.8831
209/296 [====================>.........] - ETA: 5s - loss: 0.2445 - accuracy: 0.8834
210/296 [====================>.........] - ETA: 5s - loss: 0.2448 - accuracy: 0.8830
211/296 [====================>.........] - ETA: 5s - loss: 0.2450 - accuracy: 0.8830
212/296 [====================>.........] - ETA: 4s - loss: 0.2448 - accuracy: 0.8830
213/296 [====================>.........] - ETA: 4s - loss: 0.2445 - accuracy: 0.8835
214/296 [====================>.........] - ETA: 4s - loss: 0.2453 - accuracy: 0.8832
215/296 [====================>.........] - ETA: 4s - loss: 0.2466 - accuracy: 0.8826
216/296 [====================>.........] - ETA: 4s - loss: 0.2463 - accuracy: 0.8828
217/296 [====================>.........] - ETA: 4s - loss: 0.2458 - accuracy: 0.8831
218/296 [=====================>........] - ETA: 4s - loss: 0.2453 - accuracy: 0.8833
219/296 [=====================>........] - ETA: 4s - loss: 0.2453 - accuracy: 0.8833
220/296 [=====================>........] - ETA: 4s - loss: 0.2452 - accuracy: 0.8832
221/296 [=====================>........] - ETA: 4s - loss: 0.2449 - accuracy: 0.8835
222/296 [=====================>........] - ETA: 4s - loss: 0.2448 - accuracy: 0.8837
223/296 [=====================>........] - ETA: 4s - loss: 0.2445 - accuracy: 0.8840
224/296 [=====================>........] - ETA: 4s - loss: 0.2446 - accuracy: 0.8839
225/296 [=====================>........] - ETA: 4s - loss: 0.2444 - accuracy: 0.8839
226/296 [=====================>........] - ETA: 4s - loss: 0.2442 - accuracy: 0.8838
227/296 [======================>.......] - ETA: 4s - loss: 0.2440 - accuracy: 0.8838
228/296 [======================>.......] - ETA: 4s - loss: 0.2436 - accuracy: 0.8838
229/296 [======================>.......] - ETA: 3s - loss: 0.2430 - accuracy: 0.8840
230/296 [======================>.......] - ETA: 3s - loss: 0.2429 - accuracy: 0.8837
231/296 [======================>.......] - ETA: 3s - loss: 0.2425 - accuracy: 0.8839
232/296 [======================>.......] - ETA: 3s - loss: 0.2419 - accuracy: 0.8842
233/296 [======================>.......] - ETA: 3s - loss: 0.2418 - accuracy: 0.8841
234/296 [======================>.......] - ETA: 3s - loss: 0.2414 - accuracy: 0.8843
235/296 [======================>.......] - ETA: 3s - loss: 0.2407 - accuracy: 0.8846
236/296 [======================>.......] - ETA: 3s - loss: 0.2406 - accuracy: 0.8845
237/296 [=======================>......] - ETA: 3s - loss: 0.2402 - accuracy: 0.8848
238/296 [=======================>......] - ETA: 3s - loss: 0.2399 - accuracy: 0.8847
239/296 [=======================>......] - ETA: 3s - loss: 0.2419 - accuracy: 0.8839
240/296 [=======================>......] - ETA: 3s - loss: 0.2423 - accuracy: 0.8839
241/296 [=======================>......] - ETA: 3s - loss: 0.2415 - accuracy: 0.8843
242/296 [=======================>......] - ETA: 3s - loss: 0.2415 - accuracy: 0.8846
243/296 [=======================>......] - ETA: 3s - loss: 0.2416 - accuracy: 0.8843
244/296 [=======================>......] - ETA: 3s - loss: 0.2416 - accuracy: 0.8842
245/296 [=======================>......] - ETA: 3s - loss: 0.2410 - accuracy: 0.8847
246/296 [=======================>......] - ETA: 2s - loss: 0.2403 - accuracy: 0.8852
247/296 [========================>.....] - ETA: 2s - loss: 0.2409 - accuracy: 0.8849
248/296 [========================>.....] - ETA: 2s - loss: 0.2418 - accuracy: 0.8843
249/296 [========================>.....] - ETA: 2s - loss: 0.2412 - accuracy: 0.8848
250/296 [========================>.....] - ETA: 2s - loss: 0.2408 - accuracy: 0.8850
251/296 [========================>.....] - ETA: 2s - loss: 0.2403 - accuracy: 0.8852
252/296 [========================>.....] - ETA: 2s - loss: 0.2403 - accuracy: 0.8854
253/296 [========================>.....] - ETA: 2s - loss: 0.2409 - accuracy: 0.8849
254/296 [========================>.....] - ETA: 2s - loss: 0.2407 - accuracy: 0.8853
255/296 [========================>.....] - ETA: 2s - loss: 0.2413 - accuracy: 0.8846
256/296 [========================>.....] - ETA: 2s - loss: 0.2408 - accuracy: 0.8850
257/296 [=========================>....] - ETA: 2s - loss: 0.2409 - accuracy: 0.8847
258/296 [=========================>....] - ETA: 2s - loss: 0.2405 - accuracy: 0.8849
259/296 [=========================>....] - ETA: 2s - loss: 0.2406 - accuracy: 0.8849
260/296 [=========================>....] - ETA: 2s - loss: 0.2407 - accuracy: 0.8849
261/296 [=========================>....] - ETA: 2s - loss: 0.2409 - accuracy: 0.8843
262/296 [=========================>....] - ETA: 2s - loss: 0.2406 - accuracy: 0.8845
263/296 [=========================>....] - ETA: 1s - loss: 0.2405 - accuracy: 0.8845
264/296 [=========================>....] - ETA: 1s - loss: 0.2402 - accuracy: 0.8845
265/296 [=========================>....] - ETA: 1s - loss: 0.2400 - accuracy: 0.8847
266/296 [=========================>....] - ETA: 1s - loss: 0.2396 - accuracy: 0.8849
267/296 [==========================>...] - ETA: 1s - loss: 0.2401 - accuracy: 0.8846
268/296 [==========================>...] - ETA: 1s - loss: 0.2395 - accuracy: 0.8850
269/296 [==========================>...] - ETA: 1s - loss: 0.2393 - accuracy: 0.8850
270/296 [==========================>...] - ETA: 1s - loss: 0.2393 - accuracy: 0.8852
271/296 [==========================>...] - ETA: 1s - loss: 0.2409 - accuracy: 0.8854
272/296 [==========================>...] - ETA: 1s - loss: 0.2422 - accuracy: 0.8851
273/296 [==========================>...] - ETA: 1s - loss: 0.2425 - accuracy: 0.8846
274/296 [==========================>...] - ETA: 1s - loss: 0.2422 - accuracy: 0.8846
275/296 [==========================>...] - ETA: 1s - loss: 0.2430 - accuracy: 0.8841
276/296 [==========================>...] - ETA: 1s - loss: 0.2425 - accuracy: 0.8843
277/296 [===========================>..] - ETA: 1s - loss: 0.2427 - accuracy: 0.8840
278/296 [===========================>..] - ETA: 1s - loss: 0.2432 - accuracy: 0.8840
279/296 [===========================>..] - ETA: 1s - loss: 0.2431 - accuracy: 0.8842
280/296 [===========================>..] - ETA: 0s - loss: 0.2428 - accuracy: 0.8842
281/296 [===========================>..] - ETA: 0s - loss: 0.2431 - accuracy: 0.8843
282/296 [===========================>..] - ETA: 0s - loss: 0.2434 - accuracy: 0.8839
283/296 [===========================>..] - ETA: 0s - loss: 0.2436 - accuracy: 0.8841
284/296 [===========================>..] - ETA: 0s - loss: 0.2442 - accuracy: 0.8831
285/296 [===========================>..] - ETA: 0s - loss: 0.2441 - accuracy: 0.8831
286/296 [===========================>..] - ETA: 0s - loss: 0.2446 - accuracy: 0.8829
287/296 [============================>.] - ETA: 0s - loss: 0.2448 - accuracy: 0.8824
288/296 [============================>.] - ETA: 0s - loss: 0.2449 - accuracy: 0.8824
289/296 [============================>.] - ETA: 0s - loss: 0.2451 - accuracy: 0.8821
290/296 [============================>.] - ETA: 0s - loss: 0.2450 - accuracy: 0.8821
291/296 [============================>.] - ETA: 0s - loss: 0.2451 - accuracy: 0.8821
292/296 [============================>.] - ETA: 0s - loss: 0.2448 - accuracy: 0.8823
293/296 [============================>.] - ETA: 0s - loss: 0.2447 - accuracy: 0.8825
294/296 [============================>.] - ETA: 0s - loss: 0.2446 - accuracy: 0.8824
295/296 [============================>.] - ETA: 0s - loss: 0.2441 - accuracy: 0.8826
296/296 [==============================] - 18s 59ms/step - loss: 0.2441 - accuracy: 0.8827

296/296 [==============================] - 19s 64ms/step - loss: 0.2441 - accuracy: 0.8827 - val_loss: 0.2526 - val_accuracy: 0.8884
Epoch 23/50

  1/296 [..............................] - ETA: 15s - loss: 0.3765 - accuracy: 0.8125
  2/296 [..............................] - ETA: 16s - loss: 0.2744 - accuracy: 0.8438
  3/296 [..............................] - ETA: 16s - loss: 0.2459 - accuracy: 0.8542
  4/296 [..............................] - ETA: 17s - loss: 0.2200 - accuracy: 0.8750
  5/296 [..............................] - ETA: 17s - loss: 0.2404 - accuracy: 0.8875
  6/296 [..............................] - ETA: 17s - loss: 0.2609 - accuracy: 0.8854
  7/296 [..............................] - ETA: 17s - loss: 0.2500 - accuracy: 0.8839
  8/296 [..............................] - ETA: 17s - loss: 0.2483 - accuracy: 0.8750
  9/296 [..............................] - ETA: 17s - loss: 0.2352 - accuracy: 0.8889
 10/296 [>.............................] - ETA: 16s - loss: 0.2331 - accuracy: 0.8938
 11/296 [>.............................] - ETA: 16s - loss: 0.2390 - accuracy: 0.8807
 12/296 [>.............................] - ETA: 16s - loss: 0.2289 - accuracy: 0.8854
 13/296 [>.............................] - ETA: 16s - loss: 0.2371 - accuracy: 0.8846
 14/296 [>.............................] - ETA: 16s - loss: 0.2511 - accuracy: 0.8795
 15/296 [>.............................] - ETA: 16s - loss: 0.2504 - accuracy: 0.8792
 16/296 [>.............................] - ETA: 16s - loss: 0.2397 - accuracy: 0.8867
 17/296 [>.............................] - ETA: 16s - loss: 0.2330 - accuracy: 0.8897
 18/296 [>.............................] - ETA: 16s - loss: 0.2346 - accuracy: 0.8854
 19/296 [>.............................] - ETA: 16s - loss: 0.2516 - accuracy: 0.8849
 20/296 [=>............................] - ETA: 16s - loss: 0.2449 - accuracy: 0.8875
 21/296 [=>............................] - ETA: 16s - loss: 0.2560 - accuracy: 0.8839
 22/296 [=>............................] - ETA: 16s - loss: 0.2620 - accuracy: 0.8807
 23/296 [=>............................] - ETA: 15s - loss: 0.2596 - accuracy: 0.8832
 24/296 [=>............................] - ETA: 15s - loss: 0.2595 - accuracy: 0.8828
 25/296 [=>............................] - ETA: 15s - loss: 0.2523 - accuracy: 0.8875
 26/296 [=>............................] - ETA: 15s - loss: 0.2466 - accuracy: 0.8918
 27/296 [=>............................] - ETA: 15s - loss: 0.2504 - accuracy: 0.8889
 28/296 [=>............................] - ETA: 15s - loss: 0.2437 - accuracy: 0.8929
 29/296 [=>............................] - ETA: 15s - loss: 0.2464 - accuracy: 0.8879
 30/296 [==>...........................] - ETA: 15s - loss: 0.2468 - accuracy: 0.8875
 31/296 [==>...........................] - ETA: 15s - loss: 0.2449 - accuracy: 0.8891
 32/296 [==>...........................] - ETA: 15s - loss: 0.2492 - accuracy: 0.8867
 33/296 [==>...........................] - ETA: 15s - loss: 0.2453 - accuracy: 0.8883
 34/296 [==>...........................] - ETA: 15s - loss: 0.2466 - accuracy: 0.8860
 35/296 [==>...........................] - ETA: 15s - loss: 0.2511 - accuracy: 0.8821
 36/296 [==>...........................] - ETA: 15s - loss: 0.2535 - accuracy: 0.8802
 37/296 [==>...........................] - ETA: 15s - loss: 0.2540 - accuracy: 0.8767
 38/296 [==>...........................] - ETA: 15s - loss: 0.2514 - accuracy: 0.8766
 39/296 [==>...........................] - ETA: 15s - loss: 0.2511 - accuracy: 0.8766
 40/296 [===>..........................] - ETA: 15s - loss: 0.2550 - accuracy: 0.8719
 41/296 [===>..........................] - ETA: 15s - loss: 0.2551 - accuracy: 0.8735
 42/296 [===>..........................] - ETA: 15s - loss: 0.2517 - accuracy: 0.8735
 43/296 [===>..........................] - ETA: 15s - loss: 0.2521 - accuracy: 0.8750
 44/296 [===>..........................] - ETA: 15s - loss: 0.2503 - accuracy: 0.8764
 45/296 [===>..........................] - ETA: 15s - loss: 0.2486 - accuracy: 0.8764
 46/296 [===>..........................] - ETA: 14s - loss: 0.2497 - accuracy: 0.8764
 47/296 [===>..........................] - ETA: 14s - loss: 0.2461 - accuracy: 0.8790
 48/296 [===>..........................] - ETA: 14s - loss: 0.2447 - accuracy: 0.8802
 49/296 [===>..........................] - ETA: 14s - loss: 0.2439 - accuracy: 0.8788
 50/296 [====>.........................] - ETA: 14s - loss: 0.2422 - accuracy: 0.8788
 51/296 [====>.........................] - ETA: 14s - loss: 0.2417 - accuracy: 0.8799
 52/296 [====>.........................] - ETA: 14s - loss: 0.2438 - accuracy: 0.8798
 53/296 [====>.........................] - ETA: 14s - loss: 0.2432 - accuracy: 0.8821
 54/296 [====>.........................] - ETA: 14s - loss: 0.2445 - accuracy: 0.8831
 55/296 [====>.........................] - ETA: 14s - loss: 0.2444 - accuracy: 0.8818
 56/296 [====>.........................] - ETA: 14s - loss: 0.2469 - accuracy: 0.8806
 57/296 [====>.........................] - ETA: 14s - loss: 0.2516 - accuracy: 0.8772
 58/296 [====>.........................] - ETA: 14s - loss: 0.2532 - accuracy: 0.8772
 59/296 [====>.........................] - ETA: 14s - loss: 0.2493 - accuracy: 0.8792
 60/296 [=====>........................] - ETA: 14s - loss: 0.2487 - accuracy: 0.8802
 61/296 [=====>........................] - ETA: 14s - loss: 0.2483 - accuracy: 0.8811
 62/296 [=====>........................] - ETA: 13s - loss: 0.2461 - accuracy: 0.8821
 63/296 [=====>........................] - ETA: 13s - loss: 0.2447 - accuracy: 0.8829
 64/296 [=====>........................] - ETA: 13s - loss: 0.2426 - accuracy: 0.8848
 65/296 [=====>........................] - ETA: 13s - loss: 0.2406 - accuracy: 0.8846
 66/296 [=====>........................] - ETA: 13s - loss: 0.2392 - accuracy: 0.8854
 67/296 [=====>........................] - ETA: 13s - loss: 0.2394 - accuracy: 0.8853
 68/296 [=====>........................] - ETA: 13s - loss: 0.2385 - accuracy: 0.8851
 69/296 [=====>........................] - ETA: 13s - loss: 0.2405 - accuracy: 0.8832
 70/296 [======>.......................] - ETA: 13s - loss: 0.2428 - accuracy: 0.8821
 71/296 [======>.......................] - ETA: 13s - loss: 0.2421 - accuracy: 0.8829
 72/296 [======>.......................] - ETA: 13s - loss: 0.2414 - accuracy: 0.8819
 73/296 [======>.......................] - ETA: 13s - loss: 0.2451 - accuracy: 0.8810
 74/296 [======>.......................] - ETA: 13s - loss: 0.2448 - accuracy: 0.8818
 75/296 [======>.......................] - ETA: 13s - loss: 0.2472 - accuracy: 0.8792
 76/296 [======>.......................] - ETA: 13s - loss: 0.2461 - accuracy: 0.8808
 77/296 [======>.......................] - ETA: 13s - loss: 0.2497 - accuracy: 0.8799
 78/296 [======>.......................] - ETA: 12s - loss: 0.2490 - accuracy: 0.8798
 79/296 [=======>......................] - ETA: 12s - loss: 0.2483 - accuracy: 0.8805
 80/296 [=======>......................] - ETA: 12s - loss: 0.2471 - accuracy: 0.8820
 81/296 [=======>......................] - ETA: 12s - loss: 0.2473 - accuracy: 0.8819
 82/296 [=======>......................] - ETA: 12s - loss: 0.2466 - accuracy: 0.8826
 83/296 [=======>......................] - ETA: 12s - loss: 0.2463 - accuracy: 0.8825
 84/296 [=======>......................] - ETA: 12s - loss: 0.2464 - accuracy: 0.8817
 85/296 [=======>......................] - ETA: 12s - loss: 0.2475 - accuracy: 0.8816
 86/296 [=======>......................] - ETA: 12s - loss: 0.2480 - accuracy: 0.8823
 87/296 [=======>......................] - ETA: 12s - loss: 0.2468 - accuracy: 0.8836
 88/296 [=======>......................] - ETA: 12s - loss: 0.2473 - accuracy: 0.8835
 89/296 [========>.....................] - ETA: 12s - loss: 0.2453 - accuracy: 0.8848
 90/296 [========>.....................] - ETA: 12s - loss: 0.2452 - accuracy: 0.8847
 91/296 [========>.....................] - ETA: 12s - loss: 0.2452 - accuracy: 0.8853
 92/296 [========>.....................] - ETA: 12s - loss: 0.2451 - accuracy: 0.8852
 93/296 [========>.....................] - ETA: 12s - loss: 0.2450 - accuracy: 0.8851
 94/296 [========>.....................] - ETA: 11s - loss: 0.2452 - accuracy: 0.8856
 95/296 [========>.....................] - ETA: 11s - loss: 0.2481 - accuracy: 0.8842
 96/296 [========>.....................] - ETA: 11s - loss: 0.2481 - accuracy: 0.8841
 97/296 [========>.....................] - ETA: 11s - loss: 0.2477 - accuracy: 0.8847
 98/296 [========>.....................] - ETA: 11s - loss: 0.2464 - accuracy: 0.8858
 99/296 [=========>....................] - ETA: 11s - loss: 0.2459 - accuracy: 0.8864
100/296 [=========>....................] - ETA: 11s - loss: 0.2463 - accuracy: 0.8856
101/296 [=========>....................] - ETA: 11s - loss: 0.2457 - accuracy: 0.8861
102/296 [=========>....................] - ETA: 11s - loss: 0.2480 - accuracy: 0.8860
103/296 [=========>....................] - ETA: 11s - loss: 0.2464 - accuracy: 0.8871
104/296 [=========>....................] - ETA: 11s - loss: 0.2469 - accuracy: 0.8864
105/296 [=========>....................] - ETA: 11s - loss: 0.2459 - accuracy: 0.8869
106/296 [=========>....................] - ETA: 11s - loss: 0.2460 - accuracy: 0.8868
107/296 [=========>....................] - ETA: 11s - loss: 0.2476 - accuracy: 0.8861
108/296 [=========>....................] - ETA: 11s - loss: 0.2465 - accuracy: 0.8866
109/296 [==========>...................] - ETA: 11s - loss: 0.2474 - accuracy: 0.8865
110/296 [==========>...................] - ETA: 11s - loss: 0.2478 - accuracy: 0.8858
111/296 [==========>...................] - ETA: 11s - loss: 0.2465 - accuracy: 0.8868
112/296 [==========>...................] - ETA: 10s - loss: 0.2452 - accuracy: 0.8878
113/296 [==========>...................] - ETA: 10s - loss: 0.2451 - accuracy: 0.8883
114/296 [==========>...................] - ETA: 10s - loss: 0.2475 - accuracy: 0.8876
115/296 [==========>...................] - ETA: 10s - loss: 0.2491 - accuracy: 0.8859
116/296 [==========>...................] - ETA: 10s - loss: 0.2486 - accuracy: 0.8863
117/296 [==========>...................] - ETA: 10s - loss: 0.2484 - accuracy: 0.8862
118/296 [==========>...................] - ETA: 10s - loss: 0.2483 - accuracy: 0.8867
119/296 [===========>..................] - ETA: 10s - loss: 0.2485 - accuracy: 0.8866
120/296 [===========>..................] - ETA: 10s - loss: 0.2478 - accuracy: 0.8870
121/296 [===========>..................] - ETA: 10s - loss: 0.2491 - accuracy: 0.8864
122/296 [===========>..................] - ETA: 10s - loss: 0.2493 - accuracy: 0.8852
123/296 [===========>..................] - ETA: 10s - loss: 0.2499 - accuracy: 0.8852
124/296 [===========>..................] - ETA: 10s - loss: 0.2496 - accuracy: 0.8856
125/296 [===========>..................] - ETA: 10s - loss: 0.2489 - accuracy: 0.8855
126/296 [===========>..................] - ETA: 10s - loss: 0.2490 - accuracy: 0.8849
127/296 [===========>..................] - ETA: 10s - loss: 0.2497 - accuracy: 0.8844
128/296 [===========>..................] - ETA: 9s - loss: 0.2486 - accuracy: 0.8853 
129/296 [============>.................] - ETA: 9s - loss: 0.2477 - accuracy: 0.8857
130/296 [============>.................] - ETA: 9s - loss: 0.2480 - accuracy: 0.8851
131/296 [============>.................] - ETA: 9s - loss: 0.2471 - accuracy: 0.8855
132/296 [============>.................] - ETA: 9s - loss: 0.2470 - accuracy: 0.8859
133/296 [============>.................] - ETA: 9s - loss: 0.2485 - accuracy: 0.8853
134/296 [============>.................] - ETA: 9s - loss: 0.2488 - accuracy: 0.8848
135/296 [============>.................] - ETA: 9s - loss: 0.2485 - accuracy: 0.8852
136/296 [============>.................] - ETA: 9s - loss: 0.2506 - accuracy: 0.8842
137/296 [============>.................] - ETA: 9s - loss: 0.2499 - accuracy: 0.8850
138/296 [============>.................] - ETA: 9s - loss: 0.2488 - accuracy: 0.8854
139/296 [=============>................] - ETA: 9s - loss: 0.2495 - accuracy: 0.8849
140/296 [=============>................] - ETA: 9s - loss: 0.2493 - accuracy: 0.8848
141/296 [=============>................] - ETA: 9s - loss: 0.2498 - accuracy: 0.8843
142/296 [=============>................] - ETA: 9s - loss: 0.2492 - accuracy: 0.8842
143/296 [=============>................] - ETA: 9s - loss: 0.2488 - accuracy: 0.8837
144/296 [=============>................] - ETA: 8s - loss: 0.2493 - accuracy: 0.8828
145/296 [=============>................] - ETA: 8s - loss: 0.2488 - accuracy: 0.8832
146/296 [=============>................] - ETA: 8s - loss: 0.2491 - accuracy: 0.8836
147/296 [=============>................] - ETA: 8s - loss: 0.2485 - accuracy: 0.8839
148/296 [==============>...............] - ETA: 8s - loss: 0.2486 - accuracy: 0.8839
149/296 [==============>...............] - ETA: 8s - loss: 0.2479 - accuracy: 0.8842
150/296 [==============>...............] - ETA: 8s - loss: 0.2488 - accuracy: 0.8833
151/296 [==============>...............] - ETA: 8s - loss: 0.2495 - accuracy: 0.8825
152/296 [==============>...............] - ETA: 8s - loss: 0.2498 - accuracy: 0.8824
153/296 [==============>...............] - ETA: 8s - loss: 0.2500 - accuracy: 0.8824
154/296 [==============>...............] - ETA: 8s - loss: 0.2505 - accuracy: 0.8827
155/296 [==============>...............] - ETA: 8s - loss: 0.2512 - accuracy: 0.8819
156/296 [==============>...............] - ETA: 8s - loss: 0.2519 - accuracy: 0.8822
157/296 [==============>...............] - ETA: 8s - loss: 0.2527 - accuracy: 0.8822
158/296 [===============>..............] - ETA: 8s - loss: 0.2525 - accuracy: 0.8821
159/296 [===============>..............] - ETA: 8s - loss: 0.2522 - accuracy: 0.8821
160/296 [===============>..............] - ETA: 8s - loss: 0.2520 - accuracy: 0.8820
161/296 [===============>..............] - ETA: 7s - loss: 0.2512 - accuracy: 0.8828
162/296 [===============>..............] - ETA: 7s - loss: 0.2513 - accuracy: 0.8827
163/296 [===============>..............] - ETA: 7s - loss: 0.2508 - accuracy: 0.8831
164/296 [===============>..............] - ETA: 7s - loss: 0.2518 - accuracy: 0.8822
165/296 [===============>..............] - ETA: 7s - loss: 0.2522 - accuracy: 0.8814
166/296 [===============>..............] - ETA: 7s - loss: 0.2517 - accuracy: 0.8822
167/296 [===============>..............] - ETA: 7s - loss: 0.2518 - accuracy: 0.8825
168/296 [================>.............] - ETA: 7s - loss: 0.2512 - accuracy: 0.8828
169/296 [================>.............] - ETA: 7s - loss: 0.2513 - accuracy: 0.8828
170/296 [================>.............] - ETA: 7s - loss: 0.2527 - accuracy: 0.8824
171/296 [================>.............] - ETA: 7s - loss: 0.2529 - accuracy: 0.8823
172/296 [================>.............] - ETA: 7s - loss: 0.2521 - accuracy: 0.8823
173/296 [================>.............] - ETA: 7s - loss: 0.2527 - accuracy: 0.8815
174/296 [================>.............] - ETA: 7s - loss: 0.2524 - accuracy: 0.8815
175/296 [================>.............] - ETA: 7s - loss: 0.2522 - accuracy: 0.8814
176/296 [================>.............] - ETA: 7s - loss: 0.2529 - accuracy: 0.8807
177/296 [================>.............] - ETA: 7s - loss: 0.2523 - accuracy: 0.8810
178/296 [=================>............] - ETA: 6s - loss: 0.2532 - accuracy: 0.8799
179/296 [=================>............] - ETA: 6s - loss: 0.2533 - accuracy: 0.8799
180/296 [=================>............] - ETA: 6s - loss: 0.2529 - accuracy: 0.8802
181/296 [=================>............] - ETA: 6s - loss: 0.2529 - accuracy: 0.8802
182/296 [=================>............] - ETA: 6s - loss: 0.2525 - accuracy: 0.8805
183/296 [=================>............] - ETA: 6s - loss: 0.2531 - accuracy: 0.8801
184/296 [=================>............] - ETA: 6s - loss: 0.2530 - accuracy: 0.8804
185/296 [=================>............] - ETA: 6s - loss: 0.2534 - accuracy: 0.8801
186/296 [=================>............] - ETA: 6s - loss: 0.2530 - accuracy: 0.8807
187/296 [=================>............] - ETA: 6s - loss: 0.2527 - accuracy: 0.8807
188/296 [==================>...........] - ETA: 6s - loss: 0.2529 - accuracy: 0.8803
189/296 [==================>...........] - ETA: 6s - loss: 0.2525 - accuracy: 0.8806
190/296 [==================>...........] - ETA: 6s - loss: 0.2535 - accuracy: 0.8799
191/296 [==================>...........] - ETA: 6s - loss: 0.2527 - accuracy: 0.8802
192/296 [==================>...........] - ETA: 6s - loss: 0.2526 - accuracy: 0.8802
193/296 [==================>...........] - ETA: 6s - loss: 0.2518 - accuracy: 0.8808
194/296 [==================>...........] - ETA: 6s - loss: 0.2516 - accuracy: 0.8811
195/296 [==================>...........] - ETA: 5s - loss: 0.2515 - accuracy: 0.8811
196/296 [==================>...........] - ETA: 5s - loss: 0.2512 - accuracy: 0.8814
197/296 [==================>...........] - ETA: 5s - loss: 0.2514 - accuracy: 0.8810
198/296 [===================>..........] - ETA: 5s - loss: 0.2514 - accuracy: 0.8810
199/296 [===================>..........] - ETA: 5s - loss: 0.2515 - accuracy: 0.8810
200/296 [===================>..........] - ETA: 5s - loss: 0.2513 - accuracy: 0.8809
201/296 [===================>..........] - ETA: 5s - loss: 0.2503 - accuracy: 0.8815
202/296 [===================>..........] - ETA: 5s - loss: 0.2496 - accuracy: 0.8821
203/296 [===================>..........] - ETA: 5s - loss: 0.2494 - accuracy: 0.8824
204/296 [===================>..........] - ETA: 5s - loss: 0.2494 - accuracy: 0.8824
205/296 [===================>..........] - ETA: 5s - loss: 0.2506 - accuracy: 0.8820
206/296 [===================>..........] - ETA: 5s - loss: 0.2502 - accuracy: 0.8823
207/296 [===================>..........] - ETA: 5s - loss: 0.2512 - accuracy: 0.8819
208/296 [====================>.........] - ETA: 5s - loss: 0.2510 - accuracy: 0.8819
209/296 [====================>.........] - ETA: 5s - loss: 0.2527 - accuracy: 0.8810
210/296 [====================>.........] - ETA: 5s - loss: 0.2525 - accuracy: 0.8810
211/296 [====================>.........] - ETA: 5s - loss: 0.2539 - accuracy: 0.8803
212/296 [====================>.........] - ETA: 4s - loss: 0.2539 - accuracy: 0.8806
213/296 [====================>.........] - ETA: 4s - loss: 0.2535 - accuracy: 0.8809
214/296 [====================>.........] - ETA: 4s - loss: 0.2540 - accuracy: 0.8803
215/296 [====================>.........] - ETA: 4s - loss: 0.2544 - accuracy: 0.8802
216/296 [====================>.........] - ETA: 4s - loss: 0.2541 - accuracy: 0.8805
217/296 [====================>.........] - ETA: 4s - loss: 0.2546 - accuracy: 0.8802
218/296 [=====================>........] - ETA: 4s - loss: 0.2541 - accuracy: 0.8804
219/296 [=====================>........] - ETA: 4s - loss: 0.2538 - accuracy: 0.8807
220/296 [=====================>........] - ETA: 4s - loss: 0.2535 - accuracy: 0.8807
221/296 [=====================>........] - ETA: 4s - loss: 0.2534 - accuracy: 0.8809
222/296 [=====================>........] - ETA: 4s - loss: 0.2538 - accuracy: 0.8806
223/296 [=====================>........] - ETA: 4s - loss: 0.2536 - accuracy: 0.8806
224/296 [=====================>........] - ETA: 4s - loss: 0.2543 - accuracy: 0.8806
225/296 [=====================>........] - ETA: 4s - loss: 0.2539 - accuracy: 0.8808
226/296 [=====================>........] - ETA: 4s - loss: 0.2537 - accuracy: 0.8808
227/296 [======================>.......] - ETA: 4s - loss: 0.2531 - accuracy: 0.8813
228/296 [======================>.......] - ETA: 4s - loss: 0.2528 - accuracy: 0.8819
229/296 [======================>.......] - ETA: 3s - loss: 0.2526 - accuracy: 0.8821
230/296 [======================>.......] - ETA: 3s - loss: 0.2527 - accuracy: 0.8823
231/296 [======================>.......] - ETA: 3s - loss: 0.2527 - accuracy: 0.8823
232/296 [======================>.......] - ETA: 3s - loss: 0.2533 - accuracy: 0.8823
233/296 [======================>.......] - ETA: 3s - loss: 0.2529 - accuracy: 0.8825
234/296 [======================>.......] - ETA: 3s - loss: 0.2527 - accuracy: 0.8827
235/296 [======================>.......] - ETA: 3s - loss: 0.2524 - accuracy: 0.8830
236/296 [======================>.......] - ETA: 3s - loss: 0.2517 - accuracy: 0.8835
237/296 [=======================>......] - ETA: 3s - loss: 0.2524 - accuracy: 0.8829
238/296 [=======================>......] - ETA: 3s - loss: 0.2530 - accuracy: 0.8824
239/296 [=======================>......] - ETA: 3s - loss: 0.2532 - accuracy: 0.8821
240/296 [=======================>......] - ETA: 3s - loss: 0.2525 - accuracy: 0.8826
241/296 [=======================>......] - ETA: 3s - loss: 0.2527 - accuracy: 0.8823
242/296 [=======================>......] - ETA: 3s - loss: 0.2526 - accuracy: 0.8822
243/296 [=======================>......] - ETA: 3s - loss: 0.2528 - accuracy: 0.8819
244/296 [=======================>......] - ETA: 3s - loss: 0.2530 - accuracy: 0.8817
245/296 [=======================>......] - ETA: 3s - loss: 0.2529 - accuracy: 0.8816
246/296 [=======================>......] - ETA: 2s - loss: 0.2525 - accuracy: 0.8819
247/296 [========================>.....] - ETA: 2s - loss: 0.2529 - accuracy: 0.8813
248/296 [========================>.....] - ETA: 2s - loss: 0.2533 - accuracy: 0.8813
249/296 [========================>.....] - ETA: 2s - loss: 0.2532 - accuracy: 0.8815
250/296 [========================>.....] - ETA: 2s - loss: 0.2528 - accuracy: 0.8817
251/296 [========================>.....] - ETA: 2s - loss: 0.2524 - accuracy: 0.8820
252/296 [========================>.....] - ETA: 2s - loss: 0.2519 - accuracy: 0.8824
253/296 [========================>.....] - ETA: 2s - loss: 0.2517 - accuracy: 0.8827
254/296 [========================>.....] - ETA: 2s - loss: 0.2515 - accuracy: 0.8829
255/296 [========================>.....] - ETA: 2s - loss: 0.2510 - accuracy: 0.8831
256/296 [========================>.....] - ETA: 2s - loss: 0.2504 - accuracy: 0.8833
257/296 [=========================>....] - ETA: 2s - loss: 0.2500 - accuracy: 0.8835
258/296 [=========================>....] - ETA: 2s - loss: 0.2492 - accuracy: 0.8840
259/296 [=========================>....] - ETA: 2s - loss: 0.2491 - accuracy: 0.8839
260/296 [=========================>....] - ETA: 2s - loss: 0.2492 - accuracy: 0.8839
261/296 [=========================>....] - ETA: 2s - loss: 0.2487 - accuracy: 0.8841
262/296 [=========================>....] - ETA: 2s - loss: 0.2486 - accuracy: 0.8841
263/296 [=========================>....] - ETA: 1s - loss: 0.2480 - accuracy: 0.8845
264/296 [=========================>....] - ETA: 1s - loss: 0.2477 - accuracy: 0.8845
265/296 [=========================>....] - ETA: 1s - loss: 0.2474 - accuracy: 0.8844
266/296 [=========================>....] - ETA: 1s - loss: 0.2474 - accuracy: 0.8842
267/296 [==========================>...] - ETA: 1s - loss: 0.2472 - accuracy: 0.8844
268/296 [==========================>...] - ETA: 1s - loss: 0.2466 - accuracy: 0.8848
269/296 [==========================>...] - ETA: 1s - loss: 0.2466 - accuracy: 0.8848
270/296 [==========================>...] - ETA: 1s - loss: 0.2462 - accuracy: 0.8852
271/296 [==========================>...] - ETA: 1s - loss: 0.2460 - accuracy: 0.8854
272/296 [==========================>...] - ETA: 1s - loss: 0.2476 - accuracy: 0.8849
273/296 [==========================>...] - ETA: 1s - loss: 0.2480 - accuracy: 0.8848
274/296 [==========================>...] - ETA: 1s - loss: 0.2504 - accuracy: 0.8837
275/296 [==========================>...] - ETA: 1s - loss: 0.2496 - accuracy: 0.8841
276/296 [==========================>...] - ETA: 1s - loss: 0.2490 - accuracy: 0.8845
277/296 [===========================>..] - ETA: 1s - loss: 0.2491 - accuracy: 0.8843
278/296 [===========================>..] - ETA: 1s - loss: 0.2497 - accuracy: 0.8840
279/296 [===========================>..] - ETA: 1s - loss: 0.2503 - accuracy: 0.8837
280/296 [===========================>..] - ETA: 0s - loss: 0.2499 - accuracy: 0.8839
281/296 [===========================>..] - ETA: 0s - loss: 0.2504 - accuracy: 0.8830
282/296 [===========================>..] - ETA: 0s - loss: 0.2507 - accuracy: 0.8828
283/296 [===========================>..] - ETA: 0s - loss: 0.2506 - accuracy: 0.8827
284/296 [===========================>..] - ETA: 0s - loss: 0.2506 - accuracy: 0.8829
285/296 [===========================>..] - ETA: 0s - loss: 0.2506 - accuracy: 0.8829
286/296 [===========================>..] - ETA: 0s - loss: 0.2504 - accuracy: 0.8833
287/296 [============================>.] - ETA: 0s - loss: 0.2505 - accuracy: 0.8833
288/296 [============================>.] - ETA: 0s - loss: 0.2504 - accuracy: 0.8835
289/296 [============================>.] - ETA: 0s - loss: 0.2507 - accuracy: 0.8832
290/296 [============================>.] - ETA: 0s - loss: 0.2514 - accuracy: 0.8828
291/296 [============================>.] - ETA: 0s - loss: 0.2512 - accuracy: 0.8829
292/296 [============================>.] - ETA: 0s - loss: 0.2539 - accuracy: 0.8823
293/296 [============================>.] - ETA: 0s - loss: 0.2540 - accuracy: 0.8820
294/296 [============================>.] - ETA: 0s - loss: 0.2536 - accuracy: 0.8822
295/296 [============================>.] - ETA: 0s - loss: 0.2535 - accuracy: 0.8824
296/296 [==============================] - 18s 60ms/step - loss: 0.2540 - accuracy: 0.8818

296/296 [==============================] - 19s 65ms/step - loss: 0.2540 - accuracy: 0.8818 - val_loss: 0.2907 - val_accuracy: 0.8484
Epoch 24/50

  1/296 [..............................] - ETA: 16s - loss: 0.2662 - accuracy: 0.8125
  2/296 [..............................] - ETA: 16s - loss: 0.1883 - accuracy: 0.9062
  3/296 [..............................] - ETA: 16s - loss: 0.2267 - accuracy: 0.8750
  4/296 [..............................] - ETA: 16s - loss: 0.2361 - accuracy: 0.8750
  5/296 [..............................] - ETA: 16s - loss: 0.2805 - accuracy: 0.8625
  6/296 [..............................] - ETA: 17s - loss: 0.2842 - accuracy: 0.8542
  7/296 [..............................] - ETA: 17s - loss: 0.2703 - accuracy: 0.8750
  8/296 [..............................] - ETA: 17s - loss: 0.2766 - accuracy: 0.8750
  9/296 [..............................] - ETA: 17s - loss: 0.2859 - accuracy: 0.8681
 10/296 [>.............................] - ETA: 18s - loss: 0.2881 - accuracy: 0.8687
 11/296 [>.............................] - ETA: 18s - loss: 0.2903 - accuracy: 0.8693
 12/296 [>.............................] - ETA: 18s - loss: 0.2831 - accuracy: 0.8750
 13/296 [>.............................] - ETA: 18s - loss: 0.2931 - accuracy: 0.8702
 14/296 [>.............................] - ETA: 18s - loss: 0.2936 - accuracy: 0.8705
 15/296 [>.............................] - ETA: 18s - loss: 0.2957 - accuracy: 0.8625
 16/296 [>.............................] - ETA: 18s - loss: 0.2927 - accuracy: 0.8594
 17/296 [>.............................] - ETA: 17s - loss: 0.2915 - accuracy: 0.8603
 18/296 [>.............................] - ETA: 17s - loss: 0.2944 - accuracy: 0.8646
 19/296 [>.............................] - ETA: 17s - loss: 0.2927 - accuracy: 0.8618
 20/296 [=>............................] - ETA: 17s - loss: 0.2879 - accuracy: 0.8656
 21/296 [=>............................] - ETA: 17s - loss: 0.2855 - accuracy: 0.8661
 22/296 [=>............................] - ETA: 17s - loss: 0.2778 - accuracy: 0.8693
 23/296 [=>............................] - ETA: 17s - loss: 0.2712 - accuracy: 0.8723
 24/296 [=>............................] - ETA: 17s - loss: 0.2645 - accuracy: 0.8750
 25/296 [=>............................] - ETA: 17s - loss: 0.2639 - accuracy: 0.8725
 26/296 [=>............................] - ETA: 17s - loss: 0.2633 - accuracy: 0.8750
 27/296 [=>............................] - ETA: 17s - loss: 0.2598 - accuracy: 0.8773
 28/296 [=>............................] - ETA: 17s - loss: 0.2531 - accuracy: 0.8817
 29/296 [=>............................] - ETA: 17s - loss: 0.2515 - accuracy: 0.8815
 30/296 [==>...........................] - ETA: 17s - loss: 0.2463 - accuracy: 0.8854
 31/296 [==>...........................] - ETA: 17s - loss: 0.2519 - accuracy: 0.8831
 32/296 [==>...........................] - ETA: 16s - loss: 0.2454 - accuracy: 0.8867
 33/296 [==>...........................] - ETA: 16s - loss: 0.2524 - accuracy: 0.8807
 34/296 [==>...........................] - ETA: 16s - loss: 0.2536 - accuracy: 0.8787
 35/296 [==>...........................] - ETA: 16s - loss: 0.2561 - accuracy: 0.8768
 36/296 [==>...........................] - ETA: 16s - loss: 0.2523 - accuracy: 0.8785
 37/296 [==>...........................] - ETA: 16s - loss: 0.2554 - accuracy: 0.8801
 38/296 [==>...........................] - ETA: 16s - loss: 0.2611 - accuracy: 0.8783
 39/296 [==>...........................] - ETA: 16s - loss: 0.2576 - accuracy: 0.8814
 40/296 [===>..........................] - ETA: 16s - loss: 0.2566 - accuracy: 0.8813
 41/296 [===>..........................] - ETA: 16s - loss: 0.2555 - accuracy: 0.8796
 42/296 [===>..........................] - ETA: 17s - loss: 0.2604 - accuracy: 0.8765
 43/296 [===>..........................] - ETA: 17s - loss: 0.2615 - accuracy: 0.8765
 44/296 [===>..........................] - ETA: 17s - loss: 0.2573 - accuracy: 0.8793
 45/296 [===>..........................] - ETA: 17s - loss: 0.2527 - accuracy: 0.8819
 46/296 [===>..........................] - ETA: 17s - loss: 0.2540 - accuracy: 0.8832
 47/296 [===>..........................] - ETA: 17s - loss: 0.2580 - accuracy: 0.8790
 48/296 [===>..........................] - ETA: 17s - loss: 0.2539 - accuracy: 0.8815
 49/296 [===>..........................] - ETA: 16s - loss: 0.2550 - accuracy: 0.8788
 50/296 [====>.........................] - ETA: 16s - loss: 0.2552 - accuracy: 0.8788
 51/296 [====>.........................] - ETA: 16s - loss: 0.2532 - accuracy: 0.8811
 52/296 [====>.........................] - ETA: 16s - loss: 0.2539 - accuracy: 0.8810
 53/296 [====>.........................] - ETA: 16s - loss: 0.2551 - accuracy: 0.8821
 54/296 [====>.........................] - ETA: 16s - loss: 0.2524 - accuracy: 0.8843
 55/296 [====>.........................] - ETA: 16s - loss: 0.2518 - accuracy: 0.8852
 56/296 [====>.........................] - ETA: 16s - loss: 0.2500 - accuracy: 0.8850
 57/296 [====>.........................] - ETA: 16s - loss: 0.2566 - accuracy: 0.8805
 58/296 [====>.........................] - ETA: 16s - loss: 0.2612 - accuracy: 0.8782
 59/296 [====>.........................] - ETA: 16s - loss: 0.2639 - accuracy: 0.8771
 60/296 [=====>........................] - ETA: 16s - loss: 0.2611 - accuracy: 0.8781
 61/296 [=====>........................] - ETA: 16s - loss: 0.2583 - accuracy: 0.8801
 62/296 [=====>........................] - ETA: 15s - loss: 0.2574 - accuracy: 0.8810
 63/296 [=====>........................] - ETA: 15s - loss: 0.2552 - accuracy: 0.8829
 64/296 [=====>........................] - ETA: 15s - loss: 0.2531 - accuracy: 0.8848
 65/296 [=====>........................] - ETA: 15s - loss: 0.2520 - accuracy: 0.8856
 66/296 [=====>........................] - ETA: 15s - loss: 0.2515 - accuracy: 0.8854
 67/296 [=====>........................] - ETA: 15s - loss: 0.2514 - accuracy: 0.8843
 68/296 [=====>........................] - ETA: 15s - loss: 0.2510 - accuracy: 0.8842
 69/296 [=====>........................] - ETA: 15s - loss: 0.2510 - accuracy: 0.8850
 70/296 [======>.......................] - ETA: 15s - loss: 0.2505 - accuracy: 0.8839
 71/296 [======>.......................] - ETA: 15s - loss: 0.2481 - accuracy: 0.8856
 72/296 [======>.......................] - ETA: 15s - loss: 0.2466 - accuracy: 0.8863
 73/296 [======>.......................] - ETA: 15s - loss: 0.2550 - accuracy: 0.8836
 74/296 [======>.......................] - ETA: 15s - loss: 0.2524 - accuracy: 0.8851
 75/296 [======>.......................] - ETA: 15s - loss: 0.2524 - accuracy: 0.8850
 76/296 [======>.......................] - ETA: 14s - loss: 0.2521 - accuracy: 0.8857
 77/296 [======>.......................] - ETA: 14s - loss: 0.2523 - accuracy: 0.8864
 78/296 [======>.......................] - ETA: 14s - loss: 0.2539 - accuracy: 0.8854
 79/296 [=======>......................] - ETA: 14s - loss: 0.2532 - accuracy: 0.8853
 80/296 [=======>......................] - ETA: 14s - loss: 0.2531 - accuracy: 0.8852
 81/296 [=======>......................] - ETA: 14s - loss: 0.2524 - accuracy: 0.8858
 82/296 [=======>......................] - ETA: 14s - loss: 0.2516 - accuracy: 0.8864
 83/296 [=======>......................] - ETA: 14s - loss: 0.2533 - accuracy: 0.8855
 84/296 [=======>......................] - ETA: 14s - loss: 0.2527 - accuracy: 0.8854
 85/296 [=======>......................] - ETA: 14s - loss: 0.2520 - accuracy: 0.8860
 86/296 [=======>......................] - ETA: 14s - loss: 0.2516 - accuracy: 0.8852
 87/296 [=======>......................] - ETA: 14s - loss: 0.2521 - accuracy: 0.8851
 88/296 [=======>......................] - ETA: 14s - loss: 0.2520 - accuracy: 0.8842
 89/296 [========>.....................] - ETA: 14s - loss: 0.2511 - accuracy: 0.8848
 90/296 [========>.....................] - ETA: 14s - loss: 0.2521 - accuracy: 0.8840
 91/296 [========>.....................] - ETA: 13s - loss: 0.2506 - accuracy: 0.8853
 92/296 [========>.....................] - ETA: 13s - loss: 0.2505 - accuracy: 0.8852
 93/296 [========>.....................] - ETA: 13s - loss: 0.2491 - accuracy: 0.8858
 94/296 [========>.....................] - ETA: 13s - loss: 0.2509 - accuracy: 0.8850
 95/296 [========>.....................] - ETA: 13s - loss: 0.2515 - accuracy: 0.8855
 96/296 [========>.....................] - ETA: 13s - loss: 0.2543 - accuracy: 0.8848
 97/296 [========>.....................] - ETA: 13s - loss: 0.2538 - accuracy: 0.8840
 98/296 [========>.....................] - ETA: 13s - loss: 0.2522 - accuracy: 0.8846
 99/296 [=========>....................] - ETA: 13s - loss: 0.2513 - accuracy: 0.8851
100/296 [=========>....................] - ETA: 13s - loss: 0.2508 - accuracy: 0.8850
101/296 [=========>....................] - ETA: 13s - loss: 0.2504 - accuracy: 0.8855
102/296 [=========>....................] - ETA: 13s - loss: 0.2507 - accuracy: 0.8842
103/296 [=========>....................] - ETA: 12s - loss: 0.2526 - accuracy: 0.8829
104/296 [=========>....................] - ETA: 12s - loss: 0.2522 - accuracy: 0.8834
105/296 [=========>....................] - ETA: 12s - loss: 0.2515 - accuracy: 0.8839
106/296 [=========>....................] - ETA: 12s - loss: 0.2516 - accuracy: 0.8833
107/296 [=========>....................] - ETA: 12s - loss: 0.2499 - accuracy: 0.8838
108/296 [=========>....................] - ETA: 12s - loss: 0.2482 - accuracy: 0.8843
109/296 [==========>...................] - ETA: 12s - loss: 0.2485 - accuracy: 0.8842
110/296 [==========>...................] - ETA: 12s - loss: 0.2468 - accuracy: 0.8852
111/296 [==========>...................] - ETA: 12s - loss: 0.2465 - accuracy: 0.8857
112/296 [==========>...................] - ETA: 12s - loss: 0.2492 - accuracy: 0.8862
113/296 [==========>...................] - ETA: 13s - loss: 0.2490 - accuracy: 0.8866
114/296 [==========>...................] - ETA: 13s - loss: 0.2482 - accuracy: 0.8871
115/296 [==========>...................] - ETA: 13s - loss: 0.2496 - accuracy: 0.8859
116/296 [==========>...................] - ETA: 13s - loss: 0.2487 - accuracy: 0.8869
117/296 [==========>...................] - ETA: 13s - loss: 0.2476 - accuracy: 0.8873
118/296 [==========>...................] - ETA: 13s - loss: 0.2489 - accuracy: 0.8867
119/296 [===========>..................] - ETA: 14s - loss: 0.2479 - accuracy: 0.8871
120/296 [===========>..................] - ETA: 14s - loss: 0.2476 - accuracy: 0.8870
121/296 [===========>..................] - ETA: 14s - loss: 0.2473 - accuracy: 0.8874
122/296 [===========>..................] - ETA: 14s - loss: 0.2473 - accuracy: 0.8873
123/296 [===========>..................] - ETA: 14s - loss: 0.2477 - accuracy: 0.8872
124/296 [===========>..................] - ETA: 14s - loss: 0.2472 - accuracy: 0.8876
125/296 [===========>..................] - ETA: 14s - loss: 0.2454 - accuracy: 0.8885
126/296 [===========>..................] - ETA: 15s - loss: 0.2450 - accuracy: 0.8884
127/296 [===========>..................] - ETA: 15s - loss: 0.2432 - accuracy: 0.8893
128/296 [===========>..................] - ETA: 15s - loss: 0.2419 - accuracy: 0.8901
129/296 [============>.................] - ETA: 15s - loss: 0.2405 - accuracy: 0.8910
130/296 [============>.................] - ETA: 15s - loss: 0.2412 - accuracy: 0.8913
131/296 [============>.................] - ETA: 15s - loss: 0.2414 - accuracy: 0.8907
132/296 [============>.................] - ETA: 15s - loss: 0.2411 - accuracy: 0.8911
133/296 [============>.................] - ETA: 15s - loss: 0.2394 - accuracy: 0.8919
134/296 [============>.................] - ETA: 15s - loss: 0.2398 - accuracy: 0.8918
135/296 [============>.................] - ETA: 15s - loss: 0.2394 - accuracy: 0.8921
136/296 [============>.................] - ETA: 15s - loss: 0.2381 - accuracy: 0.8925
137/296 [============>.................] - ETA: 15s - loss: 0.2406 - accuracy: 0.8905
138/296 [============>.................] - ETA: 14s - loss: 0.2395 - accuracy: 0.8913
139/296 [=============>................] - ETA: 14s - loss: 0.2387 - accuracy: 0.8916
140/296 [=============>................] - ETA: 14s - loss: 0.2385 - accuracy: 0.8915
141/296 [=============>................] - ETA: 14s - loss: 0.2376 - accuracy: 0.8923
142/296 [=============>................] - ETA: 14s - loss: 0.2361 - accuracy: 0.8930
143/296 [=============>................] - ETA: 14s - loss: 0.2355 - accuracy: 0.8934
144/296 [=============>................] - ETA: 14s - loss: 0.2352 - accuracy: 0.8932
145/296 [=============>................] - ETA: 14s - loss: 0.2354 - accuracy: 0.8927
146/296 [=============>................] - ETA: 14s - loss: 0.2353 - accuracy: 0.8926
147/296 [=============>................] - ETA: 13s - loss: 0.2373 - accuracy: 0.8920
148/296 [==============>...............] - ETA: 13s - loss: 0.2382 - accuracy: 0.8919
149/296 [==============>...............] - ETA: 13s - loss: 0.2408 - accuracy: 0.8914
150/296 [==============>...............] - ETA: 13s - loss: 0.2414 - accuracy: 0.8913
151/296 [==============>...............] - ETA: 13s - loss: 0.2410 - accuracy: 0.8911
152/296 [==============>...............] - ETA: 13s - loss: 0.2410 - accuracy: 0.8910
153/296 [==============>...............] - ETA: 13s - loss: 0.2405 - accuracy: 0.8917
154/296 [==============>...............] - ETA: 13s - loss: 0.2402 - accuracy: 0.8920
155/296 [==============>...............] - ETA: 12s - loss: 0.2400 - accuracy: 0.8923
156/296 [==============>...............] - ETA: 12s - loss: 0.2395 - accuracy: 0.8926
157/296 [==============>...............] - ETA: 12s - loss: 0.2394 - accuracy: 0.8925
158/296 [===============>..............] - ETA: 12s - loss: 0.2400 - accuracy: 0.8920
159/296 [===============>..............] - ETA: 12s - loss: 0.2400 - accuracy: 0.8919
160/296 [===============>..............] - ETA: 12s - loss: 0.2410 - accuracy: 0.8914
161/296 [===============>..............] - ETA: 12s - loss: 0.2416 - accuracy: 0.8909
162/296 [===============>..............] - ETA: 12s - loss: 0.2409 - accuracy: 0.8916
163/296 [===============>..............] - ETA: 12s - loss: 0.2409 - accuracy: 0.8911
164/296 [===============>..............] - ETA: 11s - loss: 0.2411 - accuracy: 0.8910
165/296 [===============>..............] - ETA: 11s - loss: 0.2418 - accuracy: 0.8905
166/296 [===============>..............] - ETA: 11s - loss: 0.2414 - accuracy: 0.8908
167/296 [===============>..............] - ETA: 11s - loss: 0.2417 - accuracy: 0.8907
168/296 [================>.............] - ETA: 11s - loss: 0.2428 - accuracy: 0.8899
169/296 [================>.............] - ETA: 12s - loss: 0.2434 - accuracy: 0.8898
170/296 [================>.............] - ETA: 11s - loss: 0.2437 - accuracy: 0.8893
171/296 [================>.............] - ETA: 11s - loss: 0.2437 - accuracy: 0.8893
172/296 [================>.............] - ETA: 11s - loss: 0.2433 - accuracy: 0.8895
173/296 [================>.............] - ETA: 11s - loss: 0.2425 - accuracy: 0.8902
174/296 [================>.............] - ETA: 11s - loss: 0.2423 - accuracy: 0.8901
175/296 [================>.............] - ETA: 12s - loss: 0.2427 - accuracy: 0.8896
176/296 [================>.............] - ETA: 11s - loss: 0.2431 - accuracy: 0.8896
177/296 [================>.............] - ETA: 11s - loss: 0.2438 - accuracy: 0.8888
178/296 [=================>............] - ETA: 11s - loss: 0.2437 - accuracy: 0.8890
179/296 [=================>............] - ETA: 11s - loss: 0.2445 - accuracy: 0.8890
180/296 [=================>............] - ETA: 11s - loss: 0.2452 - accuracy: 0.8885
181/296 [=================>............] - ETA: 11s - loss: 0.2444 - accuracy: 0.8892
182/296 [=================>............] - ETA: 11s - loss: 0.2445 - accuracy: 0.8891
183/296 [=================>............] - ETA: 11s - loss: 0.2444 - accuracy: 0.8890
184/296 [=================>............] - ETA: 11s - loss: 0.2451 - accuracy: 0.8882
185/296 [=================>............] - ETA: 11s - loss: 0.2452 - accuracy: 0.8878
186/296 [=================>............] - ETA: 10s - loss: 0.2447 - accuracy: 0.8884
187/296 [=================>............] - ETA: 10s - loss: 0.2452 - accuracy: 0.8880
188/296 [==================>...........] - ETA: 10s - loss: 0.2456 - accuracy: 0.8873
189/296 [==================>...........] - ETA: 10s - loss: 0.2461 - accuracy: 0.8866
190/296 [==================>...........] - ETA: 10s - loss: 0.2454 - accuracy: 0.8872
191/296 [==================>...........] - ETA: 10s - loss: 0.2458 - accuracy: 0.8871
192/296 [==================>...........] - ETA: 10s - loss: 0.2453 - accuracy: 0.8874
193/296 [==================>...........] - ETA: 10s - loss: 0.2458 - accuracy: 0.8870
194/296 [==================>...........] - ETA: 9s - loss: 0.2457 - accuracy: 0.8872 
195/296 [==================>...........] - ETA: 9s - loss: 0.2457 - accuracy: 0.8872
196/296 [==================>...........] - ETA: 9s - loss: 0.2453 - accuracy: 0.8871
197/296 [==================>...........] - ETA: 9s - loss: 0.2456 - accuracy: 0.8871
198/296 [===================>..........] - ETA: 9s - loss: 0.2454 - accuracy: 0.8870
199/296 [===================>..........] - ETA: 9s - loss: 0.2462 - accuracy: 0.8866
200/296 [===================>..........] - ETA: 9s - loss: 0.2482 - accuracy: 0.8863
201/296 [===================>..........] - ETA: 9s - loss: 0.2487 - accuracy: 0.8862
202/296 [===================>..........] - ETA: 9s - loss: 0.2488 - accuracy: 0.8855
203/296 [===================>..........] - ETA: 8s - loss: 0.2485 - accuracy: 0.8855
204/296 [===================>..........] - ETA: 8s - loss: 0.2485 - accuracy: 0.8857
205/296 [===================>..........] - ETA: 8s - loss: 0.2488 - accuracy: 0.8857
206/296 [===================>..........] - ETA: 8s - loss: 0.2484 - accuracy: 0.8862
207/296 [===================>..........] - ETA: 8s - loss: 0.2487 - accuracy: 0.8859
208/296 [====================>.........] - ETA: 8s - loss: 0.2484 - accuracy: 0.8864
209/296 [====================>.........] - ETA: 8s - loss: 0.2492 - accuracy: 0.8864
210/296 [====================>.........] - ETA: 8s - loss: 0.2504 - accuracy: 0.8854
211/296 [====================>.........] - ETA: 8s - loss: 0.2501 - accuracy: 0.8854
212/296 [====================>.........] - ETA: 7s - loss: 0.2498 - accuracy: 0.8856
213/296 [====================>.........] - ETA: 7s - loss: 0.2495 - accuracy: 0.8856
214/296 [====================>.........] - ETA: 7s - loss: 0.2502 - accuracy: 0.8852
215/296 [====================>.........] - ETA: 7s - loss: 0.2502 - accuracy: 0.8852
216/296 [====================>.........] - ETA: 7s - loss: 0.2500 - accuracy: 0.8854
217/296 [====================>.........] - ETA: 7s - loss: 0.2498 - accuracy: 0.8854
218/296 [=====================>........] - ETA: 7s - loss: 0.2501 - accuracy: 0.8853
219/296 [=====================>........] - ETA: 7s - loss: 0.2502 - accuracy: 0.8853
220/296 [=====================>........] - ETA: 7s - loss: 0.2506 - accuracy: 0.8852
221/296 [=====================>........] - ETA: 7s - loss: 0.2505 - accuracy: 0.8855
222/296 [=====================>........] - ETA: 6s - loss: 0.2505 - accuracy: 0.8854
223/296 [=====================>........] - ETA: 6s - loss: 0.2498 - accuracy: 0.8857
224/296 [=====================>........] - ETA: 6s - loss: 0.2493 - accuracy: 0.8862
225/296 [=====================>........] - ETA: 6s - loss: 0.2488 - accuracy: 0.8867
226/296 [=====================>........] - ETA: 6s - loss: 0.2483 - accuracy: 0.8869
227/296 [======================>.......] - ETA: 6s - loss: 0.2478 - accuracy: 0.8871
228/296 [======================>.......] - ETA: 6s - loss: 0.2476 - accuracy: 0.8871
229/296 [======================>.......] - ETA: 6s - loss: 0.2477 - accuracy: 0.8867
230/296 [======================>.......] - ETA: 6s - loss: 0.2480 - accuracy: 0.8864
231/296 [======================>.......] - ETA: 6s - loss: 0.2480 - accuracy: 0.8864
232/296 [======================>.......] - ETA: 6s - loss: 0.2473 - accuracy: 0.8866
233/296 [======================>.......] - ETA: 5s - loss: 0.2471 - accuracy: 0.8868
234/296 [======================>.......] - ETA: 5s - loss: 0.2466 - accuracy: 0.8868
235/296 [======================>.......] - ETA: 5s - loss: 0.2462 - accuracy: 0.8870
236/296 [======================>.......] - ETA: 5s - loss: 0.2456 - accuracy: 0.8872
237/296 [=======================>......] - ETA: 5s - loss: 0.2450 - accuracy: 0.8874
238/296 [=======================>......] - ETA: 5s - loss: 0.2442 - accuracy: 0.8879
239/296 [=======================>......] - ETA: 5s - loss: 0.2435 - accuracy: 0.8883
240/296 [=======================>......] - ETA: 5s - loss: 0.2432 - accuracy: 0.8885
241/296 [=======================>......] - ETA: 5s - loss: 0.2436 - accuracy: 0.8882
242/296 [=======================>......] - ETA: 5s - loss: 0.2435 - accuracy: 0.8884
243/296 [=======================>......] - ETA: 4s - loss: 0.2432 - accuracy: 0.8886
244/296 [=======================>......] - ETA: 4s - loss: 0.2423 - accuracy: 0.8891
245/296 [=======================>......] - ETA: 4s - loss: 0.2415 - accuracy: 0.8895
246/296 [=======================>......] - ETA: 4s - loss: 0.2412 - accuracy: 0.8895
247/296 [========================>.....] - ETA: 4s - loss: 0.2404 - accuracy: 0.8899
248/296 [========================>.....] - ETA: 4s - loss: 0.2406 - accuracy: 0.8899
249/296 [========================>.....] - ETA: 4s - loss: 0.2403 - accuracy: 0.8901
250/296 [========================>.....] - ETA: 4s - loss: 0.2406 - accuracy: 0.8900
251/296 [========================>.....] - ETA: 4s - loss: 0.2413 - accuracy: 0.8897
252/296 [========================>.....] - ETA: 4s - loss: 0.2418 - accuracy: 0.8896
253/296 [========================>.....] - ETA: 3s - loss: 0.2416 - accuracy: 0.8898
254/296 [========================>.....] - ETA: 3s - loss: 0.2418 - accuracy: 0.8895
255/296 [========================>.....] - ETA: 3s - loss: 0.2422 - accuracy: 0.8890
256/296 [========================>.....] - ETA: 3s - loss: 0.2420 - accuracy: 0.8889
257/296 [=========================>....] - ETA: 3s - loss: 0.2418 - accuracy: 0.8889
258/296 [=========================>....] - ETA: 3s - loss: 0.2418 - accuracy: 0.8886
259/296 [=========================>....] - ETA: 3s - loss: 0.2416 - accuracy: 0.8888
260/296 [=========================>....] - ETA: 3s - loss: 0.2411 - accuracy: 0.8889
261/296 [=========================>....] - ETA: 3s - loss: 0.2409 - accuracy: 0.8891
262/296 [=========================>....] - ETA: 3s - loss: 0.2405 - accuracy: 0.8893
263/296 [=========================>....] - ETA: 3s - loss: 0.2410 - accuracy: 0.8893
264/296 [=========================>....] - ETA: 2s - loss: 0.2417 - accuracy: 0.8890
265/296 [=========================>....] - ETA: 2s - loss: 0.2437 - accuracy: 0.8892
266/296 [=========================>....] - ETA: 2s - loss: 0.2438 - accuracy: 0.8893
267/296 [==========================>...] - ETA: 2s - loss: 0.2439 - accuracy: 0.8893
268/296 [==========================>...] - ETA: 2s - loss: 0.2438 - accuracy: 0.8892
269/296 [==========================>...] - ETA: 2s - loss: 0.2440 - accuracy: 0.8892
270/296 [==========================>...] - ETA: 2s - loss: 0.2446 - accuracy: 0.8887
271/296 [==========================>...] - ETA: 2s - loss: 0.2449 - accuracy: 0.8884
272/296 [==========================>...] - ETA: 2s - loss: 0.2455 - accuracy: 0.8876
273/296 [==========================>...] - ETA: 2s - loss: 0.2453 - accuracy: 0.8878
274/296 [==========================>...] - ETA: 1s - loss: 0.2451 - accuracy: 0.8880
275/296 [==========================>...] - ETA: 1s - loss: 0.2451 - accuracy: 0.8880
276/296 [==========================>...] - ETA: 1s - loss: 0.2457 - accuracy: 0.8872
277/296 [===========================>..] - ETA: 1s - loss: 0.2457 - accuracy: 0.8872
278/296 [===========================>..] - ETA: 1s - loss: 0.2452 - accuracy: 0.8874
279/296 [===========================>..] - ETA: 1s - loss: 0.2453 - accuracy: 0.8875
280/296 [===========================>..] - ETA: 1s - loss: 0.2456 - accuracy: 0.8873
281/296 [===========================>..] - ETA: 1s - loss: 0.2460 - accuracy: 0.8868
282/296 [===========================>..] - ETA: 1s - loss: 0.2453 - accuracy: 0.8872
283/296 [===========================>..] - ETA: 1s - loss: 0.2452 - accuracy: 0.8874
284/296 [===========================>..] - ETA: 1s - loss: 0.2449 - accuracy: 0.8875
285/296 [===========================>..] - ETA: 0s - loss: 0.2454 - accuracy: 0.8873
286/296 [===========================>..] - ETA: 0s - loss: 0.2452 - accuracy: 0.8872
287/296 [============================>.] - ETA: 0s - loss: 0.2454 - accuracy: 0.8872
288/296 [============================>.] - ETA: 0s - loss: 0.2461 - accuracy: 0.8867
289/296 [============================>.] - ETA: 0s - loss: 0.2462 - accuracy: 0.8869
290/296 [============================>.] - ETA: 0s - loss: 0.2462 - accuracy: 0.8869
291/296 [============================>.] - ETA: 0s - loss: 0.2460 - accuracy: 0.8868
292/296 [============================>.] - ETA: 0s - loss: 0.2459 - accuracy: 0.8868
293/296 [============================>.] - ETA: 0s - loss: 0.2453 - accuracy: 0.8872
294/296 [============================>.] - ETA: 0s - loss: 0.2454 - accuracy: 0.8869
295/296 [============================>.] - ETA: 0s - loss: 0.2461 - accuracy: 0.8869
296/296 [==============================] - 27s 90ms/step - loss: 0.2458 - accuracy: 0.8871

296/296 [==============================] - 29s 97ms/step - loss: 0.2458 - accuracy: 0.8871 - val_loss: 0.2634 - val_accuracy: 0.8725
Epoch 25/50

  1/296 [..............................] - ETA: 16s - loss: 0.4847 - accuracy: 0.8750
  2/296 [..............................] - ETA: 17s - loss: 0.3362 - accuracy: 0.9062
  3/296 [..............................] - ETA: 20s - loss: 0.2819 - accuracy: 0.8958
  4/296 [..............................] - ETA: 20s - loss: 0.2583 - accuracy: 0.9062
  5/296 [..............................] - ETA: 19s - loss: 0.2921 - accuracy: 0.8750
  6/296 [..............................] - ETA: 19s - loss: 0.2986 - accuracy: 0.8646
  7/296 [..............................] - ETA: 18s - loss: 0.3016 - accuracy: 0.8571
  8/296 [..............................] - ETA: 18s - loss: 0.2904 - accuracy: 0.8594
  9/296 [..............................] - ETA: 19s - loss: 0.2682 - accuracy: 0.8750
 10/296 [>.............................] - ETA: 19s - loss: 0.2768 - accuracy: 0.8687
 11/296 [>.............................] - ETA: 19s - loss: 0.2599 - accuracy: 0.8807
 12/296 [>.............................] - ETA: 20s - loss: 0.2542 - accuracy: 0.8802
 13/296 [>.............................] - ETA: 19s - loss: 0.2508 - accuracy: 0.8798
 14/296 [>.............................] - ETA: 19s - loss: 0.2490 - accuracy: 0.8795
 15/296 [>.............................] - ETA: 19s - loss: 0.2382 - accuracy: 0.8875
 16/296 [>.............................] - ETA: 19s - loss: 0.2380 - accuracy: 0.8945
 17/296 [>.............................] - ETA: 19s - loss: 0.2411 - accuracy: 0.8897
 18/296 [>.............................] - ETA: 19s - loss: 0.2371 - accuracy: 0.8958
 19/296 [>.............................] - ETA: 19s - loss: 0.2394 - accuracy: 0.8914
 20/296 [=>............................] - ETA: 19s - loss: 0.2470 - accuracy: 0.8813
 21/296 [=>............................] - ETA: 19s - loss: 0.2444 - accuracy: 0.8869
 22/296 [=>............................] - ETA: 18s - loss: 0.2419 - accuracy: 0.8864
 23/296 [=>............................] - ETA: 18s - loss: 0.2517 - accuracy: 0.8886
 24/296 [=>............................] - ETA: 18s - loss: 0.2618 - accuracy: 0.8828
 25/296 [=>............................] - ETA: 18s - loss: 0.2642 - accuracy: 0.8800
 26/296 [=>............................] - ETA: 18s - loss: 0.2613 - accuracy: 0.8798
 27/296 [=>............................] - ETA: 18s - loss: 0.2580 - accuracy: 0.8819
 28/296 [=>............................] - ETA: 18s - loss: 0.2548 - accuracy: 0.8795
 29/296 [=>............................] - ETA: 18s - loss: 0.2467 - accuracy: 0.8836
 30/296 [==>...........................] - ETA: 18s - loss: 0.2447 - accuracy: 0.8854
 31/296 [==>...........................] - ETA: 18s - loss: 0.2424 - accuracy: 0.8891
 32/296 [==>...........................] - ETA: 18s - loss: 0.2390 - accuracy: 0.8926
 33/296 [==>...........................] - ETA: 18s - loss: 0.2363 - accuracy: 0.8920
 34/296 [==>...........................] - ETA: 17s - loss: 0.2357 - accuracy: 0.8897
 35/296 [==>...........................] - ETA: 17s - loss: 0.2358 - accuracy: 0.8893
 36/296 [==>...........................] - ETA: 17s - loss: 0.2324 - accuracy: 0.8924
 37/296 [==>...........................] - ETA: 17s - loss: 0.2306 - accuracy: 0.8902
 38/296 [==>...........................] - ETA: 17s - loss: 0.2314 - accuracy: 0.8898
 39/296 [==>...........................] - ETA: 17s - loss: 0.2337 - accuracy: 0.8878
 40/296 [===>..........................] - ETA: 17s - loss: 0.2341 - accuracy: 0.8875
 41/296 [===>..........................] - ETA: 17s - loss: 0.2297 - accuracy: 0.8902
 42/296 [===>..........................] - ETA: 17s - loss: 0.2330 - accuracy: 0.8899
 43/296 [===>..........................] - ETA: 17s - loss: 0.2327 - accuracy: 0.8895
 44/296 [===>..........................] - ETA: 17s - loss: 0.2344 - accuracy: 0.8892
 45/296 [===>..........................] - ETA: 17s - loss: 0.2337 - accuracy: 0.8889
 46/296 [===>..........................] - ETA: 17s - loss: 0.2293 - accuracy: 0.8913
 47/296 [===>..........................] - ETA: 17s - loss: 0.2266 - accuracy: 0.8923
 48/296 [===>..........................] - ETA: 17s - loss: 0.2276 - accuracy: 0.8919
 49/296 [===>..........................] - ETA: 17s - loss: 0.2281 - accuracy: 0.8916
 50/296 [====>.........................] - ETA: 17s - loss: 0.2335 - accuracy: 0.8888
 51/296 [====>.........................] - ETA: 16s - loss: 0.2330 - accuracy: 0.8885
 52/296 [====>.........................] - ETA: 16s - loss: 0.2319 - accuracy: 0.8894
 53/296 [====>.........................] - ETA: 16s - loss: 0.2295 - accuracy: 0.8903
 54/296 [====>.........................] - ETA: 16s - loss: 0.2320 - accuracy: 0.8877
 55/296 [====>.........................] - ETA: 16s - loss: 0.2319 - accuracy: 0.8864
 56/296 [====>.........................] - ETA: 16s - loss: 0.2304 - accuracy: 0.8873
 57/296 [====>.........................] - ETA: 16s - loss: 0.2313 - accuracy: 0.8860
 58/296 [====>.........................] - ETA: 16s - loss: 0.2312 - accuracy: 0.8869
 59/296 [====>.........................] - ETA: 16s - loss: 0.2291 - accuracy: 0.8888
 60/296 [=====>........................] - ETA: 16s - loss: 0.2282 - accuracy: 0.8896
 61/296 [=====>........................] - ETA: 16s - loss: 0.2342 - accuracy: 0.8883
 62/296 [=====>........................] - ETA: 16s - loss: 0.2342 - accuracy: 0.8891
 63/296 [=====>........................] - ETA: 16s - loss: 0.2408 - accuracy: 0.8869
 64/296 [=====>........................] - ETA: 16s - loss: 0.2397 - accuracy: 0.8867
 65/296 [=====>........................] - ETA: 15s - loss: 0.2411 - accuracy: 0.8846
 66/296 [=====>........................] - ETA: 15s - loss: 0.2420 - accuracy: 0.8845
 67/296 [=====>........................] - ETA: 15s - loss: 0.2425 - accuracy: 0.8843
 68/296 [=====>........................] - ETA: 15s - loss: 0.2418 - accuracy: 0.8860
 69/296 [=====>........................] - ETA: 15s - loss: 0.2417 - accuracy: 0.8868
 70/296 [======>.......................] - ETA: 15s - loss: 0.2412 - accuracy: 0.8884
 71/296 [======>.......................] - ETA: 15s - loss: 0.2412 - accuracy: 0.8882
 72/296 [======>.......................] - ETA: 15s - loss: 0.2422 - accuracy: 0.8880
 73/296 [======>.......................] - ETA: 15s - loss: 0.2435 - accuracy: 0.8870
 74/296 [======>.......................] - ETA: 15s - loss: 0.2448 - accuracy: 0.8860
 75/296 [======>.......................] - ETA: 15s - loss: 0.2438 - accuracy: 0.8867
 76/296 [======>.......................] - ETA: 15s - loss: 0.2423 - accuracy: 0.8882
 77/296 [======>.......................] - ETA: 15s - loss: 0.2413 - accuracy: 0.8888
 78/296 [======>.......................] - ETA: 15s - loss: 0.2431 - accuracy: 0.8878
 79/296 [=======>......................] - ETA: 15s - loss: 0.2433 - accuracy: 0.8877
 80/296 [=======>......................] - ETA: 15s - loss: 0.2424 - accuracy: 0.8883
 81/296 [=======>......................] - ETA: 15s - loss: 0.2407 - accuracy: 0.8889
 82/296 [=======>......................] - ETA: 14s - loss: 0.2391 - accuracy: 0.8895
 83/296 [=======>......................] - ETA: 14s - loss: 0.2405 - accuracy: 0.8886
 84/296 [=======>......................] - ETA: 14s - loss: 0.2395 - accuracy: 0.8899
 85/296 [=======>......................] - ETA: 14s - loss: 0.2392 - accuracy: 0.8897
 86/296 [=======>......................] - ETA: 14s - loss: 0.2384 - accuracy: 0.8903
 87/296 [=======>......................] - ETA: 14s - loss: 0.2375 - accuracy: 0.8908
 88/296 [=======>......................] - ETA: 14s - loss: 0.2366 - accuracy: 0.8913
 89/296 [========>.....................] - ETA: 14s - loss: 0.2393 - accuracy: 0.8883
 90/296 [========>.....................] - ETA: 14s - loss: 0.2385 - accuracy: 0.8889
 91/296 [========>.....................] - ETA: 14s - loss: 0.2386 - accuracy: 0.8887
 92/296 [========>.....................] - ETA: 14s - loss: 0.2370 - accuracy: 0.8893
 93/296 [========>.....................] - ETA: 14s - loss: 0.2354 - accuracy: 0.8905
 94/296 [========>.....................] - ETA: 14s - loss: 0.2357 - accuracy: 0.8910
 95/296 [========>.....................] - ETA: 13s - loss: 0.2351 - accuracy: 0.8908
 96/296 [========>.....................] - ETA: 13s - loss: 0.2371 - accuracy: 0.8900
 97/296 [========>.....................] - ETA: 13s - loss: 0.2395 - accuracy: 0.8885
 98/296 [========>.....................] - ETA: 13s - loss: 0.2387 - accuracy: 0.8884
 99/296 [=========>....................] - ETA: 13s - loss: 0.2372 - accuracy: 0.8895
100/296 [=========>....................] - ETA: 13s - loss: 0.2392 - accuracy: 0.8894
101/296 [=========>....................] - ETA: 13s - loss: 0.2389 - accuracy: 0.8899
102/296 [=========>....................] - ETA: 13s - loss: 0.2395 - accuracy: 0.8897
103/296 [=========>....................] - ETA: 13s - loss: 0.2384 - accuracy: 0.8902
104/296 [=========>....................] - ETA: 13s - loss: 0.2411 - accuracy: 0.8888
105/296 [=========>....................] - ETA: 13s - loss: 0.2411 - accuracy: 0.8887
106/296 [=========>....................] - ETA: 13s - loss: 0.2407 - accuracy: 0.8886
107/296 [=========>....................] - ETA: 13s - loss: 0.2400 - accuracy: 0.8890
108/296 [=========>....................] - ETA: 13s - loss: 0.2383 - accuracy: 0.8900
109/296 [==========>...................] - ETA: 12s - loss: 0.2372 - accuracy: 0.8905
110/296 [==========>...................] - ETA: 12s - loss: 0.2370 - accuracy: 0.8903
111/296 [==========>...................] - ETA: 12s - loss: 0.2377 - accuracy: 0.8902
112/296 [==========>...................] - ETA: 12s - loss: 0.2384 - accuracy: 0.8895
113/296 [==========>...................] - ETA: 12s - loss: 0.2374 - accuracy: 0.8905
114/296 [==========>...................] - ETA: 12s - loss: 0.2369 - accuracy: 0.8909
115/296 [==========>...................] - ETA: 12s - loss: 0.2367 - accuracy: 0.8908
116/296 [==========>...................] - ETA: 12s - loss: 0.2371 - accuracy: 0.8906
117/296 [==========>...................] - ETA: 12s - loss: 0.2382 - accuracy: 0.8905
118/296 [==========>...................] - ETA: 12s - loss: 0.2383 - accuracy: 0.8904
119/296 [===========>..................] - ETA: 12s - loss: 0.2374 - accuracy: 0.8908
120/296 [===========>..................] - ETA: 12s - loss: 0.2368 - accuracy: 0.8911
121/296 [===========>..................] - ETA: 12s - loss: 0.2385 - accuracy: 0.8900
122/296 [===========>..................] - ETA: 12s - loss: 0.2383 - accuracy: 0.8893
123/296 [===========>..................] - ETA: 11s - loss: 0.2398 - accuracy: 0.8887
124/296 [===========>..................] - ETA: 11s - loss: 0.2393 - accuracy: 0.8891
125/296 [===========>..................] - ETA: 11s - loss: 0.2377 - accuracy: 0.8900
126/296 [===========>..................] - ETA: 11s - loss: 0.2381 - accuracy: 0.8899
127/296 [===========>..................] - ETA: 11s - loss: 0.2372 - accuracy: 0.8907
128/296 [===========>..................] - ETA: 11s - loss: 0.2367 - accuracy: 0.8911
129/296 [============>.................] - ETA: 11s - loss: 0.2358 - accuracy: 0.8920
130/296 [============>.................] - ETA: 11s - loss: 0.2372 - accuracy: 0.8909
131/296 [============>.................] - ETA: 11s - loss: 0.2379 - accuracy: 0.8907
132/296 [============>.................] - ETA: 11s - loss: 0.2369 - accuracy: 0.8911
133/296 [============>.................] - ETA: 11s - loss: 0.2374 - accuracy: 0.8910
134/296 [============>.................] - ETA: 11s - loss: 0.2383 - accuracy: 0.8899
135/296 [============>.................] - ETA: 11s - loss: 0.2380 - accuracy: 0.8894
136/296 [============>.................] - ETA: 11s - loss: 0.2372 - accuracy: 0.8902
137/296 [============>.................] - ETA: 10s - loss: 0.2368 - accuracy: 0.8905
138/296 [============>.................] - ETA: 10s - loss: 0.2381 - accuracy: 0.8904
139/296 [=============>................] - ETA: 10s - loss: 0.2381 - accuracy: 0.8907
140/296 [=============>................] - ETA: 10s - loss: 0.2408 - accuracy: 0.8897
141/296 [=============>................] - ETA: 10s - loss: 0.2410 - accuracy: 0.8896
142/296 [=============>................] - ETA: 10s - loss: 0.2408 - accuracy: 0.8895
143/296 [=============>................] - ETA: 10s - loss: 0.2409 - accuracy: 0.8890
144/296 [=============>................] - ETA: 10s - loss: 0.2402 - accuracy: 0.8889
145/296 [=============>................] - ETA: 10s - loss: 0.2406 - accuracy: 0.8879
146/296 [=============>................] - ETA: 10s - loss: 0.2401 - accuracy: 0.8883
147/296 [=============>................] - ETA: 10s - loss: 0.2391 - accuracy: 0.8890
148/296 [==============>...............] - ETA: 10s - loss: 0.2390 - accuracy: 0.8885
149/296 [==============>...............] - ETA: 10s - loss: 0.2386 - accuracy: 0.8888
150/296 [==============>...............] - ETA: 10s - loss: 0.2383 - accuracy: 0.8892
151/296 [==============>...............] - ETA: 10s - loss: 0.2386 - accuracy: 0.8891
152/296 [==============>...............] - ETA: 10s - loss: 0.2395 - accuracy: 0.8890
153/296 [==============>...............] - ETA: 10s - loss: 0.2387 - accuracy: 0.8893
154/296 [==============>...............] - ETA: 10s - loss: 0.2386 - accuracy: 0.8896
155/296 [==============>...............] - ETA: 10s - loss: 0.2388 - accuracy: 0.8899
156/296 [==============>...............] - ETA: 10s - loss: 0.2389 - accuracy: 0.8906
157/296 [==============>...............] - ETA: 10s - loss: 0.2388 - accuracy: 0.8909
158/296 [===============>..............] - ETA: 10s - loss: 0.2377 - accuracy: 0.8916
159/296 [===============>..............] - ETA: 10s - loss: 0.2388 - accuracy: 0.8907
160/296 [===============>..............] - ETA: 10s - loss: 0.2382 - accuracy: 0.8910
161/296 [===============>..............] - ETA: 10s - loss: 0.2376 - accuracy: 0.8917
162/296 [===============>..............] - ETA: 9s - loss: 0.2380 - accuracy: 0.8912 
163/296 [===============>..............] - ETA: 9s - loss: 0.2380 - accuracy: 0.8915
164/296 [===============>..............] - ETA: 9s - loss: 0.2371 - accuracy: 0.8921
165/296 [===============>..............] - ETA: 9s - loss: 0.2374 - accuracy: 0.8917
166/296 [===============>..............] - ETA: 9s - loss: 0.2370 - accuracy: 0.8916
167/296 [===============>..............] - ETA: 9s - loss: 0.2380 - accuracy: 0.8907
168/296 [================>.............] - ETA: 9s - loss: 0.2375 - accuracy: 0.8914
169/296 [================>.............] - ETA: 9s - loss: 0.2374 - accuracy: 0.8916
170/296 [================>.............] - ETA: 9s - loss: 0.2367 - accuracy: 0.8923
171/296 [================>.............] - ETA: 9s - loss: 0.2375 - accuracy: 0.8918
172/296 [================>.............] - ETA: 9s - loss: 0.2375 - accuracy: 0.8917
173/296 [================>.............] - ETA: 9s - loss: 0.2378 - accuracy: 0.8920
174/296 [================>.............] - ETA: 8s - loss: 0.2376 - accuracy: 0.8922
175/296 [================>.............] - ETA: 8s - loss: 0.2375 - accuracy: 0.8921
176/296 [================>.............] - ETA: 8s - loss: 0.2373 - accuracy: 0.8920
177/296 [================>.............] - ETA: 8s - loss: 0.2366 - accuracy: 0.8927
178/296 [=================>............] - ETA: 8s - loss: 0.2360 - accuracy: 0.8929
179/296 [=================>............] - ETA: 8s - loss: 0.2357 - accuracy: 0.8932
180/296 [=================>............] - ETA: 8s - loss: 0.2352 - accuracy: 0.8934
181/296 [=================>............] - ETA: 8s - loss: 0.2358 - accuracy: 0.8930
182/296 [=================>............] - ETA: 8s - loss: 0.2375 - accuracy: 0.8925
183/296 [=================>............] - ETA: 8s - loss: 0.2379 - accuracy: 0.8921
184/296 [=================>............] - ETA: 8s - loss: 0.2377 - accuracy: 0.8920
185/296 [=================>............] - ETA: 8s - loss: 0.2380 - accuracy: 0.8919
186/296 [=================>............] - ETA: 8s - loss: 0.2377 - accuracy: 0.8918
187/296 [=================>............] - ETA: 7s - loss: 0.2374 - accuracy: 0.8917
188/296 [==================>...........] - ETA: 7s - loss: 0.2381 - accuracy: 0.8913
189/296 [==================>...........] - ETA: 7s - loss: 0.2388 - accuracy: 0.8909
190/296 [==================>...........] - ETA: 7s - loss: 0.2386 - accuracy: 0.8908
191/296 [==================>...........] - ETA: 7s - loss: 0.2391 - accuracy: 0.8907
192/296 [==================>...........] - ETA: 7s - loss: 0.2389 - accuracy: 0.8906
193/296 [==================>...........] - ETA: 7s - loss: 0.2386 - accuracy: 0.8909
194/296 [==================>...........] - ETA: 7s - loss: 0.2389 - accuracy: 0.8901
195/296 [==================>...........] - ETA: 7s - loss: 0.2388 - accuracy: 0.8904
196/296 [==================>...........] - ETA: 7s - loss: 0.2389 - accuracy: 0.8900
197/296 [==================>...........] - ETA: 7s - loss: 0.2386 - accuracy: 0.8905
198/296 [===================>..........] - ETA: 7s - loss: 0.2385 - accuracy: 0.8908
199/296 [===================>..........] - ETA: 7s - loss: 0.2380 - accuracy: 0.8907
200/296 [===================>..........] - ETA: 6s - loss: 0.2388 - accuracy: 0.8906
201/296 [===================>..........] - ETA: 6s - loss: 0.2393 - accuracy: 0.8905
202/296 [===================>..........] - ETA: 6s - loss: 0.2402 - accuracy: 0.8895
203/296 [===================>..........] - ETA: 6s - loss: 0.2399 - accuracy: 0.8898
204/296 [===================>..........] - ETA: 6s - loss: 0.2397 - accuracy: 0.8897
205/296 [===================>..........] - ETA: 6s - loss: 0.2393 - accuracy: 0.8899
206/296 [===================>..........] - ETA: 6s - loss: 0.2394 - accuracy: 0.8899
207/296 [===================>..........] - ETA: 6s - loss: 0.2390 - accuracy: 0.8904
208/296 [====================>.........] - ETA: 6s - loss: 0.2388 - accuracy: 0.8906
209/296 [====================>.........] - ETA: 6s - loss: 0.2390 - accuracy: 0.8906
210/296 [====================>.........] - ETA: 6s - loss: 0.2390 - accuracy: 0.8905
211/296 [====================>.........] - ETA: 6s - loss: 0.2393 - accuracy: 0.8904
212/296 [====================>.........] - ETA: 6s - loss: 0.2390 - accuracy: 0.8906
213/296 [====================>.........] - ETA: 6s - loss: 0.2393 - accuracy: 0.8908
214/296 [====================>.........] - ETA: 5s - loss: 0.2386 - accuracy: 0.8914
215/296 [====================>.........] - ETA: 5s - loss: 0.2379 - accuracy: 0.8919
216/296 [====================>.........] - ETA: 5s - loss: 0.2383 - accuracy: 0.8915
217/296 [====================>.........] - ETA: 5s - loss: 0.2383 - accuracy: 0.8914
218/296 [=====================>........] - ETA: 5s - loss: 0.2378 - accuracy: 0.8916
219/296 [=====================>........] - ETA: 5s - loss: 0.2384 - accuracy: 0.8913
220/296 [=====================>........] - ETA: 5s - loss: 0.2377 - accuracy: 0.8918
221/296 [=====================>........] - ETA: 5s - loss: 0.2395 - accuracy: 0.8914
222/296 [=====================>........] - ETA: 5s - loss: 0.2391 - accuracy: 0.8916
223/296 [=====================>........] - ETA: 5s - loss: 0.2393 - accuracy: 0.8915
224/296 [=====================>........] - ETA: 5s - loss: 0.2386 - accuracy: 0.8920
225/296 [=====================>........] - ETA: 5s - loss: 0.2384 - accuracy: 0.8922
226/296 [=====================>........] - ETA: 5s - loss: 0.2387 - accuracy: 0.8919
227/296 [======================>.......] - ETA: 4s - loss: 0.2388 - accuracy: 0.8918
228/296 [======================>.......] - ETA: 4s - loss: 0.2387 - accuracy: 0.8917
229/296 [======================>.......] - ETA: 4s - loss: 0.2386 - accuracy: 0.8916
230/296 [======================>.......] - ETA: 4s - loss: 0.2382 - accuracy: 0.8921
231/296 [======================>.......] - ETA: 4s - loss: 0.2379 - accuracy: 0.8923
232/296 [======================>.......] - ETA: 4s - loss: 0.2381 - accuracy: 0.8922
233/296 [======================>.......] - ETA: 4s - loss: 0.2380 - accuracy: 0.8922
234/296 [======================>.......] - ETA: 4s - loss: 0.2379 - accuracy: 0.8921
235/296 [======================>.......] - ETA: 4s - loss: 0.2380 - accuracy: 0.8918
236/296 [======================>.......] - ETA: 4s - loss: 0.2382 - accuracy: 0.8912
237/296 [=======================>......] - ETA: 4s - loss: 0.2397 - accuracy: 0.8900
238/296 [=======================>......] - ETA: 4s - loss: 0.2389 - accuracy: 0.8905
239/296 [=======================>......] - ETA: 4s - loss: 0.2384 - accuracy: 0.8904
240/296 [=======================>......] - ETA: 4s - loss: 0.2386 - accuracy: 0.8904
241/296 [=======================>......] - ETA: 3s - loss: 0.2383 - accuracy: 0.8906
242/296 [=======================>......] - ETA: 3s - loss: 0.2382 - accuracy: 0.8908
243/296 [=======================>......] - ETA: 3s - loss: 0.2389 - accuracy: 0.8902
244/296 [=======================>......] - ETA: 3s - loss: 0.2390 - accuracy: 0.8904
245/296 [=======================>......] - ETA: 3s - loss: 0.2382 - accuracy: 0.8908
246/296 [=======================>......] - ETA: 3s - loss: 0.2380 - accuracy: 0.8910
247/296 [========================>.....] - ETA: 3s - loss: 0.2374 - accuracy: 0.8914
248/296 [========================>.....] - ETA: 3s - loss: 0.2380 - accuracy: 0.8914
249/296 [========================>.....] - ETA: 3s - loss: 0.2379 - accuracy: 0.8916
250/296 [========================>.....] - ETA: 3s - loss: 0.2391 - accuracy: 0.8913
251/296 [========================>.....] - ETA: 3s - loss: 0.2395 - accuracy: 0.8909
252/296 [========================>.....] - ETA: 3s - loss: 0.2395 - accuracy: 0.8909
253/296 [========================>.....] - ETA: 3s - loss: 0.2393 - accuracy: 0.8911
254/296 [========================>.....] - ETA: 3s - loss: 0.2392 - accuracy: 0.8910
255/296 [========================>.....] - ETA: 2s - loss: 0.2395 - accuracy: 0.8904
256/296 [========================>.....] - ETA: 2s - loss: 0.2398 - accuracy: 0.8901
257/296 [=========================>....] - ETA: 2s - loss: 0.2395 - accuracy: 0.8903
258/296 [=========================>....] - ETA: 2s - loss: 0.2395 - accuracy: 0.8903
259/296 [=========================>....] - ETA: 2s - loss: 0.2390 - accuracy: 0.8907
260/296 [=========================>....] - ETA: 2s - loss: 0.2390 - accuracy: 0.8909
261/296 [=========================>....] - ETA: 2s - loss: 0.2411 - accuracy: 0.8906
262/296 [=========================>....] - ETA: 2s - loss: 0.2410 - accuracy: 0.8907
263/296 [=========================>....] - ETA: 2s - loss: 0.2407 - accuracy: 0.8912
264/296 [=========================>....] - ETA: 2s - loss: 0.2408 - accuracy: 0.8911
265/296 [=========================>....] - ETA: 2s - loss: 0.2404 - accuracy: 0.8913
266/296 [=========================>....] - ETA: 2s - loss: 0.2416 - accuracy: 0.8905
267/296 [==========================>...] - ETA: 2s - loss: 0.2410 - accuracy: 0.8909
268/296 [==========================>...] - ETA: 2s - loss: 0.2414 - accuracy: 0.8904
269/296 [==========================>...] - ETA: 1s - loss: 0.2418 - accuracy: 0.8903
270/296 [==========================>...] - ETA: 1s - loss: 0.2418 - accuracy: 0.8900
271/296 [==========================>...] - ETA: 1s - loss: 0.2416 - accuracy: 0.8905
272/296 [==========================>...] - ETA: 1s - loss: 0.2416 - accuracy: 0.8902
273/296 [==========================>...] - ETA: 1s - loss: 0.2413 - accuracy: 0.8903
274/296 [==========================>...] - ETA: 1s - loss: 0.2407 - accuracy: 0.8907
275/296 [==========================>...] - ETA: 1s - loss: 0.2408 - accuracy: 0.8905
276/296 [==========================>...] - ETA: 1s - loss: 0.2403 - accuracy: 0.8909
277/296 [===========================>..] - ETA: 1s - loss: 0.2408 - accuracy: 0.8903
278/296 [===========================>..] - ETA: 1s - loss: 0.2405 - accuracy: 0.8903
279/296 [===========================>..] - ETA: 1s - loss: 0.2402 - accuracy: 0.8905
280/296 [===========================>..] - ETA: 1s - loss: 0.2408 - accuracy: 0.8902
281/296 [===========================>..] - ETA: 1s - loss: 0.2407 - accuracy: 0.8903
282/296 [===========================>..] - ETA: 1s - loss: 0.2406 - accuracy: 0.8903
283/296 [===========================>..] - ETA: 0s - loss: 0.2406 - accuracy: 0.8902
284/296 [===========================>..] - ETA: 0s - loss: 0.2401 - accuracy: 0.8904
285/296 [===========================>..] - ETA: 0s - loss: 0.2402 - accuracy: 0.8904
286/296 [===========================>..] - ETA: 0s - loss: 0.2402 - accuracy: 0.8903
287/296 [============================>.] - ETA: 0s - loss: 0.2397 - accuracy: 0.8907
288/296 [============================>.] - ETA: 0s - loss: 0.2395 - accuracy: 0.8908
289/296 [============================>.] - ETA: 0s - loss: 0.2399 - accuracy: 0.8906
290/296 [============================>.] - ETA: 0s - loss: 0.2393 - accuracy: 0.8909
291/296 [============================>.] - ETA: 0s - loss: 0.2387 - accuracy: 0.8911
292/296 [============================>.] - ETA: 0s - loss: 0.2389 - accuracy: 0.8913
293/296 [============================>.] - ETA: 0s - loss: 0.2386 - accuracy: 0.8912
294/296 [============================>.] - ETA: 0s - loss: 0.2385 - accuracy: 0.8912
295/296 [============================>.] - ETA: 0s - loss: 0.2390 - accuracy: 0.8911
296/296 [==============================] - 21s 72ms/step - loss: 0.2394 - accuracy: 0.8909

296/296 [==============================] - 23s 77ms/step - loss: 0.2394 - accuracy: 0.8909 - val_loss: 0.2434 - val_accuracy: 0.8865
Epoch 26/50

  1/296 [..............................] - ETA: 18s - loss: 0.3896 - accuracy: 0.8125
  2/296 [..............................] - ETA: 21s - loss: 0.3427 - accuracy: 0.8438
  3/296 [..............................] - ETA: 20s - loss: 0.2967 - accuracy: 0.8542
  4/296 [..............................] - ETA: 19s - loss: 0.2424 - accuracy: 0.8750
  5/296 [..............................] - ETA: 19s - loss: 0.2225 - accuracy: 0.8875
  6/296 [..............................] - ETA: 19s - loss: 0.2229 - accuracy: 0.8750
  7/296 [..............................] - ETA: 19s - loss: 0.2347 - accuracy: 0.8750
  8/296 [..............................] - ETA: 19s - loss: 0.2177 - accuracy: 0.8906
  9/296 [..............................] - ETA: 19s - loss: 0.2123 - accuracy: 0.8958
 10/296 [>.............................] - ETA: 19s - loss: 0.2041 - accuracy: 0.9000
 11/296 [>.............................] - ETA: 19s - loss: 0.2079 - accuracy: 0.8977
 12/296 [>.............................] - ETA: 19s - loss: 0.2046 - accuracy: 0.8958
 13/296 [>.............................] - ETA: 19s - loss: 0.2003 - accuracy: 0.8990
 14/296 [>.............................] - ETA: 18s - loss: 0.2042 - accuracy: 0.9018
 15/296 [>.............................] - ETA: 19s - loss: 0.2141 - accuracy: 0.8917
 16/296 [>.............................] - ETA: 18s - loss: 0.2279 - accuracy: 0.8789
 17/296 [>.............................] - ETA: 18s - loss: 0.2186 - accuracy: 0.8860
 18/296 [>.............................] - ETA: 18s - loss: 0.2229 - accuracy: 0.8854
 19/296 [>.............................] - ETA: 18s - loss: 0.2278 - accuracy: 0.8816
 20/296 [=>............................] - ETA: 18s - loss: 0.2243 - accuracy: 0.8844
 21/296 [=>............................] - ETA: 18s - loss: 0.2219 - accuracy: 0.8869
 22/296 [=>............................] - ETA: 18s - loss: 0.2271 - accuracy: 0.8835
 23/296 [=>............................] - ETA: 18s - loss: 0.2332 - accuracy: 0.8832
 24/296 [=>............................] - ETA: 18s - loss: 0.2298 - accuracy: 0.8854
 25/296 [=>............................] - ETA: 18s - loss: 0.2250 - accuracy: 0.8900
 26/296 [=>............................] - ETA: 17s - loss: 0.2230 - accuracy: 0.8918
 27/296 [=>............................] - ETA: 17s - loss: 0.2207 - accuracy: 0.8958
 28/296 [=>............................] - ETA: 17s - loss: 0.2206 - accuracy: 0.8973
 29/296 [=>............................] - ETA: 17s - loss: 0.2180 - accuracy: 0.8987
 30/296 [==>...........................] - ETA: 18s - loss: 0.2132 - accuracy: 0.9021
 31/296 [==>...........................] - ETA: 18s - loss: 0.2134 - accuracy: 0.9012
 32/296 [==>...........................] - ETA: 17s - loss: 0.2140 - accuracy: 0.8984
 33/296 [==>...........................] - ETA: 17s - loss: 0.2129 - accuracy: 0.8996
 34/296 [==>...........................] - ETA: 17s - loss: 0.2173 - accuracy: 0.8971
 35/296 [==>...........................] - ETA: 17s - loss: 0.2256 - accuracy: 0.8929
 36/296 [==>...........................] - ETA: 17s - loss: 0.2202 - accuracy: 0.8958
 37/296 [==>...........................] - ETA: 18s - loss: 0.2196 - accuracy: 0.8953
 38/296 [==>...........................] - ETA: 18s - loss: 0.2169 - accuracy: 0.8964
 39/296 [==>...........................] - ETA: 18s - loss: 0.2194 - accuracy: 0.8942
 40/296 [===>..........................] - ETA: 18s - loss: 0.2210 - accuracy: 0.8922
 41/296 [===>..........................] - ETA: 18s - loss: 0.2218 - accuracy: 0.8918
 42/296 [===>..........................] - ETA: 18s - loss: 0.2231 - accuracy: 0.8914
 43/296 [===>..........................] - ETA: 18s - loss: 0.2229 - accuracy: 0.8910
 44/296 [===>..........................] - ETA: 18s - loss: 0.2239 - accuracy: 0.8906
 45/296 [===>..........................] - ETA: 18s - loss: 0.2254 - accuracy: 0.8903
 46/296 [===>..........................] - ETA: 17s - loss: 0.2322 - accuracy: 0.8886
 47/296 [===>..........................] - ETA: 17s - loss: 0.2310 - accuracy: 0.8896
 48/296 [===>..........................] - ETA: 17s - loss: 0.2360 - accuracy: 0.8854
 49/296 [===>..........................] - ETA: 17s - loss: 0.2347 - accuracy: 0.8865
 50/296 [====>.........................] - ETA: 17s - loss: 0.2375 - accuracy: 0.8850
 51/296 [====>.........................] - ETA: 17s - loss: 0.2344 - accuracy: 0.8860
 52/296 [====>.........................] - ETA: 17s - loss: 0.2335 - accuracy: 0.8858
 53/296 [====>.........................] - ETA: 17s - loss: 0.2319 - accuracy: 0.8856
 54/296 [====>.........................] - ETA: 17s - loss: 0.2297 - accuracy: 0.8866
 55/296 [====>.........................] - ETA: 16s - loss: 0.2287 - accuracy: 0.8864
 56/296 [====>.........................] - ETA: 16s - loss: 0.2290 - accuracy: 0.8862
 57/296 [====>.........................] - ETA: 16s - loss: 0.2364 - accuracy: 0.8838
 58/296 [====>.........................] - ETA: 16s - loss: 0.2389 - accuracy: 0.8836
 59/296 [====>.........................] - ETA: 16s - loss: 0.2372 - accuracy: 0.8856
 60/296 [=====>........................] - ETA: 16s - loss: 0.2384 - accuracy: 0.8844
 61/296 [=====>........................] - ETA: 16s - loss: 0.2367 - accuracy: 0.8852
 62/296 [=====>........................] - ETA: 16s - loss: 0.2345 - accuracy: 0.8861
 63/296 [=====>........................] - ETA: 16s - loss: 0.2350 - accuracy: 0.8859
 64/296 [=====>........................] - ETA: 16s - loss: 0.2344 - accuracy: 0.8867
 65/296 [=====>........................] - ETA: 16s - loss: 0.2326 - accuracy: 0.8885
 66/296 [=====>........................] - ETA: 16s - loss: 0.2364 - accuracy: 0.8873
 67/296 [=====>........................] - ETA: 16s - loss: 0.2348 - accuracy: 0.8881
 68/296 [=====>........................] - ETA: 15s - loss: 0.2337 - accuracy: 0.8888
 69/296 [=====>........................] - ETA: 15s - loss: 0.2328 - accuracy: 0.8895
 70/296 [======>.......................] - ETA: 15s - loss: 0.2330 - accuracy: 0.8902
 71/296 [======>.......................] - ETA: 15s - loss: 0.2363 - accuracy: 0.8900
 72/296 [======>.......................] - ETA: 15s - loss: 0.2379 - accuracy: 0.8889
 73/296 [======>.......................] - ETA: 15s - loss: 0.2371 - accuracy: 0.8896
 74/296 [======>.......................] - ETA: 15s - loss: 0.2359 - accuracy: 0.8902
 75/296 [======>.......................] - ETA: 15s - loss: 0.2370 - accuracy: 0.8908
 76/296 [======>.......................] - ETA: 15s - loss: 0.2367 - accuracy: 0.8906
 77/296 [======>.......................] - ETA: 15s - loss: 0.2366 - accuracy: 0.8912
 78/296 [======>.......................] - ETA: 15s - loss: 0.2364 - accuracy: 0.8918
 79/296 [=======>......................] - ETA: 15s - loss: 0.2358 - accuracy: 0.8924
 80/296 [=======>......................] - ETA: 15s - loss: 0.2353 - accuracy: 0.8938
 81/296 [=======>......................] - ETA: 15s - loss: 0.2364 - accuracy: 0.8927
 82/296 [=======>......................] - ETA: 15s - loss: 0.2364 - accuracy: 0.8925
 83/296 [=======>......................] - ETA: 15s - loss: 0.2366 - accuracy: 0.8916
 84/296 [=======>......................] - ETA: 15s - loss: 0.2354 - accuracy: 0.8921
 85/296 [=======>......................] - ETA: 15s - loss: 0.2337 - accuracy: 0.8934
 86/296 [=======>......................] - ETA: 15s - loss: 0.2331 - accuracy: 0.8939
 87/296 [=======>......................] - ETA: 15s - loss: 0.2324 - accuracy: 0.8944
 88/296 [=======>......................] - ETA: 15s - loss: 0.2324 - accuracy: 0.8949
 89/296 [========>.....................] - ETA: 14s - loss: 0.2313 - accuracy: 0.8954
 90/296 [========>.....................] - ETA: 14s - loss: 0.2336 - accuracy: 0.8938
 91/296 [========>.....................] - ETA: 14s - loss: 0.2343 - accuracy: 0.8935
 92/296 [========>.....................] - ETA: 14s - loss: 0.2363 - accuracy: 0.8927
 93/296 [========>.....................] - ETA: 14s - loss: 0.2380 - accuracy: 0.8918
 94/296 [========>.....................] - ETA: 14s - loss: 0.2363 - accuracy: 0.8930
 95/296 [========>.....................] - ETA: 14s - loss: 0.2384 - accuracy: 0.8908
 96/296 [========>.....................] - ETA: 14s - loss: 0.2387 - accuracy: 0.8893
 97/296 [========>.....................] - ETA: 14s - loss: 0.2387 - accuracy: 0.8885
 98/296 [========>.....................] - ETA: 14s - loss: 0.2375 - accuracy: 0.8890
 99/296 [=========>....................] - ETA: 14s - loss: 0.2369 - accuracy: 0.8889
100/296 [=========>....................] - ETA: 14s - loss: 0.2372 - accuracy: 0.8888
101/296 [=========>....................] - ETA: 14s - loss: 0.2359 - accuracy: 0.8899
102/296 [=========>....................] - ETA: 14s - loss: 0.2356 - accuracy: 0.8903
103/296 [=========>....................] - ETA: 14s - loss: 0.2346 - accuracy: 0.8908
104/296 [=========>....................] - ETA: 14s - loss: 0.2325 - accuracy: 0.8918
105/296 [=========>....................] - ETA: 14s - loss: 0.2319 - accuracy: 0.8911
106/296 [=========>....................] - ETA: 14s - loss: 0.2315 - accuracy: 0.8915
107/296 [=========>....................] - ETA: 13s - loss: 0.2313 - accuracy: 0.8914
108/296 [=========>....................] - ETA: 13s - loss: 0.2309 - accuracy: 0.8918
109/296 [==========>...................] - ETA: 13s - loss: 0.2323 - accuracy: 0.8899
110/296 [==========>...................] - ETA: 13s - loss: 0.2377 - accuracy: 0.8892
111/296 [==========>...................] - ETA: 13s - loss: 0.2362 - accuracy: 0.8902
112/296 [==========>...................] - ETA: 13s - loss: 0.2365 - accuracy: 0.8895
113/296 [==========>...................] - ETA: 13s - loss: 0.2361 - accuracy: 0.8899
114/296 [==========>...................] - ETA: 13s - loss: 0.2360 - accuracy: 0.8898
115/296 [==========>...................] - ETA: 13s - loss: 0.2367 - accuracy: 0.8886
116/296 [==========>...................] - ETA: 13s - loss: 0.2381 - accuracy: 0.8879
117/296 [==========>...................] - ETA: 13s - loss: 0.2395 - accuracy: 0.8873
118/296 [==========>...................] - ETA: 13s - loss: 0.2432 - accuracy: 0.8845
119/296 [===========>..................] - ETA: 13s - loss: 0.2424 - accuracy: 0.8850
120/296 [===========>..................] - ETA: 12s - loss: 0.2413 - accuracy: 0.8854
121/296 [===========>..................] - ETA: 12s - loss: 0.2411 - accuracy: 0.8853
122/296 [===========>..................] - ETA: 12s - loss: 0.2404 - accuracy: 0.8858
123/296 [===========>..................] - ETA: 12s - loss: 0.2396 - accuracy: 0.8862
124/296 [===========>..................] - ETA: 12s - loss: 0.2389 - accuracy: 0.8866
125/296 [===========>..................] - ETA: 12s - loss: 0.2392 - accuracy: 0.8865
126/296 [===========>..................] - ETA: 12s - loss: 0.2387 - accuracy: 0.8864
127/296 [===========>..................] - ETA: 12s - loss: 0.2383 - accuracy: 0.8868
128/296 [===========>..................] - ETA: 12s - loss: 0.2384 - accuracy: 0.8872
129/296 [============>.................] - ETA: 12s - loss: 0.2393 - accuracy: 0.8857
130/296 [============>.................] - ETA: 12s - loss: 0.2384 - accuracy: 0.8865
131/296 [============>.................] - ETA: 12s - loss: 0.2380 - accuracy: 0.8869
132/296 [============>.................] - ETA: 12s - loss: 0.2381 - accuracy: 0.8873
133/296 [============>.................] - ETA: 12s - loss: 0.2395 - accuracy: 0.8867
134/296 [============>.................] - ETA: 11s - loss: 0.2394 - accuracy: 0.8871
135/296 [============>.................] - ETA: 11s - loss: 0.2395 - accuracy: 0.8875
136/296 [============>.................] - ETA: 11s - loss: 0.2398 - accuracy: 0.8869
137/296 [============>.................] - ETA: 11s - loss: 0.2396 - accuracy: 0.8873
138/296 [============>.................] - ETA: 11s - loss: 0.2393 - accuracy: 0.8872
139/296 [=============>................] - ETA: 11s - loss: 0.2399 - accuracy: 0.8871
140/296 [=============>................] - ETA: 11s - loss: 0.2399 - accuracy: 0.8875
141/296 [=============>................] - ETA: 11s - loss: 0.2395 - accuracy: 0.8879
142/296 [=============>................] - ETA: 11s - loss: 0.2399 - accuracy: 0.8882
143/296 [=============>................] - ETA: 11s - loss: 0.2393 - accuracy: 0.8890
144/296 [=============>................] - ETA: 11s - loss: 0.2383 - accuracy: 0.8898
145/296 [=============>................] - ETA: 11s - loss: 0.2386 - accuracy: 0.8892
146/296 [=============>................] - ETA: 11s - loss: 0.2381 - accuracy: 0.8896
147/296 [=============>................] - ETA: 10s - loss: 0.2388 - accuracy: 0.8890
148/296 [==============>...............] - ETA: 10s - loss: 0.2389 - accuracy: 0.8889
149/296 [==============>...............] - ETA: 10s - loss: 0.2387 - accuracy: 0.8897
150/296 [==============>...............] - ETA: 10s - loss: 0.2388 - accuracy: 0.8896
151/296 [==============>...............] - ETA: 10s - loss: 0.2394 - accuracy: 0.8891
152/296 [==============>...............] - ETA: 10s - loss: 0.2404 - accuracy: 0.8894
153/296 [==============>...............] - ETA: 10s - loss: 0.2412 - accuracy: 0.8885
154/296 [==============>...............] - ETA: 10s - loss: 0.2409 - accuracy: 0.8880
155/296 [==============>...............] - ETA: 10s - loss: 0.2411 - accuracy: 0.8879
156/296 [==============>...............] - ETA: 10s - loss: 0.2418 - accuracy: 0.8878
157/296 [==============>...............] - ETA: 10s - loss: 0.2421 - accuracy: 0.8877
158/296 [===============>..............] - ETA: 10s - loss: 0.2433 - accuracy: 0.8869
159/296 [===============>..............] - ETA: 10s - loss: 0.2431 - accuracy: 0.8872
160/296 [===============>..............] - ETA: 9s - loss: 0.2438 - accuracy: 0.8875 
161/296 [===============>..............] - ETA: 9s - loss: 0.2432 - accuracy: 0.8878
162/296 [===============>..............] - ETA: 9s - loss: 0.2454 - accuracy: 0.8870
163/296 [===============>..............] - ETA: 9s - loss: 0.2460 - accuracy: 0.8869
164/296 [===============>..............] - ETA: 9s - loss: 0.2455 - accuracy: 0.8868
165/296 [===============>..............] - ETA: 9s - loss: 0.2461 - accuracy: 0.8867
166/296 [===============>..............] - ETA: 9s - loss: 0.2456 - accuracy: 0.8870
167/296 [===============>..............] - ETA: 9s - loss: 0.2450 - accuracy: 0.8874
168/296 [================>.............] - ETA: 9s - loss: 0.2451 - accuracy: 0.8873
169/296 [================>.............] - ETA: 9s - loss: 0.2450 - accuracy: 0.8868
170/296 [================>.............] - ETA: 9s - loss: 0.2439 - accuracy: 0.8875
171/296 [================>.............] - ETA: 9s - loss: 0.2442 - accuracy: 0.8878
172/296 [================>.............] - ETA: 9s - loss: 0.2444 - accuracy: 0.8874
173/296 [================>.............] - ETA: 8s - loss: 0.2444 - accuracy: 0.8869
174/296 [================>.............] - ETA: 8s - loss: 0.2462 - accuracy: 0.8861
175/296 [================>.............] - ETA: 8s - loss: 0.2455 - accuracy: 0.8864
176/296 [================>.............] - ETA: 8s - loss: 0.2456 - accuracy: 0.8864
177/296 [================>.............] - ETA: 8s - loss: 0.2451 - accuracy: 0.8870
178/296 [=================>............] - ETA: 8s - loss: 0.2460 - accuracy: 0.8866
179/296 [=================>............] - ETA: 8s - loss: 0.2461 - accuracy: 0.8865
180/296 [=================>............] - ETA: 8s - loss: 0.2466 - accuracy: 0.8861
181/296 [=================>............] - ETA: 8s - loss: 0.2461 - accuracy: 0.8864
182/296 [=================>............] - ETA: 8s - loss: 0.2459 - accuracy: 0.8863
183/296 [=================>............] - ETA: 8s - loss: 0.2470 - accuracy: 0.8852
184/296 [=================>............] - ETA: 8s - loss: 0.2469 - accuracy: 0.8849
185/296 [=================>............] - ETA: 8s - loss: 0.2464 - accuracy: 0.8851
186/296 [=================>............] - ETA: 7s - loss: 0.2462 - accuracy: 0.8854
187/296 [=================>............] - ETA: 7s - loss: 0.2459 - accuracy: 0.8860
188/296 [==================>...........] - ETA: 7s - loss: 0.2453 - accuracy: 0.8866
189/296 [==================>...........] - ETA: 7s - loss: 0.2451 - accuracy: 0.8869
190/296 [==================>...........] - ETA: 7s - loss: 0.2449 - accuracy: 0.8872
191/296 [==================>...........] - ETA: 7s - loss: 0.2445 - accuracy: 0.8878
192/296 [==================>...........] - ETA: 7s - loss: 0.2448 - accuracy: 0.8874
193/296 [==================>...........] - ETA: 7s - loss: 0.2446 - accuracy: 0.8876
194/296 [==================>...........] - ETA: 7s - loss: 0.2438 - accuracy: 0.8882
195/296 [==================>...........] - ETA: 7s - loss: 0.2434 - accuracy: 0.8885
196/296 [==================>...........] - ETA: 7s - loss: 0.2432 - accuracy: 0.8884
197/296 [==================>...........] - ETA: 7s - loss: 0.2432 - accuracy: 0.8886
198/296 [===================>..........] - ETA: 7s - loss: 0.2432 - accuracy: 0.8886
199/296 [===================>..........] - ETA: 7s - loss: 0.2445 - accuracy: 0.8885
200/296 [===================>..........] - ETA: 7s - loss: 0.2445 - accuracy: 0.8884
201/296 [===================>..........] - ETA: 6s - loss: 0.2454 - accuracy: 0.8881
202/296 [===================>..........] - ETA: 6s - loss: 0.2448 - accuracy: 0.8880
203/296 [===================>..........] - ETA: 6s - loss: 0.2459 - accuracy: 0.8873
204/296 [===================>..........] - ETA: 6s - loss: 0.2455 - accuracy: 0.8876
205/296 [===================>..........] - ETA: 6s - loss: 0.2462 - accuracy: 0.8872
206/296 [===================>..........] - ETA: 6s - loss: 0.2463 - accuracy: 0.8874
207/296 [===================>..........] - ETA: 6s - loss: 0.2461 - accuracy: 0.8874
208/296 [====================>.........] - ETA: 6s - loss: 0.2456 - accuracy: 0.8879
209/296 [====================>.........] - ETA: 6s - loss: 0.2459 - accuracy: 0.8876
210/296 [====================>.........] - ETA: 6s - loss: 0.2467 - accuracy: 0.8866
211/296 [====================>.........] - ETA: 6s - loss: 0.2470 - accuracy: 0.8863
212/296 [====================>.........] - ETA: 6s - loss: 0.2465 - accuracy: 0.8865
213/296 [====================>.........] - ETA: 6s - loss: 0.2465 - accuracy: 0.8867
214/296 [====================>.........] - ETA: 5s - loss: 0.2461 - accuracy: 0.8873
215/296 [====================>.........] - ETA: 5s - loss: 0.2454 - accuracy: 0.8878
216/296 [====================>.........] - ETA: 5s - loss: 0.2463 - accuracy: 0.8872
217/296 [====================>.........] - ETA: 5s - loss: 0.2465 - accuracy: 0.8868
218/296 [=====================>........] - ETA: 5s - loss: 0.2462 - accuracy: 0.8870
219/296 [=====================>........] - ETA: 5s - loss: 0.2463 - accuracy: 0.8870
220/296 [=====================>........] - ETA: 5s - loss: 0.2457 - accuracy: 0.8875
221/296 [=====================>........] - ETA: 5s - loss: 0.2469 - accuracy: 0.8866
222/296 [=====================>........] - ETA: 5s - loss: 0.2463 - accuracy: 0.8871
223/296 [=====================>........] - ETA: 5s - loss: 0.2467 - accuracy: 0.8871
224/296 [=====================>........] - ETA: 5s - loss: 0.2463 - accuracy: 0.8873
225/296 [=====================>........] - ETA: 5s - loss: 0.2468 - accuracy: 0.8864
226/296 [=====================>........] - ETA: 5s - loss: 0.2465 - accuracy: 0.8863
227/296 [======================>.......] - ETA: 5s - loss: 0.2468 - accuracy: 0.8860
228/296 [======================>.......] - ETA: 4s - loss: 0.2460 - accuracy: 0.8865
229/296 [======================>.......] - ETA: 4s - loss: 0.2455 - accuracy: 0.8867
230/296 [======================>.......] - ETA: 4s - loss: 0.2456 - accuracy: 0.8864
231/296 [======================>.......] - ETA: 4s - loss: 0.2449 - accuracy: 0.8869
232/296 [======================>.......] - ETA: 4s - loss: 0.2451 - accuracy: 0.8863
233/296 [======================>.......] - ETA: 4s - loss: 0.2458 - accuracy: 0.8863
234/296 [======================>.......] - ETA: 4s - loss: 0.2451 - accuracy: 0.8868
235/296 [======================>.......] - ETA: 4s - loss: 0.2444 - accuracy: 0.8872
236/296 [======================>.......] - ETA: 4s - loss: 0.2471 - accuracy: 0.8872
237/296 [=======================>......] - ETA: 4s - loss: 0.2468 - accuracy: 0.8871
238/296 [=======================>......] - ETA: 4s - loss: 0.2468 - accuracy: 0.8873
239/296 [=======================>......] - ETA: 4s - loss: 0.2467 - accuracy: 0.8873
240/296 [=======================>......] - ETA: 4s - loss: 0.2473 - accuracy: 0.8867
241/296 [=======================>......] - ETA: 3s - loss: 0.2471 - accuracy: 0.8867
242/296 [=======================>......] - ETA: 3s - loss: 0.2468 - accuracy: 0.8869
243/296 [=======================>......] - ETA: 3s - loss: 0.2470 - accuracy: 0.8868
244/296 [=======================>......] - ETA: 3s - loss: 0.2463 - accuracy: 0.8873
245/296 [=======================>......] - ETA: 3s - loss: 0.2457 - accuracy: 0.8878
246/296 [=======================>......] - ETA: 3s - loss: 0.2466 - accuracy: 0.8869
247/296 [========================>.....] - ETA: 3s - loss: 0.2465 - accuracy: 0.8871
248/296 [========================>.....] - ETA: 3s - loss: 0.2463 - accuracy: 0.8871
249/296 [========================>.....] - ETA: 3s - loss: 0.2468 - accuracy: 0.8868
250/296 [========================>.....] - ETA: 3s - loss: 0.2462 - accuracy: 0.8870
251/296 [========================>.....] - ETA: 3s - loss: 0.2458 - accuracy: 0.8872
252/296 [========================>.....] - ETA: 3s - loss: 0.2457 - accuracy: 0.8874
253/296 [========================>.....] - ETA: 3s - loss: 0.2451 - accuracy: 0.8878
254/296 [========================>.....] - ETA: 3s - loss: 0.2449 - accuracy: 0.8878
255/296 [========================>.....] - ETA: 2s - loss: 0.2444 - accuracy: 0.8880
256/296 [========================>.....] - ETA: 2s - loss: 0.2447 - accuracy: 0.8879
257/296 [=========================>....] - ETA: 2s - loss: 0.2442 - accuracy: 0.8884
258/296 [=========================>....] - ETA: 2s - loss: 0.2440 - accuracy: 0.8883
259/296 [=========================>....] - ETA: 2s - loss: 0.2441 - accuracy: 0.8883
260/296 [=========================>....] - ETA: 2s - loss: 0.2436 - accuracy: 0.8887
261/296 [=========================>....] - ETA: 2s - loss: 0.2439 - accuracy: 0.8882
262/296 [=========================>....] - ETA: 2s - loss: 0.2438 - accuracy: 0.8884
263/296 [=========================>....] - ETA: 2s - loss: 0.2437 - accuracy: 0.8883
264/296 [=========================>....] - ETA: 2s - loss: 0.2432 - accuracy: 0.8887
265/296 [=========================>....] - ETA: 2s - loss: 0.2429 - accuracy: 0.8889
266/296 [=========================>....] - ETA: 2s - loss: 0.2422 - accuracy: 0.8893
267/296 [==========================>...] - ETA: 2s - loss: 0.2426 - accuracy: 0.8893
268/296 [==========================>...] - ETA: 2s - loss: 0.2436 - accuracy: 0.8890
269/296 [==========================>...] - ETA: 1s - loss: 0.2432 - accuracy: 0.8892
270/296 [==========================>...] - ETA: 1s - loss: 0.2441 - accuracy: 0.8889
271/296 [==========================>...] - ETA: 1s - loss: 0.2436 - accuracy: 0.8891
272/296 [==========================>...] - ETA: 1s - loss: 0.2433 - accuracy: 0.8890
273/296 [==========================>...] - ETA: 1s - loss: 0.2429 - accuracy: 0.8890
274/296 [==========================>...] - ETA: 1s - loss: 0.2424 - accuracy: 0.8894
275/296 [==========================>...] - ETA: 1s - loss: 0.2422 - accuracy: 0.8895
276/296 [==========================>...] - ETA: 1s - loss: 0.2417 - accuracy: 0.8899
277/296 [===========================>..] - ETA: 1s - loss: 0.2427 - accuracy: 0.8897
278/296 [===========================>..] - ETA: 1s - loss: 0.2433 - accuracy: 0.8896
279/296 [===========================>..] - ETA: 1s - loss: 0.2436 - accuracy: 0.8896
280/296 [===========================>..] - ETA: 1s - loss: 0.2433 - accuracy: 0.8900
281/296 [===========================>..] - ETA: 1s - loss: 0.2427 - accuracy: 0.8903
282/296 [===========================>..] - ETA: 1s - loss: 0.2426 - accuracy: 0.8905
283/296 [===========================>..] - ETA: 0s - loss: 0.2427 - accuracy: 0.8902
284/296 [===========================>..] - ETA: 0s - loss: 0.2429 - accuracy: 0.8902
285/296 [===========================>..] - ETA: 0s - loss: 0.2425 - accuracy: 0.8904
286/296 [===========================>..] - ETA: 0s - loss: 0.2427 - accuracy: 0.8901
287/296 [============================>.] - ETA: 0s - loss: 0.2426 - accuracy: 0.8898
288/296 [============================>.] - ETA: 0s - loss: 0.2428 - accuracy: 0.8898
289/296 [============================>.] - ETA: 0s - loss: 0.2428 - accuracy: 0.8899
290/296 [============================>.] - ETA: 0s - loss: 0.2432 - accuracy: 0.8899
291/296 [============================>.] - ETA: 0s - loss: 0.2428 - accuracy: 0.8898
292/296 [============================>.] - ETA: 0s - loss: 0.2427 - accuracy: 0.8900
293/296 [============================>.] - ETA: 0s - loss: 0.2431 - accuracy: 0.8899
294/296 [============================>.] - ETA: 0s - loss: 0.2429 - accuracy: 0.8901
295/296 [============================>.] - ETA: 0s - loss: 0.2434 - accuracy: 0.8898
296/296 [==============================] - 21s 72ms/step - loss: 0.2430 - accuracy: 0.8899

296/296 [==============================] - 23s 77ms/step - loss: 0.2430 - accuracy: 0.8899 - val_loss: 0.2415 - val_accuracy: 0.8903
Epoch 27/50

  1/296 [..............................] - ETA: 15s - loss: 0.3046 - accuracy: 0.9375
  2/296 [..............................] - ETA: 18s - loss: 0.2614 - accuracy: 0.9375
  3/296 [..............................] - ETA: 24s - loss: 0.2049 - accuracy: 0.9583
  4/296 [..............................] - ETA: 22s - loss: 0.1724 - accuracy: 0.9688
  5/296 [..............................] - ETA: 21s - loss: 0.3131 - accuracy: 0.9500
  6/296 [..............................] - ETA: 20s - loss: 0.3097 - accuracy: 0.9271
  7/296 [..............................] - ETA: 19s - loss: 0.3045 - accuracy: 0.9196
  8/296 [..............................] - ETA: 19s - loss: 0.2916 - accuracy: 0.9062
  9/296 [..............................] - ETA: 19s - loss: 0.3082 - accuracy: 0.8819
 10/296 [>.............................] - ETA: 18s - loss: 0.2848 - accuracy: 0.8938
 11/296 [>.............................] - ETA: 18s - loss: 0.2949 - accuracy: 0.8864
 12/296 [>.............................] - ETA: 18s - loss: 0.2794 - accuracy: 0.8958
 13/296 [>.............................] - ETA: 18s - loss: 0.2702 - accuracy: 0.8990
 14/296 [>.............................] - ETA: 18s - loss: 0.2619 - accuracy: 0.9018
 15/296 [>.............................] - ETA: 18s - loss: 0.2531 - accuracy: 0.9042
 16/296 [>.............................] - ETA: 18s - loss: 0.2495 - accuracy: 0.9023
 17/296 [>.............................] - ETA: 18s - loss: 0.2588 - accuracy: 0.8971
 18/296 [>.............................] - ETA: 18s - loss: 0.2638 - accuracy: 0.8958
 19/296 [>.............................] - ETA: 18s - loss: 0.2674 - accuracy: 0.8947
 20/296 [=>............................] - ETA: 18s - loss: 0.2618 - accuracy: 0.9000
 21/296 [=>............................] - ETA: 18s - loss: 0.2641 - accuracy: 0.8958
 22/296 [=>............................] - ETA: 18s - loss: 0.2630 - accuracy: 0.8977
 23/296 [=>............................] - ETA: 18s - loss: 0.2597 - accuracy: 0.8995
 24/296 [=>............................] - ETA: 18s - loss: 0.2625 - accuracy: 0.8984
 25/296 [=>............................] - ETA: 17s - loss: 0.2611 - accuracy: 0.9000
 26/296 [=>............................] - ETA: 17s - loss: 0.2614 - accuracy: 0.9014
 27/296 [=>............................] - ETA: 17s - loss: 0.2624 - accuracy: 0.8981
 28/296 [=>............................] - ETA: 17s - loss: 0.2567 - accuracy: 0.9018
 29/296 [=>............................] - ETA: 17s - loss: 0.2535 - accuracy: 0.9030
 30/296 [==>...........................] - ETA: 17s - loss: 0.2570 - accuracy: 0.9021
 31/296 [==>...........................] - ETA: 17s - loss: 0.2559 - accuracy: 0.9032
 32/296 [==>...........................] - ETA: 17s - loss: 0.2530 - accuracy: 0.9043
 33/296 [==>...........................] - ETA: 17s - loss: 0.2548 - accuracy: 0.9015
 34/296 [==>...........................] - ETA: 17s - loss: 0.2505 - accuracy: 0.9044
 35/296 [==>...........................] - ETA: 17s - loss: 0.2487 - accuracy: 0.9054
 36/296 [==>...........................] - ETA: 17s - loss: 0.2453 - accuracy: 0.9062
 37/296 [==>...........................] - ETA: 17s - loss: 0.2427 - accuracy: 0.9071
 38/296 [==>...........................] - ETA: 17s - loss: 0.2459 - accuracy: 0.9062
 39/296 [==>...........................] - ETA: 17s - loss: 0.2450 - accuracy: 0.9038
 40/296 [===>..........................] - ETA: 17s - loss: 0.2444 - accuracy: 0.9031
 41/296 [===>..........................] - ETA: 16s - loss: 0.2443 - accuracy: 0.9024
 42/296 [===>..........................] - ETA: 16s - loss: 0.2461 - accuracy: 0.9003
 43/296 [===>..........................] - ETA: 16s - loss: 0.2464 - accuracy: 0.8997
 44/296 [===>..........................] - ETA: 16s - loss: 0.2452 - accuracy: 0.8991
 45/296 [===>..........................] - ETA: 16s - loss: 0.2506 - accuracy: 0.8972
 46/296 [===>..........................] - ETA: 16s - loss: 0.2467 - accuracy: 0.8995
 47/296 [===>..........................] - ETA: 16s - loss: 0.2449 - accuracy: 0.8989
 48/296 [===>..........................] - ETA: 16s - loss: 0.2454 - accuracy: 0.8971
 49/296 [===>..........................] - ETA: 16s - loss: 0.2459 - accuracy: 0.8954
 50/296 [====>.........................] - ETA: 16s - loss: 0.2461 - accuracy: 0.8950
 51/296 [====>.........................] - ETA: 16s - loss: 0.2458 - accuracy: 0.8946
 52/296 [====>.........................] - ETA: 16s - loss: 0.2477 - accuracy: 0.8918
 53/296 [====>.........................] - ETA: 16s - loss: 0.2465 - accuracy: 0.8927
 54/296 [====>.........................] - ETA: 16s - loss: 0.2494 - accuracy: 0.8924
 55/296 [====>.........................] - ETA: 16s - loss: 0.2485 - accuracy: 0.8932
 56/296 [====>.........................] - ETA: 16s - loss: 0.2488 - accuracy: 0.8917
 57/296 [====>.........................] - ETA: 16s - loss: 0.2476 - accuracy: 0.8914
 58/296 [====>.........................] - ETA: 16s - loss: 0.2468 - accuracy: 0.8912
 59/296 [====>.........................] - ETA: 16s - loss: 0.2436 - accuracy: 0.8930
 60/296 [=====>........................] - ETA: 16s - loss: 0.2420 - accuracy: 0.8938
 61/296 [=====>........................] - ETA: 15s - loss: 0.2413 - accuracy: 0.8945
 62/296 [=====>........................] - ETA: 15s - loss: 0.2402 - accuracy: 0.8942
 63/296 [=====>........................] - ETA: 15s - loss: 0.2395 - accuracy: 0.8948
 64/296 [=====>........................] - ETA: 15s - loss: 0.2366 - accuracy: 0.8965
 65/296 [=====>........................] - ETA: 15s - loss: 0.2349 - accuracy: 0.8971
 66/296 [=====>........................] - ETA: 15s - loss: 0.2365 - accuracy: 0.8958
 67/296 [=====>........................] - ETA: 16s - loss: 0.2361 - accuracy: 0.8955
 68/296 [=====>........................] - ETA: 15s - loss: 0.2379 - accuracy: 0.8934
 69/296 [=====>........................] - ETA: 15s - loss: 0.2379 - accuracy: 0.8931
 70/296 [======>.......................] - ETA: 15s - loss: 0.2368 - accuracy: 0.8929
 71/296 [======>.......................] - ETA: 15s - loss: 0.2349 - accuracy: 0.8944
 72/296 [======>.......................] - ETA: 15s - loss: 0.2334 - accuracy: 0.8958
 73/296 [======>.......................] - ETA: 15s - loss: 0.2330 - accuracy: 0.8964
 74/296 [======>.......................] - ETA: 15s - loss: 0.2326 - accuracy: 0.8970
 75/296 [======>.......................] - ETA: 15s - loss: 0.2316 - accuracy: 0.8975
 76/296 [======>.......................] - ETA: 15s - loss: 0.2316 - accuracy: 0.8972
 77/296 [======>.......................] - ETA: 15s - loss: 0.2308 - accuracy: 0.8977
 78/296 [======>.......................] - ETA: 15s - loss: 0.2303 - accuracy: 0.8982
 79/296 [=======>......................] - ETA: 15s - loss: 0.2298 - accuracy: 0.8987
 80/296 [=======>......................] - ETA: 15s - loss: 0.2298 - accuracy: 0.8977
 81/296 [=======>......................] - ETA: 15s - loss: 0.2277 - accuracy: 0.8989
 82/296 [=======>......................] - ETA: 15s - loss: 0.2281 - accuracy: 0.8986
 83/296 [=======>......................] - ETA: 15s - loss: 0.2274 - accuracy: 0.8991
 84/296 [=======>......................] - ETA: 15s - loss: 0.2254 - accuracy: 0.9003
 85/296 [=======>......................] - ETA: 15s - loss: 0.2251 - accuracy: 0.8993
 86/296 [=======>......................] - ETA: 14s - loss: 0.2275 - accuracy: 0.8968
 87/296 [=======>......................] - ETA: 15s - loss: 0.2267 - accuracy: 0.8966
 88/296 [=======>......................] - ETA: 14s - loss: 0.2253 - accuracy: 0.8970
 89/296 [========>.....................] - ETA: 14s - loss: 0.2238 - accuracy: 0.8982
 90/296 [========>.....................] - ETA: 14s - loss: 0.2222 - accuracy: 0.8993
 91/296 [========>.....................] - ETA: 14s - loss: 0.2206 - accuracy: 0.9004
 92/296 [========>.....................] - ETA: 14s - loss: 0.2209 - accuracy: 0.9008
 93/296 [========>.....................] - ETA: 14s - loss: 0.2218 - accuracy: 0.9012
 94/296 [========>.....................] - ETA: 14s - loss: 0.2207 - accuracy: 0.9023
 95/296 [========>.....................] - ETA: 14s - loss: 0.2214 - accuracy: 0.9013
 96/296 [========>.....................] - ETA: 14s - loss: 0.2202 - accuracy: 0.9023
 97/296 [========>.....................] - ETA: 14s - loss: 0.2186 - accuracy: 0.9027
 98/296 [========>.....................] - ETA: 14s - loss: 0.2187 - accuracy: 0.9024
 99/296 [=========>....................] - ETA: 14s - loss: 0.2182 - accuracy: 0.9021
100/296 [=========>....................] - ETA: 13s - loss: 0.2183 - accuracy: 0.9025
101/296 [=========>....................] - ETA: 13s - loss: 0.2167 - accuracy: 0.9035
102/296 [=========>....................] - ETA: 13s - loss: 0.2171 - accuracy: 0.9038
103/296 [=========>....................] - ETA: 13s - loss: 0.2176 - accuracy: 0.9041
104/296 [=========>....................] - ETA: 13s - loss: 0.2173 - accuracy: 0.9038
105/296 [=========>....................] - ETA: 13s - loss: 0.2177 - accuracy: 0.9042
106/296 [=========>....................] - ETA: 13s - loss: 0.2197 - accuracy: 0.9033
107/296 [=========>....................] - ETA: 13s - loss: 0.2199 - accuracy: 0.9036
108/296 [=========>....................] - ETA: 13s - loss: 0.2194 - accuracy: 0.9039
109/296 [==========>...................] - ETA: 13s - loss: 0.2184 - accuracy: 0.9048
110/296 [==========>...................] - ETA: 13s - loss: 0.2169 - accuracy: 0.9057
111/296 [==========>...................] - ETA: 13s - loss: 0.2156 - accuracy: 0.9060
112/296 [==========>...................] - ETA: 13s - loss: 0.2168 - accuracy: 0.9051
113/296 [==========>...................] - ETA: 13s - loss: 0.2172 - accuracy: 0.9049
114/296 [==========>...................] - ETA: 12s - loss: 0.2176 - accuracy: 0.9052
115/296 [==========>...................] - ETA: 13s - loss: 0.2208 - accuracy: 0.9038
116/296 [==========>...................] - ETA: 12s - loss: 0.2200 - accuracy: 0.9041
117/296 [==========>...................] - ETA: 12s - loss: 0.2203 - accuracy: 0.9044
118/296 [==========>...................] - ETA: 12s - loss: 0.2223 - accuracy: 0.9036
119/296 [===========>..................] - ETA: 12s - loss: 0.2211 - accuracy: 0.9044
120/296 [===========>..................] - ETA: 12s - loss: 0.2212 - accuracy: 0.9047
121/296 [===========>..................] - ETA: 12s - loss: 0.2213 - accuracy: 0.9044
122/296 [===========>..................] - ETA: 12s - loss: 0.2239 - accuracy: 0.9037
123/296 [===========>..................] - ETA: 12s - loss: 0.2247 - accuracy: 0.9040
124/296 [===========>..................] - ETA: 12s - loss: 0.2246 - accuracy: 0.9042
125/296 [===========>..................] - ETA: 12s - loss: 0.2252 - accuracy: 0.9045
126/296 [===========>..................] - ETA: 12s - loss: 0.2252 - accuracy: 0.9048
127/296 [===========>..................] - ETA: 12s - loss: 0.2273 - accuracy: 0.9031
128/296 [===========>..................] - ETA: 12s - loss: 0.2263 - accuracy: 0.9038
129/296 [============>.................] - ETA: 12s - loss: 0.2264 - accuracy: 0.9031
130/296 [============>.................] - ETA: 12s - loss: 0.2272 - accuracy: 0.9029
131/296 [============>.................] - ETA: 12s - loss: 0.2265 - accuracy: 0.9036
132/296 [============>.................] - ETA: 11s - loss: 0.2263 - accuracy: 0.9039
133/296 [============>.................] - ETA: 11s - loss: 0.2266 - accuracy: 0.9037
134/296 [============>.................] - ETA: 11s - loss: 0.2261 - accuracy: 0.9039
135/296 [============>.................] - ETA: 11s - loss: 0.2249 - accuracy: 0.9046
136/296 [============>.................] - ETA: 11s - loss: 0.2274 - accuracy: 0.9035
137/296 [============>.................] - ETA: 11s - loss: 0.2274 - accuracy: 0.9037
138/296 [============>.................] - ETA: 11s - loss: 0.2281 - accuracy: 0.9026
139/296 [=============>................] - ETA: 11s - loss: 0.2276 - accuracy: 0.9029
140/296 [=============>................] - ETA: 11s - loss: 0.2279 - accuracy: 0.9031
141/296 [=============>................] - ETA: 11s - loss: 0.2273 - accuracy: 0.9034
142/296 [=============>................] - ETA: 11s - loss: 0.2286 - accuracy: 0.9027
143/296 [=============>................] - ETA: 11s - loss: 0.2285 - accuracy: 0.9030
144/296 [=============>................] - ETA: 11s - loss: 0.2282 - accuracy: 0.9032
145/296 [=============>................] - ETA: 10s - loss: 0.2285 - accuracy: 0.9034
146/296 [=============>................] - ETA: 10s - loss: 0.2286 - accuracy: 0.9033
147/296 [=============>................] - ETA: 10s - loss: 0.2280 - accuracy: 0.9035
148/296 [==============>...............] - ETA: 10s - loss: 0.2284 - accuracy: 0.9029
149/296 [==============>...............] - ETA: 10s - loss: 0.2279 - accuracy: 0.9027
150/296 [==============>...............] - ETA: 10s - loss: 0.2272 - accuracy: 0.9033
151/296 [==============>...............] - ETA: 10s - loss: 0.2272 - accuracy: 0.9027
152/296 [==============>...............] - ETA: 10s - loss: 0.2273 - accuracy: 0.9025
153/296 [==============>...............] - ETA: 10s - loss: 0.2272 - accuracy: 0.9024
154/296 [==============>...............] - ETA: 10s - loss: 0.2269 - accuracy: 0.9022
155/296 [==============>...............] - ETA: 10s - loss: 0.2268 - accuracy: 0.9020
156/296 [==============>...............] - ETA: 10s - loss: 0.2256 - accuracy: 0.9026
157/296 [==============>...............] - ETA: 10s - loss: 0.2253 - accuracy: 0.9025
158/296 [===============>..............] - ETA: 10s - loss: 0.2243 - accuracy: 0.9031
159/296 [===============>..............] - ETA: 9s - loss: 0.2237 - accuracy: 0.9033 
160/296 [===============>..............] - ETA: 9s - loss: 0.2243 - accuracy: 0.9027
161/296 [===============>..............] - ETA: 9s - loss: 0.2266 - accuracy: 0.9014
162/296 [===============>..............] - ETA: 9s - loss: 0.2271 - accuracy: 0.9012
163/296 [===============>..............] - ETA: 9s - loss: 0.2280 - accuracy: 0.9003
164/296 [===============>..............] - ETA: 9s - loss: 0.2277 - accuracy: 0.9005
165/296 [===============>..............] - ETA: 9s - loss: 0.2282 - accuracy: 0.9004
166/296 [===============>..............] - ETA: 9s - loss: 0.2282 - accuracy: 0.9002
167/296 [===============>..............] - ETA: 9s - loss: 0.2280 - accuracy: 0.9008
168/296 [================>.............] - ETA: 9s - loss: 0.2283 - accuracy: 0.9007
169/296 [================>.............] - ETA: 9s - loss: 0.2281 - accuracy: 0.9005
170/296 [================>.............] - ETA: 9s - loss: 0.2291 - accuracy: 0.8996
171/296 [================>.............] - ETA: 9s - loss: 0.2290 - accuracy: 0.8991
172/296 [================>.............] - ETA: 8s - loss: 0.2299 - accuracy: 0.8983
173/296 [================>.............] - ETA: 8s - loss: 0.2302 - accuracy: 0.8985
174/296 [================>.............] - ETA: 8s - loss: 0.2306 - accuracy: 0.8976
175/296 [================>.............] - ETA: 8s - loss: 0.2302 - accuracy: 0.8982
176/296 [================>.............] - ETA: 8s - loss: 0.2295 - accuracy: 0.8984
177/296 [================>.............] - ETA: 8s - loss: 0.2288 - accuracy: 0.8990
178/296 [=================>............] - ETA: 8s - loss: 0.2299 - accuracy: 0.8982
179/296 [=================>............] - ETA: 8s - loss: 0.2294 - accuracy: 0.8984
180/296 [=================>............] - ETA: 8s - loss: 0.2289 - accuracy: 0.8986
181/296 [=================>............] - ETA: 8s - loss: 0.2292 - accuracy: 0.8981
182/296 [=================>............] - ETA: 8s - loss: 0.2284 - accuracy: 0.8987
183/296 [=================>............] - ETA: 8s - loss: 0.2283 - accuracy: 0.8989
184/296 [=================>............] - ETA: 8s - loss: 0.2288 - accuracy: 0.8988
185/296 [=================>............] - ETA: 8s - loss: 0.2289 - accuracy: 0.8990
186/296 [=================>............] - ETA: 7s - loss: 0.2285 - accuracy: 0.8989
187/296 [=================>............] - ETA: 7s - loss: 0.2291 - accuracy: 0.8984
188/296 [==================>...........] - ETA: 7s - loss: 0.2282 - accuracy: 0.8989
189/296 [==================>...........] - ETA: 7s - loss: 0.2284 - accuracy: 0.8988
190/296 [==================>...........] - ETA: 7s - loss: 0.2280 - accuracy: 0.8987
191/296 [==================>...........] - ETA: 7s - loss: 0.2278 - accuracy: 0.8986
192/296 [==================>...........] - ETA: 7s - loss: 0.2277 - accuracy: 0.8988
193/296 [==================>...........] - ETA: 7s - loss: 0.2272 - accuracy: 0.8993
194/296 [==================>...........] - ETA: 7s - loss: 0.2265 - accuracy: 0.8998
195/296 [==================>...........] - ETA: 7s - loss: 0.2269 - accuracy: 0.8994
196/296 [==================>...........] - ETA: 7s - loss: 0.2264 - accuracy: 0.8999
197/296 [==================>...........] - ETA: 7s - loss: 0.2265 - accuracy: 0.9001
198/296 [===================>..........] - ETA: 7s - loss: 0.2268 - accuracy: 0.8996
199/296 [===================>..........] - ETA: 7s - loss: 0.2260 - accuracy: 0.9001
200/296 [===================>..........] - ETA: 7s - loss: 0.2259 - accuracy: 0.9003
201/296 [===================>..........] - ETA: 6s - loss: 0.2256 - accuracy: 0.9002
202/296 [===================>..........] - ETA: 6s - loss: 0.2250 - accuracy: 0.9004
203/296 [===================>..........] - ETA: 6s - loss: 0.2255 - accuracy: 0.9006
204/296 [===================>..........] - ETA: 6s - loss: 0.2268 - accuracy: 0.8998
205/296 [===================>..........] - ETA: 6s - loss: 0.2266 - accuracy: 0.8997
206/296 [===================>..........] - ETA: 6s - loss: 0.2258 - accuracy: 0.9002
207/296 [===================>..........] - ETA: 6s - loss: 0.2255 - accuracy: 0.9001
208/296 [====================>.........] - ETA: 6s - loss: 0.2252 - accuracy: 0.9002
209/296 [====================>.........] - ETA: 6s - loss: 0.2249 - accuracy: 0.9004
210/296 [====================>.........] - ETA: 6s - loss: 0.2244 - accuracy: 0.9006
211/296 [====================>.........] - ETA: 6s - loss: 0.2268 - accuracy: 0.8999
212/296 [====================>.........] - ETA: 6s - loss: 0.2265 - accuracy: 0.8998
213/296 [====================>.........] - ETA: 6s - loss: 0.2256 - accuracy: 0.9002
214/296 [====================>.........] - ETA: 5s - loss: 0.2254 - accuracy: 0.9001
215/296 [====================>.........] - ETA: 5s - loss: 0.2248 - accuracy: 0.9006
216/296 [====================>.........] - ETA: 5s - loss: 0.2248 - accuracy: 0.9008
217/296 [====================>.........] - ETA: 5s - loss: 0.2246 - accuracy: 0.9006
218/296 [=====================>........] - ETA: 5s - loss: 0.2238 - accuracy: 0.9011
219/296 [=====================>........] - ETA: 5s - loss: 0.2235 - accuracy: 0.9013
220/296 [=====================>........] - ETA: 5s - loss: 0.2234 - accuracy: 0.9017
221/296 [=====================>........] - ETA: 5s - loss: 0.2237 - accuracy: 0.9013
222/296 [=====================>........] - ETA: 5s - loss: 0.2235 - accuracy: 0.9015
223/296 [=====================>........] - ETA: 5s - loss: 0.2229 - accuracy: 0.9019
224/296 [=====================>........] - ETA: 5s - loss: 0.2243 - accuracy: 0.9012
225/296 [=====================>........] - ETA: 5s - loss: 0.2239 - accuracy: 0.9014
226/296 [=====================>........] - ETA: 5s - loss: 0.2242 - accuracy: 0.9013
227/296 [======================>.......] - ETA: 4s - loss: 0.2250 - accuracy: 0.9009
228/296 [======================>.......] - ETA: 4s - loss: 0.2248 - accuracy: 0.9008
229/296 [======================>.......] - ETA: 4s - loss: 0.2256 - accuracy: 0.9004
230/296 [======================>.......] - ETA: 4s - loss: 0.2254 - accuracy: 0.9005
231/296 [======================>.......] - ETA: 4s - loss: 0.2252 - accuracy: 0.9007
232/296 [======================>.......] - ETA: 4s - loss: 0.2260 - accuracy: 0.9001
233/296 [======================>.......] - ETA: 4s - loss: 0.2256 - accuracy: 0.9002
234/296 [======================>.......] - ETA: 4s - loss: 0.2262 - accuracy: 0.8996
235/296 [======================>.......] - ETA: 4s - loss: 0.2261 - accuracy: 0.8995
236/296 [======================>.......] - ETA: 4s - loss: 0.2259 - accuracy: 0.8996
237/296 [=======================>......] - ETA: 4s - loss: 0.2258 - accuracy: 0.8998
238/296 [=======================>......] - ETA: 4s - loss: 0.2258 - accuracy: 0.8997
239/296 [=======================>......] - ETA: 4s - loss: 0.2256 - accuracy: 0.8996
240/296 [=======================>......] - ETA: 4s - loss: 0.2258 - accuracy: 0.8995
241/296 [=======================>......] - ETA: 4s - loss: 0.2269 - accuracy: 0.8986
242/296 [=======================>......] - ETA: 4s - loss: 0.2265 - accuracy: 0.8990
243/296 [=======================>......] - ETA: 4s - loss: 0.2269 - accuracy: 0.8989
244/296 [=======================>......] - ETA: 4s - loss: 0.2279 - accuracy: 0.8991
245/296 [=======================>......] - ETA: 4s - loss: 0.2280 - accuracy: 0.8990
246/296 [=======================>......] - ETA: 4s - loss: 0.2281 - accuracy: 0.8991
247/296 [========================>.....] - ETA: 4s - loss: 0.2285 - accuracy: 0.8983
248/296 [========================>.....] - ETA: 4s - loss: 0.2286 - accuracy: 0.8984
249/296 [========================>.....] - ETA: 4s - loss: 0.2284 - accuracy: 0.8983
250/296 [========================>.....] - ETA: 4s - loss: 0.2289 - accuracy: 0.8980
251/296 [========================>.....] - ETA: 4s - loss: 0.2287 - accuracy: 0.8984
252/296 [========================>.....] - ETA: 3s - loss: 0.2286 - accuracy: 0.8983
253/296 [========================>.....] - ETA: 3s - loss: 0.2280 - accuracy: 0.8987
254/296 [========================>.....] - ETA: 3s - loss: 0.2282 - accuracy: 0.8986
255/296 [========================>.....] - ETA: 3s - loss: 0.2289 - accuracy: 0.8983
256/296 [========================>.....] - ETA: 3s - loss: 0.2301 - accuracy: 0.8975
257/296 [=========================>....] - ETA: 3s - loss: 0.2306 - accuracy: 0.8969
258/296 [=========================>....] - ETA: 3s - loss: 0.2303 - accuracy: 0.8968
259/296 [=========================>....] - ETA: 3s - loss: 0.2301 - accuracy: 0.8967
260/296 [=========================>....] - ETA: 3s - loss: 0.2301 - accuracy: 0.8966
261/296 [=========================>....] - ETA: 3s - loss: 0.2298 - accuracy: 0.8966
262/296 [=========================>....] - ETA: 3s - loss: 0.2300 - accuracy: 0.8965
263/296 [=========================>....] - ETA: 3s - loss: 0.2303 - accuracy: 0.8964
264/296 [=========================>....] - ETA: 2s - loss: 0.2302 - accuracy: 0.8965
265/296 [=========================>....] - ETA: 2s - loss: 0.2308 - accuracy: 0.8960
266/296 [=========================>....] - ETA: 2s - loss: 0.2306 - accuracy: 0.8959
267/296 [==========================>...] - ETA: 2s - loss: 0.2301 - accuracy: 0.8963
268/296 [==========================>...] - ETA: 2s - loss: 0.2302 - accuracy: 0.8962
269/296 [==========================>...] - ETA: 2s - loss: 0.2302 - accuracy: 0.8961
270/296 [==========================>...] - ETA: 2s - loss: 0.2301 - accuracy: 0.8963
271/296 [==========================>...] - ETA: 2s - loss: 0.2306 - accuracy: 0.8962
272/296 [==========================>...] - ETA: 2s - loss: 0.2302 - accuracy: 0.8966
273/296 [==========================>...] - ETA: 2s - loss: 0.2302 - accuracy: 0.8967
274/296 [==========================>...] - ETA: 2s - loss: 0.2303 - accuracy: 0.8967
275/296 [==========================>...] - ETA: 1s - loss: 0.2306 - accuracy: 0.8964
276/296 [==========================>...] - ETA: 1s - loss: 0.2307 - accuracy: 0.8963
277/296 [===========================>..] - ETA: 1s - loss: 0.2304 - accuracy: 0.8962
278/296 [===========================>..] - ETA: 1s - loss: 0.2301 - accuracy: 0.8966
279/296 [===========================>..] - ETA: 1s - loss: 0.2296 - accuracy: 0.8970
280/296 [===========================>..] - ETA: 1s - loss: 0.2295 - accuracy: 0.8969
281/296 [===========================>..] - ETA: 1s - loss: 0.2292 - accuracy: 0.8970
282/296 [===========================>..] - ETA: 1s - loss: 0.2292 - accuracy: 0.8969
283/296 [===========================>..] - ETA: 1s - loss: 0.2293 - accuracy: 0.8966
284/296 [===========================>..] - ETA: 1s - loss: 0.2296 - accuracy: 0.8961
285/296 [===========================>..] - ETA: 1s - loss: 0.2293 - accuracy: 0.8963
286/296 [===========================>..] - ETA: 0s - loss: 0.2297 - accuracy: 0.8960
287/296 [============================>.] - ETA: 0s - loss: 0.2297 - accuracy: 0.8959
288/296 [============================>.] - ETA: 0s - loss: 0.2298 - accuracy: 0.8958
289/296 [============================>.] - ETA: 0s - loss: 0.2302 - accuracy: 0.8958
290/296 [============================>.] - ETA: 0s - loss: 0.2302 - accuracy: 0.8953
291/296 [============================>.] - ETA: 0s - loss: 0.2317 - accuracy: 0.8945
292/296 [============================>.] - ETA: 0s - loss: 0.2316 - accuracy: 0.8945
293/296 [============================>.] - ETA: 0s - loss: 0.2313 - accuracy: 0.8946
294/296 [============================>.] - ETA: 0s - loss: 0.2321 - accuracy: 0.8946
295/296 [============================>.] - ETA: 0s - loss: 0.2319 - accuracy: 0.8947
296/296 [==============================] - 31s 105ms/step - loss: 0.2325 - accuracy: 0.8945

296/296 [==============================] - 34s 117ms/step - loss: 0.2325 - accuracy: 0.8945 - val_loss: 0.2798 - val_accuracy: 0.8795
Epoch 28/50

  1/296 [..............................] - ETA: 19s - loss: 0.1733 - accuracy: 0.8750
  2/296 [..............................] - ETA: 40s - loss: 0.3161 - accuracy: 0.8125
  3/296 [..............................] - ETA: 49s - loss: 0.2654 - accuracy: 0.8542
  4/296 [..............................] - ETA: 46s - loss: 0.2702 - accuracy: 0.8438
  5/296 [..............................] - ETA: 1:18 - loss: 0.2813 - accuracy: 0.8500
  6/296 [..............................] - ETA: 1:10 - loss: 0.2685 - accuracy: 0.8646
  7/296 [..............................] - ETA: 1:14 - loss: 0.2606 - accuracy: 0.8661
  8/296 [..............................] - ETA: 1:25 - loss: 0.2649 - accuracy: 0.8672
  9/296 [..............................] - ETA: 1:31 - loss: 0.2556 - accuracy: 0.8819
 10/296 [>.............................] - ETA: 1:31 - loss: 0.2613 - accuracy: 0.8750
 11/296 [>.............................] - ETA: 1:32 - loss: 0.2433 - accuracy: 0.8807
 12/296 [>.............................] - ETA: 2:05 - loss: 0.2452 - accuracy: 0.8750
 13/296 [>.............................] - ETA: 2:05 - loss: 0.2309 - accuracy: 0.8846
 14/296 [>.............................] - ETA: 2:08 - loss: 0.2275 - accuracy: 0.8884
 15/296 [>.............................] - ETA: 2:05 - loss: 0.2311 - accuracy: 0.8917
 16/296 [>.............................] - ETA: 2:05 - loss: 0.2355 - accuracy: 0.8867
 17/296 [>.............................] - ETA: 2:00 - loss: 0.2347 - accuracy: 0.8824
 18/296 [>.............................] - ETA: 1:55 - loss: 0.2280 - accuracy: 0.8854
 19/296 [>.............................] - ETA: 1:50 - loss: 0.2473 - accuracy: 0.8750
 20/296 [=>............................] - ETA: 1:48 - loss: 0.2657 - accuracy: 0.8719
 21/296 [=>............................] - ETA: 1:45 - loss: 0.2595 - accuracy: 0.8780
 22/296 [=>............................] - ETA: 1:41 - loss: 0.2524 - accuracy: 0.8807
 23/296 [=>............................] - ETA: 1:36 - loss: 0.2488 - accuracy: 0.8859
 24/296 [=>............................] - ETA: 1:32 - loss: 0.2608 - accuracy: 0.8802
 25/296 [=>............................] - ETA: 1:29 - loss: 0.2639 - accuracy: 0.8775
 26/296 [=>............................] - ETA: 1:26 - loss: 0.2629 - accuracy: 0.8774
 27/296 [=>............................] - ETA: 1:23 - loss: 0.2603 - accuracy: 0.8796
 28/296 [=>............................] - ETA: 1:20 - loss: 0.2591 - accuracy: 0.8772
 29/296 [=>............................] - ETA: 1:17 - loss: 0.2553 - accuracy: 0.8793
 30/296 [==>...........................] - ETA: 1:15 - loss: 0.2503 - accuracy: 0.8833
 31/296 [==>...........................] - ETA: 1:12 - loss: 0.2504 - accuracy: 0.8831
 32/296 [==>...........................] - ETA: 1:10 - loss: 0.2566 - accuracy: 0.8789
 33/296 [==>...........................] - ETA: 1:08 - loss: 0.2603 - accuracy: 0.8731
 34/296 [==>...........................] - ETA: 1:07 - loss: 0.2610 - accuracy: 0.8713
 35/296 [==>...........................] - ETA: 1:05 - loss: 0.2568 - accuracy: 0.8750
 36/296 [==>...........................] - ETA: 1:03 - loss: 0.2615 - accuracy: 0.8750
 37/296 [==>...........................] - ETA: 1:01 - loss: 0.2602 - accuracy: 0.8767
 38/296 [==>...........................] - ETA: 1:00 - loss: 0.2619 - accuracy: 0.8750
 39/296 [==>...........................] - ETA: 59s - loss: 0.2582 - accuracy: 0.8782 
 40/296 [===>..........................] - ETA: 57s - loss: 0.2570 - accuracy: 0.8797
 41/296 [===>..........................] - ETA: 56s - loss: 0.2569 - accuracy: 0.8796
 42/296 [===>..........................] - ETA: 55s - loss: 0.2588 - accuracy: 0.8780
 43/296 [===>..........................] - ETA: 53s - loss: 0.2570 - accuracy: 0.8779
 44/296 [===>..........................] - ETA: 52s - loss: 0.2541 - accuracy: 0.8793
 45/296 [===>..........................] - ETA: 51s - loss: 0.2518 - accuracy: 0.8806
 46/296 [===>..........................] - ETA: 50s - loss: 0.2537 - accuracy: 0.8791
 47/296 [===>..........................] - ETA: 49s - loss: 0.2515 - accuracy: 0.8816
 48/296 [===>..........................] - ETA: 48s - loss: 0.2500 - accuracy: 0.8815
 49/296 [===>..........................] - ETA: 47s - loss: 0.2484 - accuracy: 0.8827
 50/296 [====>.........................] - ETA: 47s - loss: 0.2474 - accuracy: 0.8838
 51/296 [====>.........................] - ETA: 46s - loss: 0.2512 - accuracy: 0.8787
 52/296 [====>.........................] - ETA: 45s - loss: 0.2530 - accuracy: 0.8774
 53/296 [====>.........................] - ETA: 44s - loss: 0.2506 - accuracy: 0.8797
 54/296 [====>.........................] - ETA: 43s - loss: 0.2505 - accuracy: 0.8808
 55/296 [====>.........................] - ETA: 43s - loss: 0.2485 - accuracy: 0.8818
 56/296 [====>.........................] - ETA: 42s - loss: 0.2515 - accuracy: 0.8795
 57/296 [====>.........................] - ETA: 41s - loss: 0.2507 - accuracy: 0.8794
 58/296 [====>.........................] - ETA: 41s - loss: 0.2535 - accuracy: 0.8793
 59/296 [====>.........................] - ETA: 40s - loss: 0.2536 - accuracy: 0.8771
 60/296 [=====>........................] - ETA: 39s - loss: 0.2527 - accuracy: 0.8771
 61/296 [=====>........................] - ETA: 39s - loss: 0.2541 - accuracy: 0.8760
 62/296 [=====>........................] - ETA: 38s - loss: 0.2519 - accuracy: 0.8760
 63/296 [=====>........................] - ETA: 37s - loss: 0.2554 - accuracy: 0.8760
 64/296 [=====>........................] - ETA: 37s - loss: 0.2622 - accuracy: 0.8730
 65/296 [=====>........................] - ETA: 36s - loss: 0.2603 - accuracy: 0.8750
 66/296 [=====>........................] - ETA: 36s - loss: 0.2604 - accuracy: 0.8741
 67/296 [=====>........................] - ETA: 35s - loss: 0.2596 - accuracy: 0.8741
 68/296 [=====>........................] - ETA: 35s - loss: 0.2611 - accuracy: 0.8722
 69/296 [=====>........................] - ETA: 34s - loss: 0.2597 - accuracy: 0.8732
 70/296 [======>.......................] - ETA: 34s - loss: 0.2597 - accuracy: 0.8723
 71/296 [======>.......................] - ETA: 33s - loss: 0.2611 - accuracy: 0.8706
 72/296 [======>.......................] - ETA: 33s - loss: 0.2604 - accuracy: 0.8707
 73/296 [======>.......................] - ETA: 33s - loss: 0.2590 - accuracy: 0.8716
 74/296 [======>.......................] - ETA: 32s - loss: 0.2562 - accuracy: 0.8733
 75/296 [======>.......................] - ETA: 32s - loss: 0.2552 - accuracy: 0.8742
 76/296 [======>.......................] - ETA: 31s - loss: 0.2549 - accuracy: 0.8742
 77/296 [======>.......................] - ETA: 31s - loss: 0.2563 - accuracy: 0.8742
 78/296 [======>.......................] - ETA: 30s - loss: 0.2566 - accuracy: 0.8734
 79/296 [=======>......................] - ETA: 30s - loss: 0.2577 - accuracy: 0.8718
 80/296 [=======>......................] - ETA: 30s - loss: 0.2591 - accuracy: 0.8719
 81/296 [=======>......................] - ETA: 29s - loss: 0.2589 - accuracy: 0.8711
 82/296 [=======>......................] - ETA: 29s - loss: 0.2608 - accuracy: 0.8712
 83/296 [=======>......................] - ETA: 29s - loss: 0.2597 - accuracy: 0.8720
 84/296 [=======>......................] - ETA: 28s - loss: 0.2605 - accuracy: 0.8713
 85/296 [=======>......................] - ETA: 28s - loss: 0.2612 - accuracy: 0.8713
 86/296 [=======>......................] - ETA: 28s - loss: 0.2604 - accuracy: 0.8714
 87/296 [=======>......................] - ETA: 27s - loss: 0.2588 - accuracy: 0.8728
 88/296 [=======>......................] - ETA: 27s - loss: 0.2572 - accuracy: 0.8736
 89/296 [========>.....................] - ETA: 27s - loss: 0.2557 - accuracy: 0.8743
 90/296 [========>.....................] - ETA: 26s - loss: 0.2567 - accuracy: 0.8736
 91/296 [========>.....................] - ETA: 26s - loss: 0.2558 - accuracy: 0.8736
 92/296 [========>.....................] - ETA: 26s - loss: 0.2567 - accuracy: 0.8730
 93/296 [========>.....................] - ETA: 26s - loss: 0.2557 - accuracy: 0.8737
 94/296 [========>.....................] - ETA: 25s - loss: 0.2548 - accuracy: 0.8743
 95/296 [========>.....................] - ETA: 25s - loss: 0.2539 - accuracy: 0.8757
 96/296 [========>.....................] - ETA: 25s - loss: 0.2531 - accuracy: 0.8763
 97/296 [========>.....................] - ETA: 24s - loss: 0.2524 - accuracy: 0.8776
 98/296 [========>.....................] - ETA: 24s - loss: 0.2508 - accuracy: 0.8788
 99/296 [=========>....................] - ETA: 24s - loss: 0.2519 - accuracy: 0.8775
100/296 [=========>....................] - ETA: 24s - loss: 0.2533 - accuracy: 0.8756
101/296 [=========>....................] - ETA: 23s - loss: 0.2535 - accuracy: 0.8762
102/296 [=========>....................] - ETA: 23s - loss: 0.2548 - accuracy: 0.8762
103/296 [=========>....................] - ETA: 23s - loss: 0.2571 - accuracy: 0.8756
104/296 [=========>....................] - ETA: 23s - loss: 0.2559 - accuracy: 0.8762
105/296 [=========>....................] - ETA: 22s - loss: 0.2569 - accuracy: 0.8750
106/296 [=========>....................] - ETA: 22s - loss: 0.2556 - accuracy: 0.8762
107/296 [=========>....................] - ETA: 22s - loss: 0.2553 - accuracy: 0.8756
108/296 [=========>....................] - ETA: 22s - loss: 0.2537 - accuracy: 0.8762
109/296 [==========>...................] - ETA: 22s - loss: 0.2528 - accuracy: 0.8761
110/296 [==========>...................] - ETA: 21s - loss: 0.2521 - accuracy: 0.8756
111/296 [==========>...................] - ETA: 21s - loss: 0.2505 - accuracy: 0.8767
112/296 [==========>...................] - ETA: 21s - loss: 0.2501 - accuracy: 0.8761
113/296 [==========>...................] - ETA: 21s - loss: 0.2501 - accuracy: 0.8767
114/296 [==========>...................] - ETA: 20s - loss: 0.2509 - accuracy: 0.8766
115/296 [==========>...................] - ETA: 20s - loss: 0.2508 - accuracy: 0.8772
116/296 [==========>...................] - ETA: 20s - loss: 0.2494 - accuracy: 0.8777
117/296 [==========>...................] - ETA: 20s - loss: 0.2507 - accuracy: 0.8766
118/296 [==========>...................] - ETA: 20s - loss: 0.2528 - accuracy: 0.8766
119/296 [===========>..................] - ETA: 19s - loss: 0.2517 - accuracy: 0.8776
120/296 [===========>..................] - ETA: 19s - loss: 0.2507 - accuracy: 0.8786
121/296 [===========>..................] - ETA: 19s - loss: 0.2490 - accuracy: 0.8796
122/296 [===========>..................] - ETA: 19s - loss: 0.2478 - accuracy: 0.8801
123/296 [===========>..................] - ETA: 19s - loss: 0.2476 - accuracy: 0.8801
124/296 [===========>..................] - ETA: 18s - loss: 0.2461 - accuracy: 0.8810
125/296 [===========>..................] - ETA: 18s - loss: 0.2451 - accuracy: 0.8820
126/296 [===========>..................] - ETA: 18s - loss: 0.2446 - accuracy: 0.8824
127/296 [===========>..................] - ETA: 18s - loss: 0.2461 - accuracy: 0.8819
128/296 [===========>..................] - ETA: 18s - loss: 0.2457 - accuracy: 0.8818
129/296 [============>.................] - ETA: 18s - loss: 0.2448 - accuracy: 0.8818
130/296 [============>.................] - ETA: 17s - loss: 0.2439 - accuracy: 0.8822
131/296 [============>.................] - ETA: 17s - loss: 0.2447 - accuracy: 0.8822
132/296 [============>.................] - ETA: 17s - loss: 0.2432 - accuracy: 0.8830
133/296 [============>.................] - ETA: 17s - loss: 0.2453 - accuracy: 0.8830
134/296 [============>.................] - ETA: 17s - loss: 0.2450 - accuracy: 0.8829
135/296 [============>.................] - ETA: 17s - loss: 0.2466 - accuracy: 0.8819
136/296 [============>.................] - ETA: 16s - loss: 0.2474 - accuracy: 0.8810
137/296 [============>.................] - ETA: 16s - loss: 0.2462 - accuracy: 0.8818
138/296 [============>.................] - ETA: 16s - loss: 0.2452 - accuracy: 0.8822
139/296 [=============>................] - ETA: 16s - loss: 0.2446 - accuracy: 0.8826
140/296 [=============>................] - ETA: 16s - loss: 0.2451 - accuracy: 0.8817
141/296 [=============>................] - ETA: 16s - loss: 0.2447 - accuracy: 0.8821
142/296 [=============>................] - ETA: 15s - loss: 0.2450 - accuracy: 0.8816
143/296 [=============>................] - ETA: 15s - loss: 0.2443 - accuracy: 0.8820
144/296 [=============>................] - ETA: 15s - loss: 0.2441 - accuracy: 0.8828
145/296 [=============>................] - ETA: 15s - loss: 0.2440 - accuracy: 0.8823
146/296 [=============>................] - ETA: 15s - loss: 0.2435 - accuracy: 0.8827
147/296 [=============>................] - ETA: 15s - loss: 0.2443 - accuracy: 0.8827
148/296 [==============>...............] - ETA: 15s - loss: 0.2441 - accuracy: 0.8822
149/296 [==============>...............] - ETA: 14s - loss: 0.2434 - accuracy: 0.8826
150/296 [==============>...............] - ETA: 14s - loss: 0.2432 - accuracy: 0.8825
151/296 [==============>...............] - ETA: 14s - loss: 0.2426 - accuracy: 0.8833
152/296 [==============>...............] - ETA: 14s - loss: 0.2440 - accuracy: 0.8820
153/296 [==============>...............] - ETA: 14s - loss: 0.2446 - accuracy: 0.8819
154/296 [==============>...............] - ETA: 14s - loss: 0.2455 - accuracy: 0.8819
155/296 [==============>...............] - ETA: 14s - loss: 0.2449 - accuracy: 0.8819
156/296 [==============>...............] - ETA: 13s - loss: 0.2459 - accuracy: 0.8810
157/296 [==============>...............] - ETA: 13s - loss: 0.2461 - accuracy: 0.8806
158/296 [===============>..............] - ETA: 13s - loss: 0.2458 - accuracy: 0.8809
159/296 [===============>..............] - ETA: 13s - loss: 0.2466 - accuracy: 0.8805
160/296 [===============>..............] - ETA: 13s - loss: 0.2470 - accuracy: 0.8801
161/296 [===============>..............] - ETA: 13s - loss: 0.2471 - accuracy: 0.8800
162/296 [===============>..............] - ETA: 13s - loss: 0.2478 - accuracy: 0.8804
163/296 [===============>..............] - ETA: 12s - loss: 0.2482 - accuracy: 0.8808
164/296 [===============>..............] - ETA: 12s - loss: 0.2481 - accuracy: 0.8807
165/296 [===============>..............] - ETA: 12s - loss: 0.2475 - accuracy: 0.8811
166/296 [===============>..............] - ETA: 12s - loss: 0.2475 - accuracy: 0.8810
167/296 [===============>..............] - ETA: 12s - loss: 0.2482 - accuracy: 0.8802
168/296 [================>.............] - ETA: 12s - loss: 0.2478 - accuracy: 0.8802
169/296 [================>.............] - ETA: 12s - loss: 0.2470 - accuracy: 0.8809
170/296 [================>.............] - ETA: 12s - loss: 0.2490 - accuracy: 0.8794
171/296 [================>.............] - ETA: 11s - loss: 0.2481 - accuracy: 0.8801
172/296 [================>.............] - ETA: 11s - loss: 0.2480 - accuracy: 0.8801
173/296 [================>.............] - ETA: 11s - loss: 0.2475 - accuracy: 0.8801
174/296 [================>.............] - ETA: 11s - loss: 0.2472 - accuracy: 0.8804
175/296 [================>.............] - ETA: 11s - loss: 0.2470 - accuracy: 0.8811
176/296 [================>.............] - ETA: 11s - loss: 0.2475 - accuracy: 0.8803
177/296 [================>.............] - ETA: 11s - loss: 0.2476 - accuracy: 0.8803
178/296 [=================>............] - ETA: 11s - loss: 0.2469 - accuracy: 0.8806
179/296 [=================>............] - ETA: 11s - loss: 0.2468 - accuracy: 0.8809
180/296 [=================>............] - ETA: 10s - loss: 0.2481 - accuracy: 0.8802
181/296 [=================>............] - ETA: 10s - loss: 0.2484 - accuracy: 0.8802
182/296 [=================>............] - ETA: 10s - loss: 0.2482 - accuracy: 0.8802
183/296 [=================>............] - ETA: 10s - loss: 0.2472 - accuracy: 0.8808
184/296 [=================>............] - ETA: 10s - loss: 0.2470 - accuracy: 0.8811
185/296 [=================>............] - ETA: 10s - loss: 0.2483 - accuracy: 0.8801
186/296 [=================>............] - ETA: 10s - loss: 0.2494 - accuracy: 0.8797
187/296 [=================>............] - ETA: 10s - loss: 0.2498 - accuracy: 0.8797
188/296 [==================>...........] - ETA: 9s - loss: 0.2501 - accuracy: 0.8800 
189/296 [==================>...........] - ETA: 9s - loss: 0.2494 - accuracy: 0.8806
190/296 [==================>...........] - ETA: 9s - loss: 0.2488 - accuracy: 0.8809
191/296 [==================>...........] - ETA: 9s - loss: 0.2489 - accuracy: 0.8806
192/296 [==================>...........] - ETA: 9s - loss: 0.2493 - accuracy: 0.8802
193/296 [==================>...........] - ETA: 9s - loss: 0.2486 - accuracy: 0.8805
194/296 [==================>...........] - ETA: 9s - loss: 0.2487 - accuracy: 0.8805
195/296 [==================>...........] - ETA: 9s - loss: 0.2488 - accuracy: 0.8801
196/296 [==================>...........] - ETA: 9s - loss: 0.2486 - accuracy: 0.8801
197/296 [==================>...........] - ETA: 8s - loss: 0.2479 - accuracy: 0.8804
198/296 [===================>..........] - ETA: 8s - loss: 0.2474 - accuracy: 0.8807
199/296 [===================>..........] - ETA: 8s - loss: 0.2479 - accuracy: 0.8800
200/296 [===================>..........] - ETA: 8s - loss: 0.2477 - accuracy: 0.8803
201/296 [===================>..........] - ETA: 8s - loss: 0.2472 - accuracy: 0.8806
202/296 [===================>..........] - ETA: 8s - loss: 0.2474 - accuracy: 0.8803
203/296 [===================>..........] - ETA: 8s - loss: 0.2474 - accuracy: 0.8802
204/296 [===================>..........] - ETA: 8s - loss: 0.2478 - accuracy: 0.8802
205/296 [===================>..........] - ETA: 8s - loss: 0.2470 - accuracy: 0.8808
206/296 [===================>..........] - ETA: 8s - loss: 0.2465 - accuracy: 0.8811
207/296 [===================>..........] - ETA: 7s - loss: 0.2464 - accuracy: 0.8810
208/296 [====================>.........] - ETA: 7s - loss: 0.2458 - accuracy: 0.8813
209/296 [====================>.........] - ETA: 7s - loss: 0.2456 - accuracy: 0.8813
210/296 [====================>.........] - ETA: 7s - loss: 0.2453 - accuracy: 0.8810
211/296 [====================>.........] - ETA: 7s - loss: 0.2462 - accuracy: 0.8812
212/296 [====================>.........] - ETA: 7s - loss: 0.2468 - accuracy: 0.8809
213/296 [====================>.........] - ETA: 7s - loss: 0.2472 - accuracy: 0.8809
214/296 [====================>.........] - ETA: 7s - loss: 0.2470 - accuracy: 0.8811
215/296 [====================>.........] - ETA: 7s - loss: 0.2472 - accuracy: 0.8811
216/296 [====================>.........] - ETA: 7s - loss: 0.2479 - accuracy: 0.8808
217/296 [====================>.........] - ETA: 6s - loss: 0.2484 - accuracy: 0.8799
218/296 [=====================>........] - ETA: 6s - loss: 0.2481 - accuracy: 0.8802
219/296 [=====================>........] - ETA: 6s - loss: 0.2484 - accuracy: 0.8801
220/296 [=====================>........] - ETA: 6s - loss: 0.2493 - accuracy: 0.8798
221/296 [=====================>........] - ETA: 6s - loss: 0.2504 - accuracy: 0.8790
222/296 [=====================>........] - ETA: 6s - loss: 0.2501 - accuracy: 0.8792
223/296 [=====================>........] - ETA: 6s - loss: 0.2495 - accuracy: 0.8795
224/296 [=====================>........] - ETA: 6s - loss: 0.2495 - accuracy: 0.8792
225/296 [=====================>........] - ETA: 6s - loss: 0.2491 - accuracy: 0.8794
226/296 [=====================>........] - ETA: 6s - loss: 0.2491 - accuracy: 0.8794
227/296 [======================>.......] - ETA: 5s - loss: 0.2489 - accuracy: 0.8791
228/296 [======================>.......] - ETA: 5s - loss: 0.2482 - accuracy: 0.8794
229/296 [======================>.......] - ETA: 5s - loss: 0.2481 - accuracy: 0.8794
230/296 [======================>.......] - ETA: 5s - loss: 0.2477 - accuracy: 0.8796
231/296 [======================>.......] - ETA: 5s - loss: 0.2488 - accuracy: 0.8791
232/296 [======================>.......] - ETA: 5s - loss: 0.2486 - accuracy: 0.8793
233/296 [======================>.......] - ETA: 5s - loss: 0.2487 - accuracy: 0.8788
234/296 [======================>.......] - ETA: 5s - loss: 0.2484 - accuracy: 0.8787
235/296 [======================>.......] - ETA: 5s - loss: 0.2486 - accuracy: 0.8787
236/296 [======================>.......] - ETA: 5s - loss: 0.2486 - accuracy: 0.8790
237/296 [=======================>......] - ETA: 5s - loss: 0.2477 - accuracy: 0.8795
238/296 [=======================>......] - ETA: 4s - loss: 0.2473 - accuracy: 0.8797
239/296 [=======================>......] - ETA: 4s - loss: 0.2466 - accuracy: 0.8802
240/296 [=======================>......] - ETA: 4s - loss: 0.2465 - accuracy: 0.8805
241/296 [=======================>......] - ETA: 4s - loss: 0.2471 - accuracy: 0.8799
242/296 [=======================>......] - ETA: 4s - loss: 0.2467 - accuracy: 0.8802
243/296 [=======================>......] - ETA: 4s - loss: 0.2479 - accuracy: 0.8801
244/296 [=======================>......] - ETA: 4s - loss: 0.2480 - accuracy: 0.8799
245/296 [=======================>......] - ETA: 4s - loss: 0.2478 - accuracy: 0.8801
246/296 [=======================>......] - ETA: 4s - loss: 0.2477 - accuracy: 0.8803
247/296 [========================>.....] - ETA: 4s - loss: 0.2469 - accuracy: 0.8808
248/296 [========================>.....] - ETA: 4s - loss: 0.2464 - accuracy: 0.8813
249/296 [========================>.....] - ETA: 3s - loss: 0.2458 - accuracy: 0.8818
250/296 [========================>.....] - ETA: 3s - loss: 0.2455 - accuracy: 0.8817
251/296 [========================>.....] - ETA: 3s - loss: 0.2454 - accuracy: 0.8820
252/296 [========================>.....] - ETA: 3s - loss: 0.2458 - accuracy: 0.8819
253/296 [========================>.....] - ETA: 3s - loss: 0.2462 - accuracy: 0.8814
254/296 [========================>.....] - ETA: 3s - loss: 0.2459 - accuracy: 0.8816
255/296 [========================>.....] - ETA: 3s - loss: 0.2455 - accuracy: 0.8819
256/296 [========================>.....] - ETA: 3s - loss: 0.2453 - accuracy: 0.8818
257/296 [=========================>....] - ETA: 3s - loss: 0.2445 - accuracy: 0.8823
258/296 [=========================>....] - ETA: 3s - loss: 0.2451 - accuracy: 0.8820
259/296 [=========================>....] - ETA: 3s - loss: 0.2448 - accuracy: 0.8822
260/296 [=========================>....] - ETA: 2s - loss: 0.2445 - accuracy: 0.8825
261/296 [=========================>....] - ETA: 2s - loss: 0.2448 - accuracy: 0.8822
262/296 [=========================>....] - ETA: 2s - loss: 0.2455 - accuracy: 0.8824
263/296 [=========================>....] - ETA: 2s - loss: 0.2452 - accuracy: 0.8826
264/296 [=========================>....] - ETA: 2s - loss: 0.2447 - accuracy: 0.8828
265/296 [=========================>....] - ETA: 2s - loss: 0.2443 - accuracy: 0.8830
266/296 [=========================>....] - ETA: 2s - loss: 0.2439 - accuracy: 0.8830
267/296 [==========================>...] - ETA: 2s - loss: 0.2433 - accuracy: 0.8834
268/296 [==========================>...] - ETA: 2s - loss: 0.2425 - accuracy: 0.8839
269/296 [==========================>...] - ETA: 2s - loss: 0.2425 - accuracy: 0.8841
270/296 [==========================>...] - ETA: 2s - loss: 0.2419 - accuracy: 0.8845
271/296 [==========================>...] - ETA: 2s - loss: 0.2419 - accuracy: 0.8845
272/296 [==========================>...] - ETA: 1s - loss: 0.2449 - accuracy: 0.8840
273/296 [==========================>...] - ETA: 1s - loss: 0.2443 - accuracy: 0.8844
274/296 [==========================>...] - ETA: 1s - loss: 0.2441 - accuracy: 0.8846
275/296 [==========================>...] - ETA: 1s - loss: 0.2438 - accuracy: 0.8848
276/296 [==========================>...] - ETA: 1s - loss: 0.2436 - accuracy: 0.8850
277/296 [===========================>..] - ETA: 1s - loss: 0.2433 - accuracy: 0.8852
278/296 [===========================>..] - ETA: 1s - loss: 0.2430 - accuracy: 0.8853
279/296 [===========================>..] - ETA: 1s - loss: 0.2429 - accuracy: 0.8853
280/296 [===========================>..] - ETA: 1s - loss: 0.2434 - accuracy: 0.8850
281/296 [===========================>..] - ETA: 1s - loss: 0.2434 - accuracy: 0.8850
282/296 [===========================>..] - ETA: 1s - loss: 0.2432 - accuracy: 0.8852
283/296 [===========================>..] - ETA: 1s - loss: 0.2431 - accuracy: 0.8854
284/296 [===========================>..] - ETA: 0s - loss: 0.2425 - accuracy: 0.8858
285/296 [===========================>..] - ETA: 0s - loss: 0.2427 - accuracy: 0.8857
286/296 [===========================>..] - ETA: 0s - loss: 0.2427 - accuracy: 0.8857
287/296 [============================>.] - ETA: 0s - loss: 0.2421 - accuracy: 0.8861
288/296 [============================>.] - ETA: 0s - loss: 0.2418 - accuracy: 0.8863
289/296 [============================>.] - ETA: 0s - loss: 0.2417 - accuracy: 0.8862
290/296 [============================>.] - ETA: 0s - loss: 0.2420 - accuracy: 0.8860
291/296 [============================>.] - ETA: 0s - loss: 0.2417 - accuracy: 0.8862
292/296 [============================>.] - ETA: 0s - loss: 0.2418 - accuracy: 0.8859
293/296 [============================>.] - ETA: 0s - loss: 0.2416 - accuracy: 0.8861
294/296 [============================>.] - ETA: 0s - loss: 0.2413 - accuracy: 0.8861
295/296 [============================>.] - ETA: 0s - loss: 0.2422 - accuracy: 0.8856
296/296 [==============================] - 24s 80ms/step - loss: 0.2419 - accuracy: 0.8859

296/296 [==============================] - 25s 84ms/step - loss: 0.2419 - accuracy: 0.8859 - val_loss: 0.2410 - val_accuracy: 0.8928
Epoch 29/50

  1/296 [..............................] - ETA: 17s - loss: 0.3211 - accuracy: 0.8125
  2/296 [..............................] - ETA: 18s - loss: 0.2175 - accuracy: 0.8750
  3/296 [..............................] - ETA: 18s - loss: 0.2729 - accuracy: 0.8333
  4/296 [..............................] - ETA: 17s - loss: 0.2636 - accuracy: 0.8438
  5/296 [..............................] - ETA: 17s - loss: 0.3057 - accuracy: 0.8375
  6/296 [..............................] - ETA: 17s - loss: 0.2979 - accuracy: 0.8333
  7/296 [..............................] - ETA: 17s - loss: 0.3008 - accuracy: 0.8304
  8/296 [..............................] - ETA: 17s - loss: 0.2940 - accuracy: 0.8359
  9/296 [..............................] - ETA: 17s - loss: 0.2789 - accuracy: 0.8542
 10/296 [>.............................] - ETA: 17s - loss: 0.2694 - accuracy: 0.8625
 11/296 [>.............................] - ETA: 17s - loss: 0.2728 - accuracy: 0.8523
 12/296 [>.............................] - ETA: 17s - loss: 0.2878 - accuracy: 0.8594
 13/296 [>.............................] - ETA: 17s - loss: 0.2801 - accuracy: 0.8654
 14/296 [>.............................] - ETA: 17s - loss: 0.2911 - accuracy: 0.8616
 15/296 [>.............................] - ETA: 17s - loss: 0.2856 - accuracy: 0.8667
 16/296 [>.............................] - ETA: 17s - loss: 0.2968 - accuracy: 0.8594
 17/296 [>.............................] - ETA: 17s - loss: 0.3084 - accuracy: 0.8493
 18/296 [>.............................] - ETA: 17s - loss: 0.3043 - accuracy: 0.8472
 19/296 [>.............................] - ETA: 17s - loss: 0.3002 - accuracy: 0.8487
 20/296 [=>............................] - ETA: 17s - loss: 0.2894 - accuracy: 0.8562
 21/296 [=>............................] - ETA: 16s - loss: 0.2817 - accuracy: 0.8601
 22/296 [=>............................] - ETA: 16s - loss: 0.2800 - accuracy: 0.8608
 23/296 [=>............................] - ETA: 16s - loss: 0.2764 - accuracy: 0.8641
 24/296 [=>............................] - ETA: 16s - loss: 0.2777 - accuracy: 0.8620
 25/296 [=>............................] - ETA: 16s - loss: 0.2743 - accuracy: 0.8625
 26/296 [=>............................] - ETA: 16s - loss: 0.2657 - accuracy: 0.8678
 27/296 [=>............................] - ETA: 16s - loss: 0.2601 - accuracy: 0.8727
 28/296 [=>............................] - ETA: 16s - loss: 0.2563 - accuracy: 0.8750
 29/296 [=>............................] - ETA: 16s - loss: 0.2643 - accuracy: 0.8685
 30/296 [==>...........................] - ETA: 16s - loss: 0.2592 - accuracy: 0.8708
 31/296 [==>...........................] - ETA: 16s - loss: 0.2607 - accuracy: 0.8710
 32/296 [==>...........................] - ETA: 16s - loss: 0.2605 - accuracy: 0.8730
 33/296 [==>...........................] - ETA: 15s - loss: 0.2578 - accuracy: 0.8731
 34/296 [==>...........................] - ETA: 15s - loss: 0.2619 - accuracy: 0.8732
 35/296 [==>...........................] - ETA: 15s - loss: 0.2594 - accuracy: 0.8750
 36/296 [==>...........................] - ETA: 15s - loss: 0.2657 - accuracy: 0.8715
 37/296 [==>...........................] - ETA: 15s - loss: 0.2697 - accuracy: 0.8682
 38/296 [==>...........................] - ETA: 15s - loss: 0.2682 - accuracy: 0.8701
 39/296 [==>...........................] - ETA: 15s - loss: 0.2646 - accuracy: 0.8734
 40/296 [===>..........................] - ETA: 15s - loss: 0.2630 - accuracy: 0.8734
 41/296 [===>..........................] - ETA: 15s - loss: 0.2602 - accuracy: 0.8750
 42/296 [===>..........................] - ETA: 15s - loss: 0.2617 - accuracy: 0.8750
 43/296 [===>..........................] - ETA: 15s - loss: 0.2601 - accuracy: 0.8750
 44/296 [===>..........................] - ETA: 15s - loss: 0.2566 - accuracy: 0.8764
 45/296 [===>..........................] - ETA: 14s - loss: 0.2550 - accuracy: 0.8778
 46/296 [===>..........................] - ETA: 14s - loss: 0.2555 - accuracy: 0.8791
 47/296 [===>..........................] - ETA: 14s - loss: 0.2539 - accuracy: 0.8790
 48/296 [===>..........................] - ETA: 14s - loss: 0.2534 - accuracy: 0.8789
 49/296 [===>..........................] - ETA: 14s - loss: 0.2518 - accuracy: 0.8801
 50/296 [====>.........................] - ETA: 14s - loss: 0.2507 - accuracy: 0.8800
 51/296 [====>.........................] - ETA: 14s - loss: 0.2468 - accuracy: 0.8824
 52/296 [====>.........................] - ETA: 14s - loss: 0.2464 - accuracy: 0.8834
 53/296 [====>.........................] - ETA: 14s - loss: 0.2443 - accuracy: 0.8856
 54/296 [====>.........................] - ETA: 14s - loss: 0.2466 - accuracy: 0.8854
 55/296 [====>.........................] - ETA: 14s - loss: 0.2468 - accuracy: 0.8852
 56/296 [====>.........................] - ETA: 14s - loss: 0.2484 - accuracy: 0.8839
 57/296 [====>.........................] - ETA: 14s - loss: 0.2483 - accuracy: 0.8849
 58/296 [====>.........................] - ETA: 14s - loss: 0.2481 - accuracy: 0.8847
 59/296 [====>.........................] - ETA: 13s - loss: 0.2473 - accuracy: 0.8845
 60/296 [=====>........................] - ETA: 13s - loss: 0.2444 - accuracy: 0.8854
 61/296 [=====>........................] - ETA: 13s - loss: 0.2411 - accuracy: 0.8873
 62/296 [=====>........................] - ETA: 13s - loss: 0.2406 - accuracy: 0.8871
 63/296 [=====>........................] - ETA: 13s - loss: 0.2376 - accuracy: 0.8889
 64/296 [=====>........................] - ETA: 13s - loss: 0.2381 - accuracy: 0.8887
 65/296 [=====>........................] - ETA: 13s - loss: 0.2379 - accuracy: 0.8885
 66/296 [=====>........................] - ETA: 13s - loss: 0.2381 - accuracy: 0.8883
 67/296 [=====>........................] - ETA: 13s - loss: 0.2415 - accuracy: 0.8853
 68/296 [=====>........................] - ETA: 13s - loss: 0.2403 - accuracy: 0.8860
 69/296 [=====>........................] - ETA: 13s - loss: 0.2374 - accuracy: 0.8877
 70/296 [======>.......................] - ETA: 13s - loss: 0.2361 - accuracy: 0.8884
 71/296 [======>.......................] - ETA: 13s - loss: 0.2328 - accuracy: 0.8900
 72/296 [======>.......................] - ETA: 13s - loss: 0.2345 - accuracy: 0.8889
 73/296 [======>.......................] - ETA: 13s - loss: 0.2349 - accuracy: 0.8887
 74/296 [======>.......................] - ETA: 12s - loss: 0.2332 - accuracy: 0.8894
 75/296 [======>.......................] - ETA: 12s - loss: 0.2357 - accuracy: 0.8883
 76/296 [======>.......................] - ETA: 12s - loss: 0.2342 - accuracy: 0.8890
 77/296 [======>.......................] - ETA: 12s - loss: 0.2338 - accuracy: 0.8896
 78/296 [======>.......................] - ETA: 12s - loss: 0.2335 - accuracy: 0.8894
 79/296 [=======>......................] - ETA: 12s - loss: 0.2326 - accuracy: 0.8900
 80/296 [=======>......................] - ETA: 12s - loss: 0.2315 - accuracy: 0.8906
 81/296 [=======>......................] - ETA: 12s - loss: 0.2301 - accuracy: 0.8912
 82/296 [=======>......................] - ETA: 12s - loss: 0.2301 - accuracy: 0.8918
 83/296 [=======>......................] - ETA: 12s - loss: 0.2294 - accuracy: 0.8923
 84/296 [=======>......................] - ETA: 12s - loss: 0.2292 - accuracy: 0.8921
 85/296 [=======>......................] - ETA: 12s - loss: 0.2285 - accuracy: 0.8926
 86/296 [=======>......................] - ETA: 12s - loss: 0.2307 - accuracy: 0.8917
 87/296 [=======>......................] - ETA: 12s - loss: 0.2293 - accuracy: 0.8922
 88/296 [=======>......................] - ETA: 12s - loss: 0.2288 - accuracy: 0.8920
 89/296 [========>.....................] - ETA: 12s - loss: 0.2281 - accuracy: 0.8926
 90/296 [========>.....................] - ETA: 12s - loss: 0.2263 - accuracy: 0.8938
 91/296 [========>.....................] - ETA: 11s - loss: 0.2268 - accuracy: 0.8935
 92/296 [========>.....................] - ETA: 11s - loss: 0.2267 - accuracy: 0.8940
 93/296 [========>.....................] - ETA: 11s - loss: 0.2276 - accuracy: 0.8938
 94/296 [========>.....................] - ETA: 11s - loss: 0.2261 - accuracy: 0.8949
 95/296 [========>.....................] - ETA: 11s - loss: 0.2266 - accuracy: 0.8947
 96/296 [========>.....................] - ETA: 11s - loss: 0.2251 - accuracy: 0.8958
 97/296 [========>.....................] - ETA: 11s - loss: 0.2234 - accuracy: 0.8969
 98/296 [========>.....................] - ETA: 11s - loss: 0.2233 - accuracy: 0.8967
 99/296 [=========>....................] - ETA: 11s - loss: 0.2216 - accuracy: 0.8977
100/296 [=========>....................] - ETA: 11s - loss: 0.2235 - accuracy: 0.8969
101/296 [=========>....................] - ETA: 11s - loss: 0.2238 - accuracy: 0.8960
102/296 [=========>....................] - ETA: 11s - loss: 0.2246 - accuracy: 0.8958
103/296 [=========>....................] - ETA: 11s - loss: 0.2252 - accuracy: 0.8950
104/296 [=========>....................] - ETA: 11s - loss: 0.2242 - accuracy: 0.8948
105/296 [=========>....................] - ETA: 11s - loss: 0.2235 - accuracy: 0.8952
106/296 [=========>....................] - ETA: 11s - loss: 0.2231 - accuracy: 0.8950
107/296 [=========>....................] - ETA: 11s - loss: 0.2224 - accuracy: 0.8960
108/296 [=========>....................] - ETA: 10s - loss: 0.2211 - accuracy: 0.8964
109/296 [==========>...................] - ETA: 10s - loss: 0.2223 - accuracy: 0.8962
110/296 [==========>...................] - ETA: 10s - loss: 0.2230 - accuracy: 0.8960
111/296 [==========>...................] - ETA: 10s - loss: 0.2217 - accuracy: 0.8964
112/296 [==========>...................] - ETA: 10s - loss: 0.2214 - accuracy: 0.8962
113/296 [==========>...................] - ETA: 10s - loss: 0.2222 - accuracy: 0.8955
114/296 [==========>...................] - ETA: 10s - loss: 0.2230 - accuracy: 0.8953
115/296 [==========>...................] - ETA: 10s - loss: 0.2239 - accuracy: 0.8957
116/296 [==========>...................] - ETA: 10s - loss: 0.2239 - accuracy: 0.8949
117/296 [==========>...................] - ETA: 10s - loss: 0.2254 - accuracy: 0.8937
118/296 [==========>...................] - ETA: 10s - loss: 0.2252 - accuracy: 0.8935
119/296 [===========>..................] - ETA: 10s - loss: 0.2256 - accuracy: 0.8929
120/296 [===========>..................] - ETA: 10s - loss: 0.2257 - accuracy: 0.8927
121/296 [===========>..................] - ETA: 10s - loss: 0.2247 - accuracy: 0.8936
122/296 [===========>..................] - ETA: 10s - loss: 0.2245 - accuracy: 0.8940
123/296 [===========>..................] - ETA: 10s - loss: 0.2251 - accuracy: 0.8938
124/296 [===========>..................] - ETA: 10s - loss: 0.2266 - accuracy: 0.8931
125/296 [===========>..................] - ETA: 9s - loss: 0.2260 - accuracy: 0.8935 
126/296 [===========>..................] - ETA: 9s - loss: 0.2284 - accuracy: 0.8934
127/296 [===========>..................] - ETA: 9s - loss: 0.2275 - accuracy: 0.8937
128/296 [===========>..................] - ETA: 9s - loss: 0.2272 - accuracy: 0.8936
129/296 [============>.................] - ETA: 9s - loss: 0.2269 - accuracy: 0.8944
130/296 [============>.................] - ETA: 9s - loss: 0.2263 - accuracy: 0.8952
131/296 [============>.................] - ETA: 9s - loss: 0.2312 - accuracy: 0.8946
132/296 [============>.................] - ETA: 9s - loss: 0.2310 - accuracy: 0.8949
133/296 [============>.................] - ETA: 9s - loss: 0.2302 - accuracy: 0.8957
134/296 [============>.................] - ETA: 9s - loss: 0.2303 - accuracy: 0.8955
135/296 [============>.................] - ETA: 9s - loss: 0.2306 - accuracy: 0.8954
136/296 [============>.................] - ETA: 9s - loss: 0.2304 - accuracy: 0.8961
137/296 [============>.................] - ETA: 9s - loss: 0.2308 - accuracy: 0.8960
138/296 [============>.................] - ETA: 9s - loss: 0.2303 - accuracy: 0.8963
139/296 [=============>................] - ETA: 9s - loss: 0.2305 - accuracy: 0.8961
140/296 [=============>................] - ETA: 9s - loss: 0.2306 - accuracy: 0.8964
141/296 [=============>................] - ETA: 9s - loss: 0.2323 - accuracy: 0.8949
142/296 [=============>................] - ETA: 8s - loss: 0.2312 - accuracy: 0.8957
143/296 [=============>................] - ETA: 8s - loss: 0.2303 - accuracy: 0.8964
144/296 [=============>................] - ETA: 8s - loss: 0.2294 - accuracy: 0.8971
145/296 [=============>................] - ETA: 8s - loss: 0.2289 - accuracy: 0.8978
146/296 [=============>................] - ETA: 8s - loss: 0.2281 - accuracy: 0.8981
147/296 [=============>................] - ETA: 8s - loss: 0.2298 - accuracy: 0.8971
148/296 [==============>...............] - ETA: 8s - loss: 0.2299 - accuracy: 0.8970
149/296 [==============>...............] - ETA: 8s - loss: 0.2308 - accuracy: 0.8964
150/296 [==============>...............] - ETA: 8s - loss: 0.2312 - accuracy: 0.8958
151/296 [==============>...............] - ETA: 8s - loss: 0.2346 - accuracy: 0.8949
152/296 [==============>...............] - ETA: 8s - loss: 0.2347 - accuracy: 0.8947
153/296 [==============>...............] - ETA: 8s - loss: 0.2341 - accuracy: 0.8954
154/296 [==============>...............] - ETA: 8s - loss: 0.2345 - accuracy: 0.8953
155/296 [==============>...............] - ETA: 8s - loss: 0.2368 - accuracy: 0.8940
156/296 [==============>...............] - ETA: 8s - loss: 0.2382 - accuracy: 0.8930
157/296 [==============>...............] - ETA: 8s - loss: 0.2370 - accuracy: 0.8937
158/296 [===============>..............] - ETA: 7s - loss: 0.2370 - accuracy: 0.8940
159/296 [===============>..............] - ETA: 7s - loss: 0.2369 - accuracy: 0.8943
160/296 [===============>..............] - ETA: 7s - loss: 0.2376 - accuracy: 0.8938
161/296 [===============>..............] - ETA: 7s - loss: 0.2380 - accuracy: 0.8932
162/296 [===============>..............] - ETA: 7s - loss: 0.2382 - accuracy: 0.8935
163/296 [===============>..............] - ETA: 7s - loss: 0.2382 - accuracy: 0.8934
164/296 [===============>..............] - ETA: 7s - loss: 0.2373 - accuracy: 0.8941
165/296 [===============>..............] - ETA: 7s - loss: 0.2372 - accuracy: 0.8939
166/296 [===============>..............] - ETA: 7s - loss: 0.2379 - accuracy: 0.8938
167/296 [===============>..............] - ETA: 7s - loss: 0.2372 - accuracy: 0.8941
168/296 [================>.............] - ETA: 7s - loss: 0.2370 - accuracy: 0.8940
169/296 [================>.............] - ETA: 7s - loss: 0.2360 - accuracy: 0.8946
170/296 [================>.............] - ETA: 7s - loss: 0.2351 - accuracy: 0.8949
171/296 [================>.............] - ETA: 7s - loss: 0.2354 - accuracy: 0.8951
172/296 [================>.............] - ETA: 7s - loss: 0.2344 - accuracy: 0.8957
173/296 [================>.............] - ETA: 7s - loss: 0.2343 - accuracy: 0.8956
174/296 [================>.............] - ETA: 7s - loss: 0.2334 - accuracy: 0.8962
175/296 [================>.............] - ETA: 7s - loss: 0.2336 - accuracy: 0.8961
176/296 [================>.............] - ETA: 6s - loss: 0.2335 - accuracy: 0.8960
177/296 [================>.............] - ETA: 6s - loss: 0.2325 - accuracy: 0.8965
178/296 [=================>............] - ETA: 6s - loss: 0.2325 - accuracy: 0.8964
179/296 [=================>............] - ETA: 6s - loss: 0.2364 - accuracy: 0.8949
180/296 [=================>............] - ETA: 6s - loss: 0.2365 - accuracy: 0.8948
181/296 [=================>............] - ETA: 6s - loss: 0.2363 - accuracy: 0.8950
182/296 [=================>............] - ETA: 6s - loss: 0.2368 - accuracy: 0.8949
183/296 [=================>............] - ETA: 6s - loss: 0.2375 - accuracy: 0.8948
184/296 [=================>............] - ETA: 6s - loss: 0.2371 - accuracy: 0.8947
185/296 [=================>............] - ETA: 6s - loss: 0.2370 - accuracy: 0.8943
186/296 [=================>............] - ETA: 6s - loss: 0.2368 - accuracy: 0.8948
187/296 [=================>............] - ETA: 6s - loss: 0.2370 - accuracy: 0.8947
188/296 [==================>...........] - ETA: 6s - loss: 0.2370 - accuracy: 0.8949
189/296 [==================>...........] - ETA: 6s - loss: 0.2364 - accuracy: 0.8952
190/296 [==================>...........] - ETA: 6s - loss: 0.2359 - accuracy: 0.8954
191/296 [==================>...........] - ETA: 6s - loss: 0.2364 - accuracy: 0.8950
192/296 [==================>...........] - ETA: 6s - loss: 0.2365 - accuracy: 0.8949
193/296 [==================>...........] - ETA: 5s - loss: 0.2376 - accuracy: 0.8944
194/296 [==================>...........] - ETA: 5s - loss: 0.2391 - accuracy: 0.8940
195/296 [==================>...........] - ETA: 5s - loss: 0.2392 - accuracy: 0.8942
196/296 [==================>...........] - ETA: 5s - loss: 0.2391 - accuracy: 0.8941
197/296 [==================>...........] - ETA: 5s - loss: 0.2387 - accuracy: 0.8940
198/296 [===================>..........] - ETA: 5s - loss: 0.2379 - accuracy: 0.8946
199/296 [===================>..........] - ETA: 5s - loss: 0.2378 - accuracy: 0.8945
200/296 [===================>..........] - ETA: 5s - loss: 0.2381 - accuracy: 0.8938
201/296 [===================>..........] - ETA: 5s - loss: 0.2378 - accuracy: 0.8940
202/296 [===================>..........] - ETA: 5s - loss: 0.2381 - accuracy: 0.8939
203/296 [===================>..........] - ETA: 5s - loss: 0.2374 - accuracy: 0.8941
204/296 [===================>..........] - ETA: 5s - loss: 0.2370 - accuracy: 0.8946
205/296 [===================>..........] - ETA: 5s - loss: 0.2376 - accuracy: 0.8945
206/296 [===================>..........] - ETA: 5s - loss: 0.2369 - accuracy: 0.8950
207/296 [===================>..........] - ETA: 5s - loss: 0.2370 - accuracy: 0.8946
208/296 [====================>.........] - ETA: 5s - loss: 0.2363 - accuracy: 0.8951
209/296 [====================>.........] - ETA: 5s - loss: 0.2359 - accuracy: 0.8953
210/296 [====================>.........] - ETA: 4s - loss: 0.2353 - accuracy: 0.8955
211/296 [====================>.........] - ETA: 4s - loss: 0.2346 - accuracy: 0.8960
212/296 [====================>.........] - ETA: 4s - loss: 0.2342 - accuracy: 0.8962
213/296 [====================>.........] - ETA: 4s - loss: 0.2338 - accuracy: 0.8961
214/296 [====================>.........] - ETA: 4s - loss: 0.2340 - accuracy: 0.8960
215/296 [====================>.........] - ETA: 4s - loss: 0.2331 - accuracy: 0.8965
216/296 [====================>.........] - ETA: 4s - loss: 0.2338 - accuracy: 0.8967
217/296 [====================>.........] - ETA: 4s - loss: 0.2346 - accuracy: 0.8963
218/296 [=====================>........] - ETA: 4s - loss: 0.2339 - accuracy: 0.8968
219/296 [=====================>........] - ETA: 4s - loss: 0.2335 - accuracy: 0.8970
220/296 [=====================>........] - ETA: 4s - loss: 0.2343 - accuracy: 0.8963
221/296 [=====================>........] - ETA: 4s - loss: 0.2343 - accuracy: 0.8959
222/296 [=====================>........] - ETA: 4s - loss: 0.2341 - accuracy: 0.8958
223/296 [=====================>........] - ETA: 4s - loss: 0.2343 - accuracy: 0.8955
224/296 [=====================>........] - ETA: 4s - loss: 0.2354 - accuracy: 0.8948
225/296 [=====================>........] - ETA: 4s - loss: 0.2348 - accuracy: 0.8953
226/296 [=====================>........] - ETA: 4s - loss: 0.2346 - accuracy: 0.8952
227/296 [======================>.......] - ETA: 3s - loss: 0.2340 - accuracy: 0.8954
228/296 [======================>.......] - ETA: 3s - loss: 0.2349 - accuracy: 0.8947
229/296 [======================>.......] - ETA: 3s - loss: 0.2349 - accuracy: 0.8947
230/296 [======================>.......] - ETA: 3s - loss: 0.2352 - accuracy: 0.8943
231/296 [======================>.......] - ETA: 3s - loss: 0.2352 - accuracy: 0.8942
232/296 [======================>.......] - ETA: 3s - loss: 0.2350 - accuracy: 0.8944
233/296 [======================>.......] - ETA: 3s - loss: 0.2352 - accuracy: 0.8940
234/296 [======================>.......] - ETA: 3s - loss: 0.2360 - accuracy: 0.8940
235/296 [======================>.......] - ETA: 3s - loss: 0.2361 - accuracy: 0.8939
236/296 [======================>.......] - ETA: 3s - loss: 0.2361 - accuracy: 0.8938
237/296 [=======================>......] - ETA: 3s - loss: 0.2365 - accuracy: 0.8937
238/296 [=======================>......] - ETA: 3s - loss: 0.2365 - accuracy: 0.8939
239/296 [=======================>......] - ETA: 3s - loss: 0.2367 - accuracy: 0.8936
240/296 [=======================>......] - ETA: 3s - loss: 0.2364 - accuracy: 0.8938
241/296 [=======================>......] - ETA: 3s - loss: 0.2375 - accuracy: 0.8932
242/296 [=======================>......] - ETA: 3s - loss: 0.2375 - accuracy: 0.8933
243/296 [=======================>......] - ETA: 3s - loss: 0.2375 - accuracy: 0.8933
244/296 [=======================>......] - ETA: 2s - loss: 0.2370 - accuracy: 0.8934
245/296 [=======================>......] - ETA: 2s - loss: 0.2370 - accuracy: 0.8934
246/296 [=======================>......] - ETA: 2s - loss: 0.2372 - accuracy: 0.8930
247/296 [========================>.....] - ETA: 2s - loss: 0.2373 - accuracy: 0.8932
248/296 [========================>.....] - ETA: 2s - loss: 0.2373 - accuracy: 0.8934
249/296 [========================>.....] - ETA: 2s - loss: 0.2381 - accuracy: 0.8933
250/296 [========================>.....] - ETA: 2s - loss: 0.2377 - accuracy: 0.8935
251/296 [========================>.....] - ETA: 2s - loss: 0.2375 - accuracy: 0.8939
252/296 [========================>.....] - ETA: 2s - loss: 0.2379 - accuracy: 0.8936
253/296 [========================>.....] - ETA: 2s - loss: 0.2385 - accuracy: 0.8935
254/296 [========================>.....] - ETA: 2s - loss: 0.2387 - accuracy: 0.8930
255/296 [========================>.....] - ETA: 2s - loss: 0.2389 - accuracy: 0.8931
256/296 [========================>.....] - ETA: 2s - loss: 0.2389 - accuracy: 0.8931
257/296 [=========================>....] - ETA: 2s - loss: 0.2382 - accuracy: 0.8935
258/296 [=========================>....] - ETA: 2s - loss: 0.2381 - accuracy: 0.8934
259/296 [=========================>....] - ETA: 2s - loss: 0.2382 - accuracy: 0.8936
260/296 [=========================>....] - ETA: 2s - loss: 0.2379 - accuracy: 0.8938
261/296 [=========================>....] - ETA: 2s - loss: 0.2378 - accuracy: 0.8939
262/296 [=========================>....] - ETA: 1s - loss: 0.2376 - accuracy: 0.8941
263/296 [=========================>....] - ETA: 1s - loss: 0.2370 - accuracy: 0.8945
264/296 [=========================>....] - ETA: 1s - loss: 0.2381 - accuracy: 0.8939
265/296 [=========================>....] - ETA: 1s - loss: 0.2385 - accuracy: 0.8939
266/296 [=========================>....] - ETA: 1s - loss: 0.2383 - accuracy: 0.8938
267/296 [==========================>...] - ETA: 1s - loss: 0.2381 - accuracy: 0.8940
268/296 [==========================>...] - ETA: 1s - loss: 0.2386 - accuracy: 0.8934
269/296 [==========================>...] - ETA: 1s - loss: 0.2380 - accuracy: 0.8938
270/296 [==========================>...] - ETA: 1s - loss: 0.2377 - accuracy: 0.8940
271/296 [==========================>...] - ETA: 1s - loss: 0.2376 - accuracy: 0.8939
272/296 [==========================>...] - ETA: 1s - loss: 0.2381 - accuracy: 0.8934
273/296 [==========================>...] - ETA: 1s - loss: 0.2383 - accuracy: 0.8933
274/296 [==========================>...] - ETA: 1s - loss: 0.2381 - accuracy: 0.8930
275/296 [==========================>...] - ETA: 1s - loss: 0.2375 - accuracy: 0.8934
276/296 [==========================>...] - ETA: 1s - loss: 0.2380 - accuracy: 0.8929
277/296 [===========================>..] - ETA: 1s - loss: 0.2382 - accuracy: 0.8931
278/296 [===========================>..] - ETA: 1s - loss: 0.2384 - accuracy: 0.8928
279/296 [===========================>..] - ETA: 0s - loss: 0.2390 - accuracy: 0.8925
280/296 [===========================>..] - ETA: 0s - loss: 0.2389 - accuracy: 0.8924
281/296 [===========================>..] - ETA: 0s - loss: 0.2387 - accuracy: 0.8926
282/296 [===========================>..] - ETA: 0s - loss: 0.2384 - accuracy: 0.8925
283/296 [===========================>..] - ETA: 0s - loss: 0.2394 - accuracy: 0.8922
284/296 [===========================>..] - ETA: 0s - loss: 0.2393 - accuracy: 0.8922
285/296 [===========================>..] - ETA: 0s - loss: 0.2394 - accuracy: 0.8919
286/296 [===========================>..] - ETA: 0s - loss: 0.2395 - accuracy: 0.8918
287/296 [============================>.] - ETA: 0s - loss: 0.2401 - accuracy: 0.8916
288/296 [============================>.] - ETA: 0s - loss: 0.2395 - accuracy: 0.8919
289/296 [============================>.] - ETA: 0s - loss: 0.2395 - accuracy: 0.8921
290/296 [============================>.] - ETA: 0s - loss: 0.2400 - accuracy: 0.8916
291/296 [============================>.] - ETA: 0s - loss: 0.2399 - accuracy: 0.8915
292/296 [============================>.] - ETA: 0s - loss: 0.2398 - accuracy: 0.8915
293/296 [============================>.] - ETA: 0s - loss: 0.2397 - accuracy: 0.8916
294/296 [============================>.] - ETA: 0s - loss: 0.2396 - accuracy: 0.8918
295/296 [============================>.] - ETA: 0s - loss: 0.2390 - accuracy: 0.8922
296/296 [==============================] - 17s 58ms/step - loss: 0.2388 - accuracy: 0.8922

296/296 [==============================] - 18s 62ms/step - loss: 0.2388 - accuracy: 0.8922 - val_loss: 0.2279 - val_accuracy: 0.8998
Epoch 30/50

  1/296 [..............................] - ETA: 16s - loss: 0.1813 - accuracy: 0.8750
  2/296 [..............................] - ETA: 16s - loss: 0.2571 - accuracy: 0.8750
  3/296 [..............................] - ETA: 16s - loss: 0.2972 - accuracy: 0.8333
  4/296 [..............................] - ETA: 16s - loss: 0.2411 - accuracy: 0.8750
  5/296 [..............................] - ETA: 16s - loss: 0.2558 - accuracy: 0.8625
  6/296 [..............................] - ETA: 16s - loss: 0.2267 - accuracy: 0.8750
  7/296 [..............................] - ETA: 16s - loss: 0.2385 - accuracy: 0.8661
  8/296 [..............................] - ETA: 16s - loss: 0.2173 - accuracy: 0.8750
  9/296 [..............................] - ETA: 16s - loss: 0.2078 - accuracy: 0.8819
 10/296 [>.............................] - ETA: 16s - loss: 0.2074 - accuracy: 0.8813
 11/296 [>.............................] - ETA: 16s - loss: 0.2286 - accuracy: 0.8693
 12/296 [>.............................] - ETA: 16s - loss: 0.2356 - accuracy: 0.8646
 13/296 [>.............................] - ETA: 16s - loss: 0.2415 - accuracy: 0.8654
 14/296 [>.............................] - ETA: 16s - loss: 0.2764 - accuracy: 0.8571
 15/296 [>.............................] - ETA: 16s - loss: 0.2738 - accuracy: 0.8542
 16/296 [>.............................] - ETA: 16s - loss: 0.2629 - accuracy: 0.8594
 17/296 [>.............................] - ETA: 16s - loss: 0.2779 - accuracy: 0.8529
 18/296 [>.............................] - ETA: 16s - loss: 0.2698 - accuracy: 0.8576
 19/296 [>.............................] - ETA: 16s - loss: 0.2584 - accuracy: 0.8651
 20/296 [=>............................] - ETA: 15s - loss: 0.2597 - accuracy: 0.8656
 21/296 [=>............................] - ETA: 15s - loss: 0.2529 - accuracy: 0.8690
 22/296 [=>............................] - ETA: 15s - loss: 0.2510 - accuracy: 0.8722
 23/296 [=>............................] - ETA: 15s - loss: 0.2484 - accuracy: 0.8750
 24/296 [=>............................] - ETA: 15s - loss: 0.2431 - accuracy: 0.8776
 25/296 [=>............................] - ETA: 15s - loss: 0.2448 - accuracy: 0.8800
 26/296 [=>............................] - ETA: 15s - loss: 0.2466 - accuracy: 0.8774
 27/296 [=>............................] - ETA: 15s - loss: 0.2444 - accuracy: 0.8773
 28/296 [=>............................] - ETA: 15s - loss: 0.2442 - accuracy: 0.8795
 29/296 [=>............................] - ETA: 15s - loss: 0.2547 - accuracy: 0.8815
 30/296 [==>...........................] - ETA: 15s - loss: 0.2589 - accuracy: 0.8792
 31/296 [==>...........................] - ETA: 15s - loss: 0.2578 - accuracy: 0.8790
 32/296 [==>...........................] - ETA: 15s - loss: 0.2548 - accuracy: 0.8789
 33/296 [==>...........................] - ETA: 15s - loss: 0.2567 - accuracy: 0.8769
 34/296 [==>...........................] - ETA: 15s - loss: 0.2529 - accuracy: 0.8787
 35/296 [==>...........................] - ETA: 15s - loss: 0.2556 - accuracy: 0.8768
 36/296 [==>...........................] - ETA: 15s - loss: 0.2547 - accuracy: 0.8767
 37/296 [==>...........................] - ETA: 15s - loss: 0.2558 - accuracy: 0.8750
 38/296 [==>...........................] - ETA: 15s - loss: 0.2602 - accuracy: 0.8734
 39/296 [==>...........................] - ETA: 14s - loss: 0.2580 - accuracy: 0.8750
 40/296 [===>..........................] - ETA: 14s - loss: 0.2609 - accuracy: 0.8734
 41/296 [===>..........................] - ETA: 14s - loss: 0.2571 - accuracy: 0.8750
 42/296 [===>..........................] - ETA: 14s - loss: 0.2561 - accuracy: 0.8765
 43/296 [===>..........................] - ETA: 14s - loss: 0.2577 - accuracy: 0.8735
 44/296 [===>..........................] - ETA: 14s - loss: 0.2576 - accuracy: 0.8722
 45/296 [===>..........................] - ETA: 14s - loss: 0.2603 - accuracy: 0.8708
 46/296 [===>..........................] - ETA: 14s - loss: 0.2594 - accuracy: 0.8723
 47/296 [===>..........................] - ETA: 14s - loss: 0.2581 - accuracy: 0.8723
 48/296 [===>..........................] - ETA: 14s - loss: 0.2585 - accuracy: 0.8711
 49/296 [===>..........................] - ETA: 14s - loss: 0.2563 - accuracy: 0.8724
 50/296 [====>.........................] - ETA: 14s - loss: 0.2566 - accuracy: 0.8725
 51/296 [====>.........................] - ETA: 14s - loss: 0.2539 - accuracy: 0.8750
 52/296 [====>.........................] - ETA: 14s - loss: 0.2525 - accuracy: 0.8750
 53/296 [====>.........................] - ETA: 14s - loss: 0.2526 - accuracy: 0.8738
 54/296 [====>.........................] - ETA: 14s - loss: 0.2509 - accuracy: 0.8750
 55/296 [====>.........................] - ETA: 14s - loss: 0.2504 - accuracy: 0.8750
 56/296 [====>.........................] - ETA: 13s - loss: 0.2478 - accuracy: 0.8772
 57/296 [====>.........................] - ETA: 13s - loss: 0.2455 - accuracy: 0.8783
 58/296 [====>.........................] - ETA: 13s - loss: 0.2446 - accuracy: 0.8782
 59/296 [====>.........................] - ETA: 13s - loss: 0.2420 - accuracy: 0.8803
 60/296 [=====>........................] - ETA: 13s - loss: 0.2431 - accuracy: 0.8792
 61/296 [=====>........................] - ETA: 13s - loss: 0.2407 - accuracy: 0.8811
 62/296 [=====>........................] - ETA: 13s - loss: 0.2372 - accuracy: 0.8831
 63/296 [=====>........................] - ETA: 13s - loss: 0.2385 - accuracy: 0.8819
 64/296 [=====>........................] - ETA: 13s - loss: 0.2366 - accuracy: 0.8828
 65/296 [=====>........................] - ETA: 13s - loss: 0.2339 - accuracy: 0.8846
 66/296 [=====>........................] - ETA: 13s - loss: 0.2314 - accuracy: 0.8864
 67/296 [=====>........................] - ETA: 13s - loss: 0.2359 - accuracy: 0.8825
 68/296 [=====>........................] - ETA: 13s - loss: 0.2411 - accuracy: 0.8796
 69/296 [=====>........................] - ETA: 13s - loss: 0.2385 - accuracy: 0.8813
 70/296 [======>.......................] - ETA: 13s - loss: 0.2355 - accuracy: 0.8830
 71/296 [======>.......................] - ETA: 13s - loss: 0.2335 - accuracy: 0.8847
 72/296 [======>.......................] - ETA: 13s - loss: 0.2320 - accuracy: 0.8854
 73/296 [======>.......................] - ETA: 13s - loss: 0.2345 - accuracy: 0.8853
 74/296 [======>.......................] - ETA: 12s - loss: 0.2358 - accuracy: 0.8851
 75/296 [======>.......................] - ETA: 12s - loss: 0.2350 - accuracy: 0.8858
 76/296 [======>.......................] - ETA: 12s - loss: 0.2345 - accuracy: 0.8865
 77/296 [======>.......................] - ETA: 12s - loss: 0.2358 - accuracy: 0.8847
 78/296 [======>.......................] - ETA: 12s - loss: 0.2353 - accuracy: 0.8838
 79/296 [=======>......................] - ETA: 12s - loss: 0.2335 - accuracy: 0.8845
 80/296 [=======>......................] - ETA: 12s - loss: 0.2321 - accuracy: 0.8852
 81/296 [=======>......................] - ETA: 12s - loss: 0.2308 - accuracy: 0.8866
 82/296 [=======>......................] - ETA: 12s - loss: 0.2289 - accuracy: 0.8880
 83/296 [=======>......................] - ETA: 12s - loss: 0.2295 - accuracy: 0.8878
 84/296 [=======>......................] - ETA: 12s - loss: 0.2310 - accuracy: 0.8876
 85/296 [=======>......................] - ETA: 12s - loss: 0.2305 - accuracy: 0.8890
 86/296 [=======>......................] - ETA: 12s - loss: 0.2322 - accuracy: 0.8881
 87/296 [=======>......................] - ETA: 12s - loss: 0.2320 - accuracy: 0.8879
 88/296 [=======>......................] - ETA: 12s - loss: 0.2371 - accuracy: 0.8871
 89/296 [========>.....................] - ETA: 12s - loss: 0.2378 - accuracy: 0.8869
 90/296 [========>.....................] - ETA: 12s - loss: 0.2363 - accuracy: 0.8882
 91/296 [========>.....................] - ETA: 11s - loss: 0.2364 - accuracy: 0.8880
 92/296 [========>.....................] - ETA: 11s - loss: 0.2353 - accuracy: 0.8886
 93/296 [========>.....................] - ETA: 11s - loss: 0.2345 - accuracy: 0.8891
 94/296 [========>.....................] - ETA: 11s - loss: 0.2336 - accuracy: 0.8896
 95/296 [========>.....................] - ETA: 11s - loss: 0.2325 - accuracy: 0.8908
 96/296 [========>.....................] - ETA: 11s - loss: 0.2315 - accuracy: 0.8913
 97/296 [========>.....................] - ETA: 11s - loss: 0.2309 - accuracy: 0.8924
 98/296 [========>.....................] - ETA: 11s - loss: 0.2315 - accuracy: 0.8922
 99/296 [=========>....................] - ETA: 11s - loss: 0.2309 - accuracy: 0.8927
100/296 [=========>....................] - ETA: 11s - loss: 0.2324 - accuracy: 0.8913
101/296 [=========>....................] - ETA: 11s - loss: 0.2319 - accuracy: 0.8911
102/296 [=========>....................] - ETA: 11s - loss: 0.2324 - accuracy: 0.8909
103/296 [=========>....................] - ETA: 11s - loss: 0.2330 - accuracy: 0.8908
104/296 [=========>....................] - ETA: 11s - loss: 0.2321 - accuracy: 0.8912
105/296 [=========>....................] - ETA: 11s - loss: 0.2318 - accuracy: 0.8911
106/296 [=========>....................] - ETA: 11s - loss: 0.2317 - accuracy: 0.8903
107/296 [=========>....................] - ETA: 11s - loss: 0.2311 - accuracy: 0.8908
108/296 [=========>....................] - ETA: 10s - loss: 0.2317 - accuracy: 0.8906
109/296 [==========>...................] - ETA: 10s - loss: 0.2318 - accuracy: 0.8905
110/296 [==========>...................] - ETA: 10s - loss: 0.2308 - accuracy: 0.8909
111/296 [==========>...................] - ETA: 10s - loss: 0.2297 - accuracy: 0.8908
112/296 [==========>...................] - ETA: 10s - loss: 0.2299 - accuracy: 0.8906
113/296 [==========>...................] - ETA: 10s - loss: 0.2306 - accuracy: 0.8899
114/296 [==========>...................] - ETA: 10s - loss: 0.2313 - accuracy: 0.8893
115/296 [==========>...................] - ETA: 10s - loss: 0.2311 - accuracy: 0.8897
116/296 [==========>...................] - ETA: 10s - loss: 0.2302 - accuracy: 0.8906
117/296 [==========>...................] - ETA: 10s - loss: 0.2300 - accuracy: 0.8910
118/296 [==========>...................] - ETA: 10s - loss: 0.2283 - accuracy: 0.8919
119/296 [===========>..................] - ETA: 10s - loss: 0.2275 - accuracy: 0.8918
120/296 [===========>..................] - ETA: 10s - loss: 0.2288 - accuracy: 0.8906
121/296 [===========>..................] - ETA: 10s - loss: 0.2300 - accuracy: 0.8900
122/296 [===========>..................] - ETA: 10s - loss: 0.2294 - accuracy: 0.8904
123/296 [===========>..................] - ETA: 10s - loss: 0.2310 - accuracy: 0.8897
124/296 [===========>..................] - ETA: 10s - loss: 0.2302 - accuracy: 0.8901
125/296 [===========>..................] - ETA: 9s - loss: 0.2291 - accuracy: 0.8910 
126/296 [===========>..................] - ETA: 9s - loss: 0.2289 - accuracy: 0.8914
127/296 [===========>..................] - ETA: 9s - loss: 0.2286 - accuracy: 0.8917
128/296 [===========>..................] - ETA: 9s - loss: 0.2282 - accuracy: 0.8921
129/296 [============>.................] - ETA: 9s - loss: 0.2277 - accuracy: 0.8924
130/296 [============>.................] - ETA: 9s - loss: 0.2321 - accuracy: 0.8904
131/296 [============>.................] - ETA: 9s - loss: 0.2316 - accuracy: 0.8912
132/296 [============>.................] - ETA: 9s - loss: 0.2337 - accuracy: 0.8906
133/296 [============>.................] - ETA: 9s - loss: 0.2341 - accuracy: 0.8910
134/296 [============>.................] - ETA: 9s - loss: 0.2354 - accuracy: 0.8909
135/296 [============>.................] - ETA: 9s - loss: 0.2358 - accuracy: 0.8907
136/296 [============>.................] - ETA: 9s - loss: 0.2348 - accuracy: 0.8911
137/296 [============>.................] - ETA: 9s - loss: 0.2346 - accuracy: 0.8910
138/296 [============>.................] - ETA: 9s - loss: 0.2366 - accuracy: 0.8895
139/296 [=============>................] - ETA: 9s - loss: 0.2366 - accuracy: 0.8894
140/296 [=============>................] - ETA: 9s - loss: 0.2369 - accuracy: 0.8888
141/296 [=============>................] - ETA: 9s - loss: 0.2371 - accuracy: 0.8892
142/296 [=============>................] - ETA: 8s - loss: 0.2373 - accuracy: 0.8891
143/296 [=============>................] - ETA: 8s - loss: 0.2372 - accuracy: 0.8890
144/296 [=============>................] - ETA: 8s - loss: 0.2376 - accuracy: 0.8885
145/296 [=============>................] - ETA: 8s - loss: 0.2379 - accuracy: 0.8879
146/296 [=============>................] - ETA: 8s - loss: 0.2376 - accuracy: 0.8878
147/296 [=============>................] - ETA: 8s - loss: 0.2389 - accuracy: 0.8869
148/296 [==============>...............] - ETA: 8s - loss: 0.2388 - accuracy: 0.8868
149/296 [==============>...............] - ETA: 8s - loss: 0.2379 - accuracy: 0.8872
150/296 [==============>...............] - ETA: 8s - loss: 0.2387 - accuracy: 0.8871
151/296 [==============>...............] - ETA: 8s - loss: 0.2388 - accuracy: 0.8870
152/296 [==============>...............] - ETA: 8s - loss: 0.2390 - accuracy: 0.8873
153/296 [==============>...............] - ETA: 8s - loss: 0.2393 - accuracy: 0.8881
154/296 [==============>...............] - ETA: 8s - loss: 0.2394 - accuracy: 0.8876
155/296 [==============>...............] - ETA: 8s - loss: 0.2389 - accuracy: 0.8879
156/296 [==============>...............] - ETA: 8s - loss: 0.2387 - accuracy: 0.8882
157/296 [==============>...............] - ETA: 8s - loss: 0.2387 - accuracy: 0.8877
158/296 [===============>..............] - ETA: 8s - loss: 0.2397 - accuracy: 0.8865
159/296 [===============>..............] - ETA: 8s - loss: 0.2401 - accuracy: 0.8868
160/296 [===============>..............] - ETA: 7s - loss: 0.2405 - accuracy: 0.8863
161/296 [===============>..............] - ETA: 7s - loss: 0.2416 - accuracy: 0.8851
162/296 [===============>..............] - ETA: 7s - loss: 0.2427 - accuracy: 0.8850
163/296 [===============>..............] - ETA: 7s - loss: 0.2426 - accuracy: 0.8854
164/296 [===============>..............] - ETA: 7s - loss: 0.2429 - accuracy: 0.8849
165/296 [===============>..............] - ETA: 7s - loss: 0.2427 - accuracy: 0.8848
166/296 [===============>..............] - ETA: 7s - loss: 0.2416 - accuracy: 0.8855
167/296 [===============>..............] - ETA: 7s - loss: 0.2415 - accuracy: 0.8855
168/296 [================>.............] - ETA: 7s - loss: 0.2414 - accuracy: 0.8850
169/296 [================>.............] - ETA: 7s - loss: 0.2421 - accuracy: 0.8846
170/296 [================>.............] - ETA: 7s - loss: 0.2417 - accuracy: 0.8849
171/296 [================>.............] - ETA: 7s - loss: 0.2409 - accuracy: 0.8856
172/296 [================>.............] - ETA: 7s - loss: 0.2404 - accuracy: 0.8859
173/296 [================>.............] - ETA: 7s - loss: 0.2401 - accuracy: 0.8862
174/296 [================>.............] - ETA: 7s - loss: 0.2397 - accuracy: 0.8865
175/296 [================>.............] - ETA: 7s - loss: 0.2387 - accuracy: 0.8871
176/296 [================>.............] - ETA: 7s - loss: 0.2401 - accuracy: 0.8871
177/296 [================>.............] - ETA: 6s - loss: 0.2400 - accuracy: 0.8870
178/296 [=================>............] - ETA: 6s - loss: 0.2402 - accuracy: 0.8873
179/296 [=================>............] - ETA: 6s - loss: 0.2398 - accuracy: 0.8876
180/296 [=================>............] - ETA: 6s - loss: 0.2396 - accuracy: 0.8875
181/296 [=================>............] - ETA: 6s - loss: 0.2399 - accuracy: 0.8871
182/296 [=================>............] - ETA: 6s - loss: 0.2397 - accuracy: 0.8870
183/296 [=================>............] - ETA: 6s - loss: 0.2391 - accuracy: 0.8870
184/296 [=================>............] - ETA: 6s - loss: 0.2398 - accuracy: 0.8869
185/296 [=================>............] - ETA: 6s - loss: 0.2393 - accuracy: 0.8868
186/296 [=================>............] - ETA: 6s - loss: 0.2397 - accuracy: 0.8868
187/296 [=================>............] - ETA: 6s - loss: 0.2405 - accuracy: 0.8860
188/296 [==================>...........] - ETA: 6s - loss: 0.2405 - accuracy: 0.8860
189/296 [==================>...........] - ETA: 6s - loss: 0.2416 - accuracy: 0.8856
190/296 [==================>...........] - ETA: 6s - loss: 0.2411 - accuracy: 0.8859
191/296 [==================>...........] - ETA: 6s - loss: 0.2422 - accuracy: 0.8858
192/296 [==================>...........] - ETA: 6s - loss: 0.2422 - accuracy: 0.8861
193/296 [==================>...........] - ETA: 6s - loss: 0.2418 - accuracy: 0.8863
194/296 [==================>...........] - ETA: 5s - loss: 0.2413 - accuracy: 0.8866
195/296 [==================>...........] - ETA: 5s - loss: 0.2417 - accuracy: 0.8865
196/296 [==================>...........] - ETA: 5s - loss: 0.2418 - accuracy: 0.8865
197/296 [==================>...........] - ETA: 5s - loss: 0.2418 - accuracy: 0.8861
198/296 [===================>..........] - ETA: 5s - loss: 0.2418 - accuracy: 0.8857
199/296 [===================>..........] - ETA: 5s - loss: 0.2409 - accuracy: 0.8860
200/296 [===================>..........] - ETA: 5s - loss: 0.2405 - accuracy: 0.8863
201/296 [===================>..........] - ETA: 5s - loss: 0.2408 - accuracy: 0.8862
202/296 [===================>..........] - ETA: 5s - loss: 0.2407 - accuracy: 0.8864
203/296 [===================>..........] - ETA: 5s - loss: 0.2398 - accuracy: 0.8870
204/296 [===================>..........] - ETA: 5s - loss: 0.2405 - accuracy: 0.8866
205/296 [===================>..........] - ETA: 5s - loss: 0.2408 - accuracy: 0.8860
206/296 [===================>..........] - ETA: 5s - loss: 0.2406 - accuracy: 0.8859
207/296 [===================>..........] - ETA: 5s - loss: 0.2406 - accuracy: 0.8859
208/296 [====================>.........] - ETA: 5s - loss: 0.2397 - accuracy: 0.8864
209/296 [====================>.........] - ETA: 5s - loss: 0.2391 - accuracy: 0.8867
210/296 [====================>.........] - ETA: 5s - loss: 0.2382 - accuracy: 0.8872
211/296 [====================>.........] - ETA: 4s - loss: 0.2382 - accuracy: 0.8871
212/296 [====================>.........] - ETA: 4s - loss: 0.2383 - accuracy: 0.8874
213/296 [====================>.........] - ETA: 4s - loss: 0.2382 - accuracy: 0.8876
214/296 [====================>.........] - ETA: 4s - loss: 0.2384 - accuracy: 0.8876
215/296 [====================>.........] - ETA: 4s - loss: 0.2376 - accuracy: 0.8881
216/296 [====================>.........] - ETA: 4s - loss: 0.2371 - accuracy: 0.8886
217/296 [====================>.........] - ETA: 4s - loss: 0.2367 - accuracy: 0.8888
218/296 [=====================>........] - ETA: 4s - loss: 0.2363 - accuracy: 0.8888
219/296 [=====================>........] - ETA: 4s - loss: 0.2358 - accuracy: 0.8890
220/296 [=====================>........] - ETA: 4s - loss: 0.2359 - accuracy: 0.8889
221/296 [=====================>........] - ETA: 4s - loss: 0.2354 - accuracy: 0.8891
222/296 [=====================>........] - ETA: 4s - loss: 0.2357 - accuracy: 0.8888
223/296 [=====================>........] - ETA: 4s - loss: 0.2358 - accuracy: 0.8885
224/296 [=====================>........] - ETA: 4s - loss: 0.2365 - accuracy: 0.8884
225/296 [=====================>........] - ETA: 4s - loss: 0.2378 - accuracy: 0.8881
226/296 [=====================>........] - ETA: 4s - loss: 0.2384 - accuracy: 0.8880
227/296 [======================>.......] - ETA: 4s - loss: 0.2377 - accuracy: 0.8885
228/296 [======================>.......] - ETA: 3s - loss: 0.2374 - accuracy: 0.8884
229/296 [======================>.......] - ETA: 3s - loss: 0.2368 - accuracy: 0.8889
230/296 [======================>.......] - ETA: 3s - loss: 0.2362 - accuracy: 0.8894
231/296 [======================>.......] - ETA: 3s - loss: 0.2382 - accuracy: 0.8883
232/296 [======================>.......] - ETA: 3s - loss: 0.2381 - accuracy: 0.8882
233/296 [======================>.......] - ETA: 3s - loss: 0.2374 - accuracy: 0.8887
234/296 [======================>.......] - ETA: 3s - loss: 0.2376 - accuracy: 0.8884
235/296 [======================>.......] - ETA: 3s - loss: 0.2379 - accuracy: 0.8880
236/296 [======================>.......] - ETA: 3s - loss: 0.2374 - accuracy: 0.8882
237/296 [=======================>......] - ETA: 3s - loss: 0.2372 - accuracy: 0.8884
238/296 [=======================>......] - ETA: 3s - loss: 0.2374 - accuracy: 0.8884
239/296 [=======================>......] - ETA: 3s - loss: 0.2375 - accuracy: 0.8886
240/296 [=======================>......] - ETA: 3s - loss: 0.2378 - accuracy: 0.8883
241/296 [=======================>......] - ETA: 3s - loss: 0.2396 - accuracy: 0.8872
242/296 [=======================>......] - ETA: 3s - loss: 0.2389 - accuracy: 0.8877
243/296 [=======================>......] - ETA: 3s - loss: 0.2386 - accuracy: 0.8881
244/296 [=======================>......] - ETA: 3s - loss: 0.2390 - accuracy: 0.8878
245/296 [=======================>......] - ETA: 2s - loss: 0.2386 - accuracy: 0.8880
246/296 [=======================>......] - ETA: 2s - loss: 0.2389 - accuracy: 0.8882
247/296 [========================>.....] - ETA: 2s - loss: 0.2389 - accuracy: 0.8884
248/296 [========================>.....] - ETA: 2s - loss: 0.2390 - accuracy: 0.8884
249/296 [========================>.....] - ETA: 2s - loss: 0.2388 - accuracy: 0.8883
250/296 [========================>.....] - ETA: 2s - loss: 0.2388 - accuracy: 0.8882
251/296 [========================>.....] - ETA: 2s - loss: 0.2396 - accuracy: 0.8877
252/296 [========================>.....] - ETA: 2s - loss: 0.2389 - accuracy: 0.8881
253/296 [========================>.....] - ETA: 2s - loss: 0.2384 - accuracy: 0.8886
254/296 [========================>.....] - ETA: 2s - loss: 0.2378 - accuracy: 0.8888
255/296 [========================>.....] - ETA: 2s - loss: 0.2372 - accuracy: 0.8892
256/296 [========================>.....] - ETA: 2s - loss: 0.2366 - accuracy: 0.8896
257/296 [=========================>....] - ETA: 2s - loss: 0.2365 - accuracy: 0.8893
258/296 [=========================>....] - ETA: 2s - loss: 0.2363 - accuracy: 0.8893
259/296 [=========================>....] - ETA: 2s - loss: 0.2358 - accuracy: 0.8895
260/296 [=========================>....] - ETA: 2s - loss: 0.2356 - accuracy: 0.8894
261/296 [=========================>....] - ETA: 2s - loss: 0.2351 - accuracy: 0.8898
262/296 [=========================>....] - ETA: 1s - loss: 0.2352 - accuracy: 0.8898
263/296 [=========================>....] - ETA: 1s - loss: 0.2353 - accuracy: 0.8900
264/296 [=========================>....] - ETA: 1s - loss: 0.2348 - accuracy: 0.8904
265/296 [=========================>....] - ETA: 1s - loss: 0.2360 - accuracy: 0.8896
266/296 [=========================>....] - ETA: 1s - loss: 0.2363 - accuracy: 0.8893
267/296 [==========================>...] - ETA: 1s - loss: 0.2359 - accuracy: 0.8895
268/296 [==========================>...] - ETA: 1s - loss: 0.2353 - accuracy: 0.8899
269/296 [==========================>...] - ETA: 1s - loss: 0.2351 - accuracy: 0.8901
270/296 [==========================>...] - ETA: 1s - loss: 0.2353 - accuracy: 0.8896
271/296 [==========================>...] - ETA: 1s - loss: 0.2353 - accuracy: 0.8895
272/296 [==========================>...] - ETA: 1s - loss: 0.2354 - accuracy: 0.8892
273/296 [==========================>...] - ETA: 1s - loss: 0.2348 - accuracy: 0.8897
274/296 [==========================>...] - ETA: 1s - loss: 0.2345 - accuracy: 0.8898
275/296 [==========================>...] - ETA: 1s - loss: 0.2349 - accuracy: 0.8898
276/296 [==========================>...] - ETA: 1s - loss: 0.2344 - accuracy: 0.8899
277/296 [===========================>..] - ETA: 1s - loss: 0.2343 - accuracy: 0.8899
278/296 [===========================>..] - ETA: 1s - loss: 0.2340 - accuracy: 0.8903
279/296 [===========================>..] - ETA: 0s - loss: 0.2334 - accuracy: 0.8907
280/296 [===========================>..] - ETA: 0s - loss: 0.2332 - accuracy: 0.8908
281/296 [===========================>..] - ETA: 0s - loss: 0.2334 - accuracy: 0.8908
282/296 [===========================>..] - ETA: 0s - loss: 0.2328 - accuracy: 0.8910
283/296 [===========================>..] - ETA: 0s - loss: 0.2330 - accuracy: 0.8909
284/296 [===========================>..] - ETA: 0s - loss: 0.2334 - accuracy: 0.8908
285/296 [===========================>..] - ETA: 0s - loss: 0.2329 - accuracy: 0.8910
286/296 [===========================>..] - ETA: 0s - loss: 0.2327 - accuracy: 0.8910
287/296 [============================>.] - ETA: 0s - loss: 0.2322 - accuracy: 0.8913
288/296 [============================>.] - ETA: 0s - loss: 0.2323 - accuracy: 0.8913
289/296 [============================>.] - ETA: 0s - loss: 0.2317 - accuracy: 0.8917
290/296 [============================>.] - ETA: 0s - loss: 0.2313 - accuracy: 0.8920
291/296 [============================>.] - ETA: 0s - loss: 0.2317 - accuracy: 0.8918
292/296 [============================>.] - ETA: 0s - loss: 0.2310 - accuracy: 0.8921
293/296 [============================>.] - ETA: 0s - loss: 0.2316 - accuracy: 0.8921
294/296 [============================>.] - ETA: 0s - loss: 0.2322 - accuracy: 0.8918
295/296 [============================>.] - ETA: 0s - loss: 0.2333 - accuracy: 0.8915
296/296 [==============================] - 17s 59ms/step - loss: 0.2328 - accuracy: 0.8918

296/296 [==============================] - 19s 63ms/step - loss: 0.2328 - accuracy: 0.8918 - val_loss: 0.2350 - val_accuracy: 0.9004
Epoch 31/50

  1/296 [..............................] - ETA: 16s - loss: 0.3197 - accuracy: 0.7500
  2/296 [..............................] - ETA: 16s - loss: 0.2274 - accuracy: 0.8750
  3/296 [..............................] - ETA: 16s - loss: 0.2027 - accuracy: 0.8958
  4/296 [..............................] - ETA: 16s - loss: 0.1889 - accuracy: 0.9062
  5/296 [..............................] - ETA: 16s - loss: 0.2067 - accuracy: 0.9000
  6/296 [..............................] - ETA: 16s - loss: 0.2147 - accuracy: 0.8958
  7/296 [..............................] - ETA: 16s - loss: 0.2135 - accuracy: 0.8929
  8/296 [..............................] - ETA: 16s - loss: 0.2150 - accuracy: 0.8984
  9/296 [..............................] - ETA: 16s - loss: 0.2075 - accuracy: 0.9028
 10/296 [>.............................] - ETA: 16s - loss: 0.2094 - accuracy: 0.9000
 11/296 [>.............................] - ETA: 16s - loss: 0.2062 - accuracy: 0.9034
 12/296 [>.............................] - ETA: 16s - loss: 0.2077 - accuracy: 0.8958
 13/296 [>.............................] - ETA: 16s - loss: 0.2085 - accuracy: 0.8942
 14/296 [>.............................] - ETA: 16s - loss: 0.2146 - accuracy: 0.8929
 15/296 [>.............................] - ETA: 16s - loss: 0.2224 - accuracy: 0.8917
 16/296 [>.............................] - ETA: 16s - loss: 0.2294 - accuracy: 0.8906
 17/296 [>.............................] - ETA: 16s - loss: 0.2285 - accuracy: 0.8934
 18/296 [>.............................] - ETA: 15s - loss: 0.2279 - accuracy: 0.8958
 19/296 [>.............................] - ETA: 15s - loss: 0.2429 - accuracy: 0.8849
 20/296 [=>............................] - ETA: 15s - loss: 0.2517 - accuracy: 0.8813
 21/296 [=>............................] - ETA: 15s - loss: 0.2532 - accuracy: 0.8810
 22/296 [=>............................] - ETA: 15s - loss: 0.2458 - accuracy: 0.8835
 23/296 [=>............................] - ETA: 15s - loss: 0.2453 - accuracy: 0.8804
 24/296 [=>............................] - ETA: 15s - loss: 0.2415 - accuracy: 0.8828
 25/296 [=>............................] - ETA: 15s - loss: 0.2473 - accuracy: 0.8800
 26/296 [=>............................] - ETA: 15s - loss: 0.2456 - accuracy: 0.8798
 27/296 [=>............................] - ETA: 15s - loss: 0.2464 - accuracy: 0.8773
 28/296 [=>............................] - ETA: 15s - loss: 0.2510 - accuracy: 0.8750
 29/296 [=>............................] - ETA: 15s - loss: 0.2530 - accuracy: 0.8728
 30/296 [==>...........................] - ETA: 15s - loss: 0.2536 - accuracy: 0.8729
 31/296 [==>...........................] - ETA: 15s - loss: 0.2506 - accuracy: 0.8750
 32/296 [==>...........................] - ETA: 15s - loss: 0.2529 - accuracy: 0.8750
 33/296 [==>...........................] - ETA: 15s - loss: 0.2518 - accuracy: 0.8769
 34/296 [==>...........................] - ETA: 15s - loss: 0.2549 - accuracy: 0.8768
 35/296 [==>...........................] - ETA: 15s - loss: 0.2540 - accuracy: 0.8732
 36/296 [==>...........................] - ETA: 14s - loss: 0.2571 - accuracy: 0.8698
 37/296 [==>...........................] - ETA: 14s - loss: 0.2532 - accuracy: 0.8733
 38/296 [==>...........................] - ETA: 14s - loss: 0.2507 - accuracy: 0.8766
 39/296 [==>...........................] - ETA: 14s - loss: 0.2506 - accuracy: 0.8782
 40/296 [===>..........................] - ETA: 14s - loss: 0.2515 - accuracy: 0.8766
 41/296 [===>..........................] - ETA: 14s - loss: 0.2477 - accuracy: 0.8796
 42/296 [===>..........................] - ETA: 14s - loss: 0.2469 - accuracy: 0.8810
 43/296 [===>..........................] - ETA: 14s - loss: 0.2523 - accuracy: 0.8779
 44/296 [===>..........................] - ETA: 14s - loss: 0.2515 - accuracy: 0.8778
 45/296 [===>..........................] - ETA: 14s - loss: 0.2481 - accuracy: 0.8806
 46/296 [===>..........................] - ETA: 14s - loss: 0.2469 - accuracy: 0.8804
 47/296 [===>..........................] - ETA: 14s - loss: 0.2458 - accuracy: 0.8803
 48/296 [===>..........................] - ETA: 14s - loss: 0.2448 - accuracy: 0.8802
 49/296 [===>..........................] - ETA: 14s - loss: 0.2437 - accuracy: 0.8814
 50/296 [====>.........................] - ETA: 14s - loss: 0.2411 - accuracy: 0.8838
 51/296 [====>.........................] - ETA: 14s - loss: 0.2385 - accuracy: 0.8860
 52/296 [====>.........................] - ETA: 14s - loss: 0.2409 - accuracy: 0.8846
 53/296 [====>.........................] - ETA: 13s - loss: 0.2401 - accuracy: 0.8844
 54/296 [====>.........................] - ETA: 13s - loss: 0.2388 - accuracy: 0.8854
 55/296 [====>.........................] - ETA: 13s - loss: 0.2409 - accuracy: 0.8830
 56/296 [====>.........................] - ETA: 13s - loss: 0.2408 - accuracy: 0.8828
 57/296 [====>.........................] - ETA: 13s - loss: 0.2390 - accuracy: 0.8849
 58/296 [====>.........................] - ETA: 13s - loss: 0.2403 - accuracy: 0.8858
 59/296 [====>.........................] - ETA: 13s - loss: 0.2391 - accuracy: 0.8856
 60/296 [=====>........................] - ETA: 13s - loss: 0.2371 - accuracy: 0.8875
 61/296 [=====>........................] - ETA: 13s - loss: 0.2367 - accuracy: 0.8883
 62/296 [=====>........................] - ETA: 13s - loss: 0.2364 - accuracy: 0.8881
 63/296 [=====>........................] - ETA: 13s - loss: 0.2400 - accuracy: 0.8879
 64/296 [=====>........................] - ETA: 13s - loss: 0.2397 - accuracy: 0.8877
 65/296 [=====>........................] - ETA: 13s - loss: 0.2399 - accuracy: 0.8865
 66/296 [=====>........................] - ETA: 13s - loss: 0.2387 - accuracy: 0.8864
 67/296 [=====>........................] - ETA: 13s - loss: 0.2368 - accuracy: 0.8862
 68/296 [=====>........................] - ETA: 13s - loss: 0.2370 - accuracy: 0.8860
 69/296 [=====>........................] - ETA: 13s - loss: 0.2394 - accuracy: 0.8850
 70/296 [======>.......................] - ETA: 13s - loss: 0.2394 - accuracy: 0.8857
 71/296 [======>.......................] - ETA: 12s - loss: 0.2386 - accuracy: 0.8864
 72/296 [======>.......................] - ETA: 12s - loss: 0.2374 - accuracy: 0.8872
 73/296 [======>.......................] - ETA: 12s - loss: 0.2380 - accuracy: 0.8861
 74/296 [======>.......................] - ETA: 12s - loss: 0.2367 - accuracy: 0.8877
 75/296 [======>.......................] - ETA: 12s - loss: 0.2354 - accuracy: 0.8883
 76/296 [======>.......................] - ETA: 12s - loss: 0.2364 - accuracy: 0.8873
 77/296 [======>.......................] - ETA: 12s - loss: 0.2353 - accuracy: 0.8880
 78/296 [======>.......................] - ETA: 12s - loss: 0.2323 - accuracy: 0.8894
 79/296 [=======>......................] - ETA: 12s - loss: 0.2308 - accuracy: 0.8900
 80/296 [=======>......................] - ETA: 12s - loss: 0.2300 - accuracy: 0.8914
 81/296 [=======>......................] - ETA: 12s - loss: 0.2292 - accuracy: 0.8912
 82/296 [=======>......................] - ETA: 12s - loss: 0.2327 - accuracy: 0.8902
 83/296 [=======>......................] - ETA: 12s - loss: 0.2333 - accuracy: 0.8893
 84/296 [=======>......................] - ETA: 12s - loss: 0.2318 - accuracy: 0.8899
 85/296 [=======>......................] - ETA: 12s - loss: 0.2308 - accuracy: 0.8904
 86/296 [=======>......................] - ETA: 12s - loss: 0.2294 - accuracy: 0.8917
 87/296 [=======>......................] - ETA: 12s - loss: 0.2319 - accuracy: 0.8915
 88/296 [=======>......................] - ETA: 11s - loss: 0.2295 - accuracy: 0.8928
 89/296 [========>.....................] - ETA: 11s - loss: 0.2294 - accuracy: 0.8919
 90/296 [========>.....................] - ETA: 11s - loss: 0.2285 - accuracy: 0.8924
 91/296 [========>.....................] - ETA: 11s - loss: 0.2275 - accuracy: 0.8922
 92/296 [========>.....................] - ETA: 11s - loss: 0.2276 - accuracy: 0.8913
 93/296 [========>.....................] - ETA: 11s - loss: 0.2260 - accuracy: 0.8918
 94/296 [========>.....................] - ETA: 11s - loss: 0.2273 - accuracy: 0.8910
 95/296 [========>.....................] - ETA: 11s - loss: 0.2281 - accuracy: 0.8901
 96/296 [========>.....................] - ETA: 11s - loss: 0.2281 - accuracy: 0.8900
 97/296 [========>.....................] - ETA: 11s - loss: 0.2278 - accuracy: 0.8898
 98/296 [========>.....................] - ETA: 11s - loss: 0.2261 - accuracy: 0.8909
 99/296 [=========>....................] - ETA: 11s - loss: 0.2257 - accuracy: 0.8914
100/296 [=========>....................] - ETA: 11s - loss: 0.2251 - accuracy: 0.8913
101/296 [=========>....................] - ETA: 11s - loss: 0.2258 - accuracy: 0.8911
102/296 [=========>....................] - ETA: 11s - loss: 0.2257 - accuracy: 0.8909
103/296 [=========>....................] - ETA: 11s - loss: 0.2261 - accuracy: 0.8908
104/296 [=========>....................] - ETA: 11s - loss: 0.2271 - accuracy: 0.8900
105/296 [=========>....................] - ETA: 10s - loss: 0.2280 - accuracy: 0.8899
106/296 [=========>....................] - ETA: 10s - loss: 0.2267 - accuracy: 0.8903
107/296 [=========>....................] - ETA: 10s - loss: 0.2269 - accuracy: 0.8896
108/296 [=========>....................] - ETA: 10s - loss: 0.2283 - accuracy: 0.8889
109/296 [==========>...................] - ETA: 10s - loss: 0.2280 - accuracy: 0.8882
110/296 [==========>...................] - ETA: 10s - loss: 0.2301 - accuracy: 0.8864
111/296 [==========>...................] - ETA: 10s - loss: 0.2308 - accuracy: 0.8857
112/296 [==========>...................] - ETA: 10s - loss: 0.2303 - accuracy: 0.8862
113/296 [==========>...................] - ETA: 10s - loss: 0.2295 - accuracy: 0.8866
114/296 [==========>...................] - ETA: 10s - loss: 0.2293 - accuracy: 0.8871
115/296 [==========>...................] - ETA: 10s - loss: 0.2293 - accuracy: 0.8875
116/296 [==========>...................] - ETA: 10s - loss: 0.2290 - accuracy: 0.8874
117/296 [==========>...................] - ETA: 10s - loss: 0.2309 - accuracy: 0.8873
118/296 [==========>...................] - ETA: 10s - loss: 0.2317 - accuracy: 0.8872
119/296 [===========>..................] - ETA: 10s - loss: 0.2319 - accuracy: 0.8866
120/296 [===========>..................] - ETA: 10s - loss: 0.2329 - accuracy: 0.8865
121/296 [===========>..................] - ETA: 10s - loss: 0.2324 - accuracy: 0.8864
122/296 [===========>..................] - ETA: 10s - loss: 0.2335 - accuracy: 0.8852
123/296 [===========>..................] - ETA: 9s - loss: 0.2348 - accuracy: 0.8852 
124/296 [===========>..................] - ETA: 9s - loss: 0.2340 - accuracy: 0.8856
125/296 [===========>..................] - ETA: 9s - loss: 0.2336 - accuracy: 0.8860
126/296 [===========>..................] - ETA: 9s - loss: 0.2327 - accuracy: 0.8864
127/296 [===========>..................] - ETA: 9s - loss: 0.2325 - accuracy: 0.8868
128/296 [===========>..................] - ETA: 9s - loss: 0.2325 - accuracy: 0.8862
129/296 [============>.................] - ETA: 9s - loss: 0.2315 - accuracy: 0.8871
130/296 [============>.................] - ETA: 9s - loss: 0.2324 - accuracy: 0.8861
131/296 [============>.................] - ETA: 9s - loss: 0.2313 - accuracy: 0.8869
132/296 [============>.................] - ETA: 9s - loss: 0.2319 - accuracy: 0.8868
133/296 [============>.................] - ETA: 9s - loss: 0.2303 - accuracy: 0.8877
134/296 [============>.................] - ETA: 9s - loss: 0.2298 - accuracy: 0.8881
135/296 [============>.................] - ETA: 9s - loss: 0.2294 - accuracy: 0.8884
136/296 [============>.................] - ETA: 9s - loss: 0.2306 - accuracy: 0.8883
137/296 [============>.................] - ETA: 9s - loss: 0.2300 - accuracy: 0.8887
138/296 [============>.................] - ETA: 9s - loss: 0.2299 - accuracy: 0.8890
139/296 [=============>................] - ETA: 9s - loss: 0.2296 - accuracy: 0.8894
140/296 [=============>................] - ETA: 8s - loss: 0.2289 - accuracy: 0.8897
141/296 [=============>................] - ETA: 8s - loss: 0.2284 - accuracy: 0.8901
142/296 [=============>................] - ETA: 8s - loss: 0.2284 - accuracy: 0.8900
143/296 [=============>................] - ETA: 8s - loss: 0.2278 - accuracy: 0.8903
144/296 [=============>................] - ETA: 8s - loss: 0.2291 - accuracy: 0.8902
145/296 [=============>................] - ETA: 8s - loss: 0.2281 - accuracy: 0.8909
146/296 [=============>................] - ETA: 8s - loss: 0.2274 - accuracy: 0.8908
147/296 [=============>................] - ETA: 8s - loss: 0.2269 - accuracy: 0.8912
148/296 [==============>...............] - ETA: 8s - loss: 0.2258 - accuracy: 0.8919
149/296 [==============>...............] - ETA: 8s - loss: 0.2259 - accuracy: 0.8918
150/296 [==============>...............] - ETA: 8s - loss: 0.2260 - accuracy: 0.8917
151/296 [==============>...............] - ETA: 8s - loss: 0.2255 - accuracy: 0.8920
152/296 [==============>...............] - ETA: 8s - loss: 0.2268 - accuracy: 0.8910
153/296 [==============>...............] - ETA: 8s - loss: 0.2258 - accuracy: 0.8917
154/296 [==============>...............] - ETA: 8s - loss: 0.2246 - accuracy: 0.8925
155/296 [==============>...............] - ETA: 8s - loss: 0.2253 - accuracy: 0.8927
156/296 [==============>...............] - ETA: 8s - loss: 0.2242 - accuracy: 0.8930
157/296 [==============>...............] - ETA: 7s - loss: 0.2262 - accuracy: 0.8921
158/296 [===============>..............] - ETA: 7s - loss: 0.2254 - accuracy: 0.8924
159/296 [===============>..............] - ETA: 7s - loss: 0.2254 - accuracy: 0.8927
160/296 [===============>..............] - ETA: 7s - loss: 0.2245 - accuracy: 0.8930
161/296 [===============>..............] - ETA: 7s - loss: 0.2256 - accuracy: 0.8917
162/296 [===============>..............] - ETA: 7s - loss: 0.2263 - accuracy: 0.8908
163/296 [===============>..............] - ETA: 7s - loss: 0.2266 - accuracy: 0.8903
164/296 [===============>..............] - ETA: 7s - loss: 0.2260 - accuracy: 0.8910
165/296 [===============>..............] - ETA: 7s - loss: 0.2260 - accuracy: 0.8909
166/296 [===============>..............] - ETA: 7s - loss: 0.2254 - accuracy: 0.8912
167/296 [===============>..............] - ETA: 7s - loss: 0.2261 - accuracy: 0.8907
168/296 [================>.............] - ETA: 7s - loss: 0.2268 - accuracy: 0.8899
169/296 [================>.............] - ETA: 7s - loss: 0.2258 - accuracy: 0.8905
170/296 [================>.............] - ETA: 7s - loss: 0.2271 - accuracy: 0.8897
171/296 [================>.............] - ETA: 7s - loss: 0.2268 - accuracy: 0.8900
172/296 [================>.............] - ETA: 7s - loss: 0.2277 - accuracy: 0.8892
173/296 [================>.............] - ETA: 7s - loss: 0.2271 - accuracy: 0.8895
174/296 [================>.............] - ETA: 7s - loss: 0.2271 - accuracy: 0.8890
175/296 [================>.............] - ETA: 6s - loss: 0.2266 - accuracy: 0.8893
176/296 [================>.............] - ETA: 6s - loss: 0.2272 - accuracy: 0.8885
177/296 [================>.............] - ETA: 6s - loss: 0.2296 - accuracy: 0.8877
178/296 [=================>............] - ETA: 6s - loss: 0.2301 - accuracy: 0.8876
179/296 [=================>............] - ETA: 6s - loss: 0.2298 - accuracy: 0.8879
180/296 [=================>............] - ETA: 6s - loss: 0.2293 - accuracy: 0.8882
181/296 [=================>............] - ETA: 6s - loss: 0.2313 - accuracy: 0.8871
182/296 [=================>............] - ETA: 6s - loss: 0.2320 - accuracy: 0.8863
183/296 [=================>............] - ETA: 6s - loss: 0.2324 - accuracy: 0.8859
184/296 [=================>............] - ETA: 6s - loss: 0.2331 - accuracy: 0.8855
185/296 [=================>............] - ETA: 6s - loss: 0.2321 - accuracy: 0.8861
186/296 [=================>............] - ETA: 6s - loss: 0.2325 - accuracy: 0.8861
187/296 [=================>............] - ETA: 6s - loss: 0.2322 - accuracy: 0.8864
188/296 [==================>...........] - ETA: 6s - loss: 0.2329 - accuracy: 0.8860
189/296 [==================>...........] - ETA: 6s - loss: 0.2338 - accuracy: 0.8859
190/296 [==================>...........] - ETA: 6s - loss: 0.2338 - accuracy: 0.8859
191/296 [==================>...........] - ETA: 6s - loss: 0.2330 - accuracy: 0.8865
192/296 [==================>...........] - ETA: 6s - loss: 0.2374 - accuracy: 0.8854
193/296 [==================>...........] - ETA: 5s - loss: 0.2373 - accuracy: 0.8857
194/296 [==================>...........] - ETA: 5s - loss: 0.2372 - accuracy: 0.8856
195/296 [==================>...........] - ETA: 5s - loss: 0.2366 - accuracy: 0.8862
196/296 [==================>...........] - ETA: 5s - loss: 0.2368 - accuracy: 0.8858
197/296 [==================>...........] - ETA: 5s - loss: 0.2373 - accuracy: 0.8861
198/296 [===================>..........] - ETA: 5s - loss: 0.2364 - accuracy: 0.8867
199/296 [===================>..........] - ETA: 5s - loss: 0.2363 - accuracy: 0.8869
200/296 [===================>..........] - ETA: 5s - loss: 0.2360 - accuracy: 0.8872
201/296 [===================>..........] - ETA: 5s - loss: 0.2364 - accuracy: 0.8871
202/296 [===================>..........] - ETA: 5s - loss: 0.2367 - accuracy: 0.8871
203/296 [===================>..........] - ETA: 5s - loss: 0.2377 - accuracy: 0.8864
204/296 [===================>..........] - ETA: 5s - loss: 0.2380 - accuracy: 0.8863
205/296 [===================>..........] - ETA: 5s - loss: 0.2387 - accuracy: 0.8857
206/296 [===================>..........] - ETA: 5s - loss: 0.2384 - accuracy: 0.8859
207/296 [===================>..........] - ETA: 5s - loss: 0.2384 - accuracy: 0.8862
208/296 [====================>.........] - ETA: 5s - loss: 0.2383 - accuracy: 0.8867
209/296 [====================>.........] - ETA: 5s - loss: 0.2381 - accuracy: 0.8870
210/296 [====================>.........] - ETA: 5s - loss: 0.2379 - accuracy: 0.8872
211/296 [====================>.........] - ETA: 4s - loss: 0.2384 - accuracy: 0.8868
212/296 [====================>.........] - ETA: 4s - loss: 0.2376 - accuracy: 0.8874
213/296 [====================>.........] - ETA: 4s - loss: 0.2377 - accuracy: 0.8870
214/296 [====================>.........] - ETA: 4s - loss: 0.2374 - accuracy: 0.8873
215/296 [====================>.........] - ETA: 4s - loss: 0.2374 - accuracy: 0.8872
216/296 [====================>.........] - ETA: 4s - loss: 0.2377 - accuracy: 0.8869
217/296 [====================>.........] - ETA: 4s - loss: 0.2378 - accuracy: 0.8865
218/296 [=====================>........] - ETA: 4s - loss: 0.2382 - accuracy: 0.8862
219/296 [=====================>........] - ETA: 4s - loss: 0.2401 - accuracy: 0.8853
220/296 [=====================>........] - ETA: 4s - loss: 0.2402 - accuracy: 0.8855
221/296 [=====================>........] - ETA: 4s - loss: 0.2396 - accuracy: 0.8857
222/296 [=====================>........] - ETA: 4s - loss: 0.2395 - accuracy: 0.8857
223/296 [=====================>........] - ETA: 4s - loss: 0.2392 - accuracy: 0.8859
224/296 [=====================>........] - ETA: 4s - loss: 0.2385 - accuracy: 0.8864
225/296 [=====================>........] - ETA: 4s - loss: 0.2381 - accuracy: 0.8869
226/296 [=====================>........] - ETA: 4s - loss: 0.2373 - accuracy: 0.8874
227/296 [======================>.......] - ETA: 4s - loss: 0.2369 - accuracy: 0.8877
228/296 [======================>.......] - ETA: 3s - loss: 0.2362 - accuracy: 0.8882
229/296 [======================>.......] - ETA: 3s - loss: 0.2369 - accuracy: 0.8873
230/296 [======================>.......] - ETA: 3s - loss: 0.2381 - accuracy: 0.8864
231/296 [======================>.......] - ETA: 3s - loss: 0.2377 - accuracy: 0.8864
232/296 [======================>.......] - ETA: 3s - loss: 0.2382 - accuracy: 0.8860
233/296 [======================>.......] - ETA: 3s - loss: 0.2384 - accuracy: 0.8860
234/296 [======================>.......] - ETA: 3s - loss: 0.2388 - accuracy: 0.8857
235/296 [======================>.......] - ETA: 3s - loss: 0.2387 - accuracy: 0.8859
236/296 [======================>.......] - ETA: 3s - loss: 0.2389 - accuracy: 0.8856
237/296 [=======================>......] - ETA: 3s - loss: 0.2390 - accuracy: 0.8853
238/296 [=======================>......] - ETA: 3s - loss: 0.2389 - accuracy: 0.8852
239/296 [=======================>......] - ETA: 3s - loss: 0.2387 - accuracy: 0.8855
240/296 [=======================>......] - ETA: 3s - loss: 0.2385 - accuracy: 0.8854
241/296 [=======================>......] - ETA: 3s - loss: 0.2380 - accuracy: 0.8859
242/296 [=======================>......] - ETA: 3s - loss: 0.2378 - accuracy: 0.8861
243/296 [=======================>......] - ETA: 3s - loss: 0.2376 - accuracy: 0.8863
244/296 [=======================>......] - ETA: 3s - loss: 0.2369 - accuracy: 0.8868
245/296 [=======================>......] - ETA: 2s - loss: 0.2369 - accuracy: 0.8867
246/296 [=======================>......] - ETA: 2s - loss: 0.2371 - accuracy: 0.8869
247/296 [========================>.....] - ETA: 2s - loss: 0.2372 - accuracy: 0.8869
248/296 [========================>.....] - ETA: 2s - loss: 0.2372 - accuracy: 0.8868
249/296 [========================>.....] - ETA: 2s - loss: 0.2375 - accuracy: 0.8868
250/296 [========================>.....] - ETA: 2s - loss: 0.2380 - accuracy: 0.8863
251/296 [========================>.....] - ETA: 2s - loss: 0.2373 - accuracy: 0.8867
252/296 [========================>.....] - ETA: 2s - loss: 0.2380 - accuracy: 0.8862
253/296 [========================>.....] - ETA: 2s - loss: 0.2383 - accuracy: 0.8859
254/296 [========================>.....] - ETA: 2s - loss: 0.2385 - accuracy: 0.8858
255/296 [========================>.....] - ETA: 2s - loss: 0.2387 - accuracy: 0.8858
256/296 [========================>.....] - ETA: 2s - loss: 0.2381 - accuracy: 0.8862
257/296 [=========================>....] - ETA: 2s - loss: 0.2382 - accuracy: 0.8862
258/296 [=========================>....] - ETA: 2s - loss: 0.2379 - accuracy: 0.8864
259/296 [=========================>....] - ETA: 2s - loss: 0.2385 - accuracy: 0.8859
260/296 [=========================>....] - ETA: 2s - loss: 0.2388 - accuracy: 0.8858
261/296 [=========================>....] - ETA: 2s - loss: 0.2390 - accuracy: 0.8855
262/296 [=========================>....] - ETA: 2s - loss: 0.2387 - accuracy: 0.8857
263/296 [=========================>....] - ETA: 1s - loss: 0.2384 - accuracy: 0.8859
264/296 [=========================>....] - ETA: 1s - loss: 0.2381 - accuracy: 0.8861
265/296 [=========================>....] - ETA: 1s - loss: 0.2386 - accuracy: 0.8858
266/296 [=========================>....] - ETA: 1s - loss: 0.2389 - accuracy: 0.8858
267/296 [==========================>...] - ETA: 1s - loss: 0.2386 - accuracy: 0.8860
268/296 [==========================>...] - ETA: 1s - loss: 0.2381 - accuracy: 0.8864
269/296 [==========================>...] - ETA: 1s - loss: 0.2376 - accuracy: 0.8868
270/296 [==========================>...] - ETA: 1s - loss: 0.2371 - accuracy: 0.8873
271/296 [==========================>...] - ETA: 1s - loss: 0.2369 - accuracy: 0.8875
272/296 [==========================>...] - ETA: 1s - loss: 0.2366 - accuracy: 0.8876
273/296 [==========================>...] - ETA: 1s - loss: 0.2363 - accuracy: 0.8878
274/296 [==========================>...] - ETA: 1s - loss: 0.2362 - accuracy: 0.8880
275/296 [==========================>...] - ETA: 1s - loss: 0.2366 - accuracy: 0.8882
276/296 [==========================>...] - ETA: 1s - loss: 0.2360 - accuracy: 0.8884
277/296 [===========================>..] - ETA: 1s - loss: 0.2357 - accuracy: 0.8883
278/296 [===========================>..] - ETA: 1s - loss: 0.2356 - accuracy: 0.8883
279/296 [===========================>..] - ETA: 1s - loss: 0.2350 - accuracy: 0.8887
280/296 [===========================>..] - ETA: 0s - loss: 0.2356 - accuracy: 0.8884
281/296 [===========================>..] - ETA: 0s - loss: 0.2349 - accuracy: 0.8888
282/296 [===========================>..] - ETA: 0s - loss: 0.2351 - accuracy: 0.8887
283/296 [===========================>..] - ETA: 0s - loss: 0.2351 - accuracy: 0.8887
284/296 [===========================>..] - ETA: 0s - loss: 0.2350 - accuracy: 0.8889
285/296 [===========================>..] - ETA: 0s - loss: 0.2353 - accuracy: 0.8886
286/296 [===========================>..] - ETA: 0s - loss: 0.2350 - accuracy: 0.8888
287/296 [============================>.] - ETA: 0s - loss: 0.2345 - accuracy: 0.8889
288/296 [============================>.] - ETA: 0s - loss: 0.2352 - accuracy: 0.8887
289/296 [============================>.] - ETA: 0s - loss: 0.2349 - accuracy: 0.8888
290/296 [============================>.] - ETA: 0s - loss: 0.2344 - accuracy: 0.8890
291/296 [============================>.] - ETA: 0s - loss: 0.2347 - accuracy: 0.8887
292/296 [============================>.] - ETA: 0s - loss: 0.2341 - accuracy: 0.8891
293/296 [============================>.] - ETA: 0s - loss: 0.2340 - accuracy: 0.8891
294/296 [============================>.] - ETA: 0s - loss: 0.2333 - accuracy: 0.8895
295/296 [============================>.] - ETA: 0s - loss: 0.2335 - accuracy: 0.8894
296/296 [==============================] - 18s 59ms/step - loss: 0.2338 - accuracy: 0.8892

296/296 [==============================] - 19s 64ms/step - loss: 0.2338 - accuracy: 0.8892 - val_loss: 0.2328 - val_accuracy: 0.8954
Epoch 32/50

  1/296 [..............................] - ETA: 17s - loss: 0.2119 - accuracy: 0.8750
  2/296 [..............................] - ETA: 19s - loss: 0.2320 - accuracy: 0.8438
  3/296 [..............................] - ETA: 19s - loss: 0.2282 - accuracy: 0.8750
  4/296 [..............................] - ETA: 19s - loss: 0.2263 - accuracy: 0.8594
  5/296 [..............................] - ETA: 19s - loss: 0.2000 - accuracy: 0.8875
  6/296 [..............................] - ETA: 19s - loss: 0.2198 - accuracy: 0.8646
  7/296 [..............................] - ETA: 19s - loss: 0.2018 - accuracy: 0.8839
  8/296 [..............................] - ETA: 18s - loss: 0.2061 - accuracy: 0.8984
  9/296 [..............................] - ETA: 18s - loss: 0.2215 - accuracy: 0.8958
 10/296 [>.............................] - ETA: 18s - loss: 0.2179 - accuracy: 0.8938
 11/296 [>.............................] - ETA: 18s - loss: 0.2103 - accuracy: 0.9034
 12/296 [>.............................] - ETA: 18s - loss: 0.2156 - accuracy: 0.8958
 13/296 [>.............................] - ETA: 18s - loss: 0.2148 - accuracy: 0.8990
 14/296 [>.............................] - ETA: 17s - loss: 0.2126 - accuracy: 0.8973
 15/296 [>.............................] - ETA: 17s - loss: 0.2223 - accuracy: 0.8917
 16/296 [>.............................] - ETA: 17s - loss: 0.2334 - accuracy: 0.8945
 17/296 [>.............................] - ETA: 17s - loss: 0.2281 - accuracy: 0.8971
 18/296 [>.............................] - ETA: 17s - loss: 0.2258 - accuracy: 0.8958
 19/296 [>.............................] - ETA: 17s - loss: 0.2247 - accuracy: 0.8947
 20/296 [=>............................] - ETA: 17s - loss: 0.2190 - accuracy: 0.8969
 21/296 [=>............................] - ETA: 17s - loss: 0.2201 - accuracy: 0.8958
 22/296 [=>............................] - ETA: 16s - loss: 0.2184 - accuracy: 0.8977
 23/296 [=>............................] - ETA: 16s - loss: 0.2166 - accuracy: 0.8995
 24/296 [=>............................] - ETA: 16s - loss: 0.2167 - accuracy: 0.9010
 25/296 [=>............................] - ETA: 16s - loss: 0.2190 - accuracy: 0.9025
 26/296 [=>............................] - ETA: 16s - loss: 0.2198 - accuracy: 0.9038
 27/296 [=>............................] - ETA: 16s - loss: 0.2118 - accuracy: 0.9074
 28/296 [=>............................] - ETA: 16s - loss: 0.2160 - accuracy: 0.9062
 29/296 [=>............................] - ETA: 16s - loss: 0.2132 - accuracy: 0.9073
 30/296 [==>...........................] - ETA: 16s - loss: 0.2141 - accuracy: 0.9042
 31/296 [==>...........................] - ETA: 16s - loss: 0.2270 - accuracy: 0.9012
 32/296 [==>...........................] - ETA: 15s - loss: 0.2246 - accuracy: 0.9023
 33/296 [==>...........................] - ETA: 15s - loss: 0.2290 - accuracy: 0.9015
 34/296 [==>...........................] - ETA: 15s - loss: 0.2292 - accuracy: 0.9007
 35/296 [==>...........................] - ETA: 15s - loss: 0.2284 - accuracy: 0.9018
 36/296 [==>...........................] - ETA: 15s - loss: 0.2328 - accuracy: 0.8993
 37/296 [==>...........................] - ETA: 15s - loss: 0.2313 - accuracy: 0.9003
 38/296 [==>...........................] - ETA: 15s - loss: 0.2369 - accuracy: 0.8947
 39/296 [==>...........................] - ETA: 15s - loss: 0.2327 - accuracy: 0.8974
 40/296 [===>..........................] - ETA: 15s - loss: 0.2303 - accuracy: 0.9000
 41/296 [===>..........................] - ETA: 15s - loss: 0.2267 - accuracy: 0.9024
 42/296 [===>..........................] - ETA: 15s - loss: 0.2267 - accuracy: 0.9003
 43/296 [===>..........................] - ETA: 15s - loss: 0.2276 - accuracy: 0.8997
 44/296 [===>..........................] - ETA: 15s - loss: 0.2252 - accuracy: 0.9020
 45/296 [===>..........................] - ETA: 14s - loss: 0.2268 - accuracy: 0.9000
 46/296 [===>..........................] - ETA: 14s - loss: 0.2288 - accuracy: 0.8981
 47/296 [===>..........................] - ETA: 14s - loss: 0.2273 - accuracy: 0.8989
 48/296 [===>..........................] - ETA: 14s - loss: 0.2238 - accuracy: 0.9010
 49/296 [===>..........................] - ETA: 14s - loss: 0.2307 - accuracy: 0.8980
 50/296 [====>.........................] - ETA: 14s - loss: 0.2315 - accuracy: 0.8963
 51/296 [====>.........................] - ETA: 14s - loss: 0.2323 - accuracy: 0.8946
 52/296 [====>.........................] - ETA: 14s - loss: 0.2327 - accuracy: 0.8942
 53/296 [====>.........................] - ETA: 14s - loss: 0.2312 - accuracy: 0.8950
 54/296 [====>.........................] - ETA: 14s - loss: 0.2299 - accuracy: 0.8970
 55/296 [====>.........................] - ETA: 14s - loss: 0.2285 - accuracy: 0.8977
 56/296 [====>.........................] - ETA: 14s - loss: 0.2256 - accuracy: 0.8996
 57/296 [====>.........................] - ETA: 14s - loss: 0.2299 - accuracy: 0.8980
 58/296 [====>.........................] - ETA: 14s - loss: 0.2278 - accuracy: 0.8987
 59/296 [====>.........................] - ETA: 14s - loss: 0.2274 - accuracy: 0.8994
 60/296 [=====>........................] - ETA: 13s - loss: 0.2268 - accuracy: 0.9000
 61/296 [=====>........................] - ETA: 13s - loss: 0.2270 - accuracy: 0.8996
 62/296 [=====>........................] - ETA: 13s - loss: 0.2250 - accuracy: 0.9002
 63/296 [=====>........................] - ETA: 13s - loss: 0.2253 - accuracy: 0.8998
 64/296 [=====>........................] - ETA: 13s - loss: 0.2252 - accuracy: 0.8994
 65/296 [=====>........................] - ETA: 13s - loss: 0.2245 - accuracy: 0.8990
 66/296 [=====>........................] - ETA: 13s - loss: 0.2245 - accuracy: 0.8996
 67/296 [=====>........................] - ETA: 13s - loss: 0.2236 - accuracy: 0.9002
 68/296 [=====>........................] - ETA: 13s - loss: 0.2249 - accuracy: 0.8998
 69/296 [=====>........................] - ETA: 13s - loss: 0.2236 - accuracy: 0.9004
 70/296 [======>.......................] - ETA: 13s - loss: 0.2236 - accuracy: 0.8991
 71/296 [======>.......................] - ETA: 13s - loss: 0.2225 - accuracy: 0.8988
 72/296 [======>.......................] - ETA: 13s - loss: 0.2213 - accuracy: 0.8993
 73/296 [======>.......................] - ETA: 13s - loss: 0.2191 - accuracy: 0.9007
 74/296 [======>.......................] - ETA: 13s - loss: 0.2188 - accuracy: 0.9012
 75/296 [======>.......................] - ETA: 13s - loss: 0.2242 - accuracy: 0.8992
 76/296 [======>.......................] - ETA: 12s - loss: 0.2255 - accuracy: 0.8988
 77/296 [======>.......................] - ETA: 12s - loss: 0.2235 - accuracy: 0.9002
 78/296 [======>.......................] - ETA: 12s - loss: 0.2249 - accuracy: 0.8990
 79/296 [=======>......................] - ETA: 12s - loss: 0.2241 - accuracy: 0.8995
 80/296 [=======>......................] - ETA: 12s - loss: 0.2250 - accuracy: 0.8984
 81/296 [=======>......................] - ETA: 12s - loss: 0.2247 - accuracy: 0.8981
 82/296 [=======>......................] - ETA: 12s - loss: 0.2235 - accuracy: 0.8986
 83/296 [=======>......................] - ETA: 12s - loss: 0.2237 - accuracy: 0.8991
 84/296 [=======>......................] - ETA: 12s - loss: 0.2228 - accuracy: 0.8996
 85/296 [=======>......................] - ETA: 12s - loss: 0.2223 - accuracy: 0.9000
 86/296 [=======>......................] - ETA: 12s - loss: 0.2217 - accuracy: 0.8997
 87/296 [=======>......................] - ETA: 12s - loss: 0.2225 - accuracy: 0.8994
 88/296 [=======>......................] - ETA: 12s - loss: 0.2244 - accuracy: 0.8991
 89/296 [========>.....................] - ETA: 12s - loss: 0.2235 - accuracy: 0.8996
 90/296 [========>.....................] - ETA: 12s - loss: 0.2232 - accuracy: 0.8993
 91/296 [========>.....................] - ETA: 12s - loss: 0.2249 - accuracy: 0.8977
 92/296 [========>.....................] - ETA: 11s - loss: 0.2235 - accuracy: 0.8981
 93/296 [========>.....................] - ETA: 11s - loss: 0.2221 - accuracy: 0.8992
 94/296 [========>.....................] - ETA: 11s - loss: 0.2217 - accuracy: 0.9003
 95/296 [========>.....................] - ETA: 11s - loss: 0.2228 - accuracy: 0.8993
 96/296 [========>.....................] - ETA: 11s - loss: 0.2231 - accuracy: 0.8997
 97/296 [========>.....................] - ETA: 11s - loss: 0.2229 - accuracy: 0.8995
 98/296 [========>.....................] - ETA: 11s - loss: 0.2238 - accuracy: 0.8999
 99/296 [=========>....................] - ETA: 11s - loss: 0.2236 - accuracy: 0.8996
100/296 [=========>....................] - ETA: 11s - loss: 0.2268 - accuracy: 0.8975
101/296 [=========>....................] - ETA: 11s - loss: 0.2274 - accuracy: 0.8973
102/296 [=========>....................] - ETA: 11s - loss: 0.2269 - accuracy: 0.8983
103/296 [=========>....................] - ETA: 11s - loss: 0.2269 - accuracy: 0.8981
104/296 [=========>....................] - ETA: 11s - loss: 0.2280 - accuracy: 0.8972
105/296 [=========>....................] - ETA: 11s - loss: 0.2268 - accuracy: 0.8976
106/296 [=========>....................] - ETA: 11s - loss: 0.2269 - accuracy: 0.8980
107/296 [=========>....................] - ETA: 11s - loss: 0.2270 - accuracy: 0.8984
108/296 [=========>....................] - ETA: 11s - loss: 0.2270 - accuracy: 0.8987
109/296 [==========>...................] - ETA: 10s - loss: 0.2273 - accuracy: 0.8979
110/296 [==========>...................] - ETA: 10s - loss: 0.2288 - accuracy: 0.8977
111/296 [==========>...................] - ETA: 10s - loss: 0.2289 - accuracy: 0.8975
112/296 [==========>...................] - ETA: 10s - loss: 0.2299 - accuracy: 0.8973
113/296 [==========>...................] - ETA: 10s - loss: 0.2314 - accuracy: 0.8971
114/296 [==========>...................] - ETA: 10s - loss: 0.2310 - accuracy: 0.8975
115/296 [==========>...................] - ETA: 10s - loss: 0.2326 - accuracy: 0.8967
116/296 [==========>...................] - ETA: 10s - loss: 0.2329 - accuracy: 0.8971
117/296 [==========>...................] - ETA: 10s - loss: 0.2329 - accuracy: 0.8969
118/296 [==========>...................] - ETA: 10s - loss: 0.2338 - accuracy: 0.8962
119/296 [===========>..................] - ETA: 10s - loss: 0.2330 - accuracy: 0.8965
120/296 [===========>..................] - ETA: 10s - loss: 0.2325 - accuracy: 0.8964
121/296 [===========>..................] - ETA: 10s - loss: 0.2320 - accuracy: 0.8967
122/296 [===========>..................] - ETA: 10s - loss: 0.2315 - accuracy: 0.8970
123/296 [===========>..................] - ETA: 10s - loss: 0.2330 - accuracy: 0.8963
124/296 [===========>..................] - ETA: 10s - loss: 0.2321 - accuracy: 0.8967
125/296 [===========>..................] - ETA: 9s - loss: 0.2306 - accuracy: 0.8975 
126/296 [===========>..................] - ETA: 9s - loss: 0.2299 - accuracy: 0.8978
127/296 [===========>..................] - ETA: 9s - loss: 0.2298 - accuracy: 0.8976
128/296 [===========>..................] - ETA: 9s - loss: 0.2302 - accuracy: 0.8975
129/296 [============>.................] - ETA: 9s - loss: 0.2304 - accuracy: 0.8973
130/296 [============>.................] - ETA: 9s - loss: 0.2303 - accuracy: 0.8976
131/296 [============>.................] - ETA: 9s - loss: 0.2310 - accuracy: 0.8969
132/296 [============>.................] - ETA: 9s - loss: 0.2307 - accuracy: 0.8963
133/296 [============>.................] - ETA: 9s - loss: 0.2309 - accuracy: 0.8961
134/296 [============>.................] - ETA: 9s - loss: 0.2313 - accuracy: 0.8955
135/296 [============>.................] - ETA: 9s - loss: 0.2307 - accuracy: 0.8954
136/296 [============>.................] - ETA: 9s - loss: 0.2306 - accuracy: 0.8952
137/296 [============>.................] - ETA: 9s - loss: 0.2323 - accuracy: 0.8942
138/296 [============>.................] - ETA: 9s - loss: 0.2318 - accuracy: 0.8940
139/296 [=============>................] - ETA: 9s - loss: 0.2314 - accuracy: 0.8943
140/296 [=============>................] - ETA: 9s - loss: 0.2313 - accuracy: 0.8942
141/296 [=============>................] - ETA: 9s - loss: 0.2303 - accuracy: 0.8949
142/296 [=============>................] - ETA: 8s - loss: 0.2312 - accuracy: 0.8944
143/296 [=============>................] - ETA: 8s - loss: 0.2310 - accuracy: 0.8942
144/296 [=============>................] - ETA: 8s - loss: 0.2307 - accuracy: 0.8945
145/296 [=============>................] - ETA: 8s - loss: 0.2306 - accuracy: 0.8944
146/296 [=============>................] - ETA: 8s - loss: 0.2299 - accuracy: 0.8947
147/296 [=============>................] - ETA: 8s - loss: 0.2301 - accuracy: 0.8946
148/296 [==============>...............] - ETA: 8s - loss: 0.2304 - accuracy: 0.8944
149/296 [==============>...............] - ETA: 8s - loss: 0.2292 - accuracy: 0.8951
150/296 [==============>...............] - ETA: 8s - loss: 0.2292 - accuracy: 0.8946
151/296 [==============>...............] - ETA: 8s - loss: 0.2285 - accuracy: 0.8953
152/296 [==============>...............] - ETA: 8s - loss: 0.2289 - accuracy: 0.8947
153/296 [==============>...............] - ETA: 8s - loss: 0.2296 - accuracy: 0.8938
154/296 [==============>...............] - ETA: 8s - loss: 0.2288 - accuracy: 0.8941
155/296 [==============>...............] - ETA: 8s - loss: 0.2285 - accuracy: 0.8944
156/296 [==============>...............] - ETA: 8s - loss: 0.2283 - accuracy: 0.8942
157/296 [==============>...............] - ETA: 8s - loss: 0.2285 - accuracy: 0.8937
158/296 [===============>..............] - ETA: 8s - loss: 0.2278 - accuracy: 0.8940
159/296 [===============>..............] - ETA: 7s - loss: 0.2273 - accuracy: 0.8943
160/296 [===============>..............] - ETA: 7s - loss: 0.2276 - accuracy: 0.8941
161/296 [===============>..............] - ETA: 7s - loss: 0.2269 - accuracy: 0.8948
162/296 [===============>..............] - ETA: 7s - loss: 0.2275 - accuracy: 0.8943
163/296 [===============>..............] - ETA: 7s - loss: 0.2275 - accuracy: 0.8942
164/296 [===============>..............] - ETA: 7s - loss: 0.2267 - accuracy: 0.8948
165/296 [===============>..............] - ETA: 7s - loss: 0.2272 - accuracy: 0.8943
166/296 [===============>..............] - ETA: 7s - loss: 0.2266 - accuracy: 0.8946
167/296 [===============>..............] - ETA: 7s - loss: 0.2265 - accuracy: 0.8945
168/296 [================>.............] - ETA: 7s - loss: 0.2317 - accuracy: 0.8943
169/296 [================>.............] - ETA: 7s - loss: 0.2313 - accuracy: 0.8942
170/296 [================>.............] - ETA: 7s - loss: 0.2309 - accuracy: 0.8945
171/296 [================>.............] - ETA: 7s - loss: 0.2299 - accuracy: 0.8951
172/296 [================>.............] - ETA: 7s - loss: 0.2298 - accuracy: 0.8950
173/296 [================>.............] - ETA: 7s - loss: 0.2304 - accuracy: 0.8949
174/296 [================>.............] - ETA: 7s - loss: 0.2298 - accuracy: 0.8955
175/296 [================>.............] - ETA: 7s - loss: 0.2295 - accuracy: 0.8954
176/296 [================>.............] - ETA: 6s - loss: 0.2295 - accuracy: 0.8956
177/296 [================>.............] - ETA: 6s - loss: 0.2293 - accuracy: 0.8958
178/296 [=================>............] - ETA: 6s - loss: 0.2300 - accuracy: 0.8954
179/296 [=================>............] - ETA: 6s - loss: 0.2308 - accuracy: 0.8946
180/296 [=================>............] - ETA: 6s - loss: 0.2306 - accuracy: 0.8948
181/296 [=================>............] - ETA: 6s - loss: 0.2302 - accuracy: 0.8950
182/296 [=================>............] - ETA: 6s - loss: 0.2297 - accuracy: 0.8956
183/296 [=================>............] - ETA: 6s - loss: 0.2291 - accuracy: 0.8962
184/296 [=================>............] - ETA: 6s - loss: 0.2297 - accuracy: 0.8961
185/296 [=================>............] - ETA: 6s - loss: 0.2305 - accuracy: 0.8959
186/296 [=================>............] - ETA: 6s - loss: 0.2298 - accuracy: 0.8965
187/296 [=================>............] - ETA: 6s - loss: 0.2295 - accuracy: 0.8967
188/296 [==================>...........] - ETA: 6s - loss: 0.2307 - accuracy: 0.8963
189/296 [==================>...........] - ETA: 6s - loss: 0.2310 - accuracy: 0.8965
190/296 [==================>...........] - ETA: 6s - loss: 0.2304 - accuracy: 0.8970
191/296 [==================>...........] - ETA: 6s - loss: 0.2303 - accuracy: 0.8973
192/296 [==================>...........] - ETA: 6s - loss: 0.2305 - accuracy: 0.8968
193/296 [==================>...........] - ETA: 5s - loss: 0.2306 - accuracy: 0.8970
194/296 [==================>...........] - ETA: 5s - loss: 0.2302 - accuracy: 0.8972
195/296 [==================>...........] - ETA: 5s - loss: 0.2306 - accuracy: 0.8968
196/296 [==================>...........] - ETA: 5s - loss: 0.2304 - accuracy: 0.8970
197/296 [==================>...........] - ETA: 5s - loss: 0.2295 - accuracy: 0.8975
198/296 [===================>..........] - ETA: 5s - loss: 0.2297 - accuracy: 0.8974
199/296 [===================>..........] - ETA: 5s - loss: 0.2294 - accuracy: 0.8976
200/296 [===================>..........] - ETA: 5s - loss: 0.2289 - accuracy: 0.8978
201/296 [===================>..........] - ETA: 5s - loss: 0.2289 - accuracy: 0.8977
202/296 [===================>..........] - ETA: 5s - loss: 0.2305 - accuracy: 0.8973
203/296 [===================>..........] - ETA: 5s - loss: 0.2295 - accuracy: 0.8978
204/296 [===================>..........] - ETA: 5s - loss: 0.2295 - accuracy: 0.8977
205/296 [===================>..........] - ETA: 5s - loss: 0.2303 - accuracy: 0.8970
206/296 [===================>..........] - ETA: 5s - loss: 0.2302 - accuracy: 0.8968
207/296 [===================>..........] - ETA: 5s - loss: 0.2331 - accuracy: 0.8961
208/296 [====================>.........] - ETA: 5s - loss: 0.2334 - accuracy: 0.8960
209/296 [====================>.........] - ETA: 5s - loss: 0.2329 - accuracy: 0.8962
210/296 [====================>.........] - ETA: 4s - loss: 0.2326 - accuracy: 0.8964
211/296 [====================>.........] - ETA: 4s - loss: 0.2338 - accuracy: 0.8954
212/296 [====================>.........] - ETA: 4s - loss: 0.2333 - accuracy: 0.8956
213/296 [====================>.........] - ETA: 4s - loss: 0.2332 - accuracy: 0.8955
214/296 [====================>.........] - ETA: 4s - loss: 0.2331 - accuracy: 0.8954
215/296 [====================>.........] - ETA: 4s - loss: 0.2333 - accuracy: 0.8956
216/296 [====================>.........] - ETA: 4s - loss: 0.2336 - accuracy: 0.8955
217/296 [====================>.........] - ETA: 4s - loss: 0.2337 - accuracy: 0.8957
218/296 [=====================>........] - ETA: 4s - loss: 0.2347 - accuracy: 0.8948
219/296 [=====================>........] - ETA: 4s - loss: 0.2356 - accuracy: 0.8944
220/296 [=====================>........] - ETA: 4s - loss: 0.2358 - accuracy: 0.8940
221/296 [=====================>........] - ETA: 4s - loss: 0.2359 - accuracy: 0.8937
222/296 [=====================>........] - ETA: 4s - loss: 0.2356 - accuracy: 0.8939
223/296 [=====================>........] - ETA: 4s - loss: 0.2362 - accuracy: 0.8941
224/296 [=====================>........] - ETA: 4s - loss: 0.2363 - accuracy: 0.8937
225/296 [=====================>........] - ETA: 4s - loss: 0.2363 - accuracy: 0.8936
226/296 [=====================>........] - ETA: 4s - loss: 0.2356 - accuracy: 0.8941
227/296 [======================>.......] - ETA: 3s - loss: 0.2361 - accuracy: 0.8940
228/296 [======================>.......] - ETA: 3s - loss: 0.2363 - accuracy: 0.8939
229/296 [======================>.......] - ETA: 3s - loss: 0.2358 - accuracy: 0.8941
230/296 [======================>.......] - ETA: 3s - loss: 0.2376 - accuracy: 0.8929
231/296 [======================>.......] - ETA: 3s - loss: 0.2373 - accuracy: 0.8934
232/296 [======================>.......] - ETA: 3s - loss: 0.2376 - accuracy: 0.8936
233/296 [======================>.......] - ETA: 3s - loss: 0.2373 - accuracy: 0.8938
234/296 [======================>.......] - ETA: 3s - loss: 0.2375 - accuracy: 0.8934
235/296 [======================>.......] - ETA: 3s - loss: 0.2374 - accuracy: 0.8934
236/296 [======================>.......] - ETA: 3s - loss: 0.2376 - accuracy: 0.8930
237/296 [=======================>......] - ETA: 3s - loss: 0.2373 - accuracy: 0.8932
238/296 [=======================>......] - ETA: 3s - loss: 0.2365 - accuracy: 0.8936
239/296 [=======================>......] - ETA: 3s - loss: 0.2368 - accuracy: 0.8936
240/296 [=======================>......] - ETA: 3s - loss: 0.2372 - accuracy: 0.8932
241/296 [=======================>......] - ETA: 3s - loss: 0.2372 - accuracy: 0.8932
242/296 [=======================>......] - ETA: 3s - loss: 0.2369 - accuracy: 0.8931
243/296 [=======================>......] - ETA: 3s - loss: 0.2374 - accuracy: 0.8927
244/296 [=======================>......] - ETA: 3s - loss: 0.2380 - accuracy: 0.8922
245/296 [=======================>......] - ETA: 2s - loss: 0.2379 - accuracy: 0.8923
246/296 [=======================>......] - ETA: 2s - loss: 0.2378 - accuracy: 0.8920
247/296 [========================>.....] - ETA: 2s - loss: 0.2370 - accuracy: 0.8925
248/296 [========================>.....] - ETA: 2s - loss: 0.2375 - accuracy: 0.8924
249/296 [========================>.....] - ETA: 2s - loss: 0.2375 - accuracy: 0.8923
250/296 [========================>.....] - ETA: 2s - loss: 0.2373 - accuracy: 0.8925
251/296 [========================>.....] - ETA: 2s - loss: 0.2366 - accuracy: 0.8929
252/296 [========================>.....] - ETA: 2s - loss: 0.2370 - accuracy: 0.8929
253/296 [========================>.....] - ETA: 2s - loss: 0.2373 - accuracy: 0.8928
254/296 [========================>.....] - ETA: 2s - loss: 0.2369 - accuracy: 0.8930
255/296 [========================>.....] - ETA: 2s - loss: 0.2365 - accuracy: 0.8929
256/296 [========================>.....] - ETA: 2s - loss: 0.2362 - accuracy: 0.8928
257/296 [=========================>....] - ETA: 2s - loss: 0.2362 - accuracy: 0.8925
258/296 [=========================>....] - ETA: 2s - loss: 0.2358 - accuracy: 0.8927
259/296 [=========================>....] - ETA: 2s - loss: 0.2355 - accuracy: 0.8926
260/296 [=========================>....] - ETA: 2s - loss: 0.2357 - accuracy: 0.8925
261/296 [=========================>....] - ETA: 2s - loss: 0.2352 - accuracy: 0.8930
262/296 [=========================>....] - ETA: 1s - loss: 0.2349 - accuracy: 0.8929
263/296 [=========================>....] - ETA: 1s - loss: 0.2347 - accuracy: 0.8931
264/296 [=========================>....] - ETA: 1s - loss: 0.2349 - accuracy: 0.8930
265/296 [=========================>....] - ETA: 1s - loss: 0.2349 - accuracy: 0.8927
266/296 [=========================>....] - ETA: 1s - loss: 0.2348 - accuracy: 0.8929
267/296 [==========================>...] - ETA: 1s - loss: 0.2341 - accuracy: 0.8933
268/296 [==========================>...] - ETA: 1s - loss: 0.2336 - accuracy: 0.8934
269/296 [==========================>...] - ETA: 1s - loss: 0.2331 - accuracy: 0.8938
270/296 [==========================>...] - ETA: 1s - loss: 0.2333 - accuracy: 0.8935
271/296 [==========================>...] - ETA: 1s - loss: 0.2327 - accuracy: 0.8939
272/296 [==========================>...] - ETA: 1s - loss: 0.2330 - accuracy: 0.8938
273/296 [==========================>...] - ETA: 1s - loss: 0.2322 - accuracy: 0.8942
274/296 [==========================>...] - ETA: 1s - loss: 0.2318 - accuracy: 0.8944
275/296 [==========================>...] - ETA: 1s - loss: 0.2318 - accuracy: 0.8943
276/296 [==========================>...] - ETA: 1s - loss: 0.2314 - accuracy: 0.8947
277/296 [===========================>..] - ETA: 1s - loss: 0.2307 - accuracy: 0.8951
278/296 [===========================>..] - ETA: 1s - loss: 0.2303 - accuracy: 0.8955
279/296 [===========================>..] - ETA: 0s - loss: 0.2308 - accuracy: 0.8952
280/296 [===========================>..] - ETA: 0s - loss: 0.2312 - accuracy: 0.8949
281/296 [===========================>..] - ETA: 0s - loss: 0.2315 - accuracy: 0.8946
282/296 [===========================>..] - ETA: 0s - loss: 0.2311 - accuracy: 0.8949
283/296 [===========================>..] - ETA: 0s - loss: 0.2316 - accuracy: 0.8949
284/296 [===========================>..] - ETA: 0s - loss: 0.2318 - accuracy: 0.8948
285/296 [===========================>..] - ETA: 0s - loss: 0.2318 - accuracy: 0.8947
286/296 [===========================>..] - ETA: 0s - loss: 0.2318 - accuracy: 0.8947
287/296 [============================>.] - ETA: 0s - loss: 0.2317 - accuracy: 0.8948
288/296 [============================>.] - ETA: 0s - loss: 0.2310 - accuracy: 0.8952
289/296 [============================>.] - ETA: 0s - loss: 0.2312 - accuracy: 0.8953
290/296 [============================>.] - ETA: 0s - loss: 0.2312 - accuracy: 0.8953
291/296 [============================>.] - ETA: 0s - loss: 0.2325 - accuracy: 0.8950
292/296 [============================>.] - ETA: 0s - loss: 0.2321 - accuracy: 0.8951
293/296 [============================>.] - ETA: 0s - loss: 0.2318 - accuracy: 0.8953
294/296 [============================>.] - ETA: 0s - loss: 0.2311 - accuracy: 0.8956
295/296 [============================>.] - ETA: 0s - loss: 0.2313 - accuracy: 0.8953
296/296 [==============================] - 17s 58ms/step - loss: 0.2315 - accuracy: 0.8954

296/296 [==============================] - 18s 62ms/step - loss: 0.2315 - accuracy: 0.8954 - val_loss: 0.2480 - val_accuracy: 0.8909
Epoch 33/50

  1/296 [..............................] - ETA: 16s - loss: 0.1999 - accuracy: 0.8750
  2/296 [..............................] - ETA: 16s - loss: 0.1734 - accuracy: 0.9062
  3/296 [..............................] - ETA: 16s - loss: 0.1641 - accuracy: 0.9167
  4/296 [..............................] - ETA: 16s - loss: 0.1934 - accuracy: 0.9062
  5/296 [..............................] - ETA: 16s - loss: 0.2406 - accuracy: 0.8875
  6/296 [..............................] - ETA: 16s - loss: 0.2418 - accuracy: 0.8854
  7/296 [..............................] - ETA: 16s - loss: 0.2352 - accuracy: 0.8839
  8/296 [..............................] - ETA: 16s - loss: 0.2359 - accuracy: 0.8906
  9/296 [..............................] - ETA: 16s - loss: 0.2346 - accuracy: 0.8958
 10/296 [>.............................] - ETA: 16s - loss: 0.2318 - accuracy: 0.8938
 11/296 [>.............................] - ETA: 16s - loss: 0.2358 - accuracy: 0.8920
 12/296 [>.............................] - ETA: 16s - loss: 0.2314 - accuracy: 0.8958
 13/296 [>.............................] - ETA: 16s - loss: 0.2219 - accuracy: 0.9038
 14/296 [>.............................] - ETA: 16s - loss: 0.2186 - accuracy: 0.9062
 15/296 [>.............................] - ETA: 16s - loss: 0.2236 - accuracy: 0.9042
 16/296 [>.............................] - ETA: 16s - loss: 0.2251 - accuracy: 0.8984
 17/296 [>.............................] - ETA: 16s - loss: 0.2137 - accuracy: 0.9044
 18/296 [>.............................] - ETA: 15s - loss: 0.2136 - accuracy: 0.9062
 19/296 [>.............................] - ETA: 15s - loss: 0.2081 - accuracy: 0.9079
 20/296 [=>............................] - ETA: 15s - loss: 0.2117 - accuracy: 0.9031
 21/296 [=>............................] - ETA: 15s - loss: 0.2084 - accuracy: 0.9048
 22/296 [=>............................] - ETA: 15s - loss: 0.2038 - accuracy: 0.9062
 23/296 [=>............................] - ETA: 15s - loss: 0.2111 - accuracy: 0.9049
 24/296 [=>............................] - ETA: 15s - loss: 0.2142 - accuracy: 0.9036
 25/296 [=>............................] - ETA: 15s - loss: 0.2084 - accuracy: 0.9075
 26/296 [=>............................] - ETA: 15s - loss: 0.2027 - accuracy: 0.9111
 27/296 [=>............................] - ETA: 15s - loss: 0.2055 - accuracy: 0.9097
 28/296 [=>............................] - ETA: 15s - loss: 0.2032 - accuracy: 0.9107
 29/296 [=>............................] - ETA: 15s - loss: 0.1990 - accuracy: 0.9138
 30/296 [==>...........................] - ETA: 15s - loss: 0.2053 - accuracy: 0.9083
 31/296 [==>...........................] - ETA: 15s - loss: 0.2058 - accuracy: 0.9073
 32/296 [==>...........................] - ETA: 15s - loss: 0.2030 - accuracy: 0.9102
 33/296 [==>...........................] - ETA: 15s - loss: 0.2001 - accuracy: 0.9110
 34/296 [==>...........................] - ETA: 15s - loss: 0.1998 - accuracy: 0.9099
 35/296 [==>...........................] - ETA: 14s - loss: 0.2032 - accuracy: 0.9107
 36/296 [==>...........................] - ETA: 14s - loss: 0.2009 - accuracy: 0.9132
 37/296 [==>...........................] - ETA: 14s - loss: 0.2013 - accuracy: 0.9122
 38/296 [==>...........................] - ETA: 14s - loss: 0.2043 - accuracy: 0.9095
 39/296 [==>...........................] - ETA: 14s - loss: 0.2058 - accuracy: 0.9087
 40/296 [===>..........................] - ETA: 14s - loss: 0.2055 - accuracy: 0.9078
 41/296 [===>..........................] - ETA: 14s - loss: 0.2061 - accuracy: 0.9070
 42/296 [===>..........................] - ETA: 14s - loss: 0.2031 - accuracy: 0.9092
 43/296 [===>..........................] - ETA: 14s - loss: 0.1997 - accuracy: 0.9113
 44/296 [===>..........................] - ETA: 14s - loss: 0.2009 - accuracy: 0.9105
 45/296 [===>..........................] - ETA: 14s - loss: 0.1992 - accuracy: 0.9111
 46/296 [===>..........................] - ETA: 14s - loss: 0.1982 - accuracy: 0.9103
 47/296 [===>..........................] - ETA: 14s - loss: 0.2040 - accuracy: 0.9069
 48/296 [===>..........................] - ETA: 14s - loss: 0.2025 - accuracy: 0.9089
 49/296 [===>..........................] - ETA: 14s - loss: 0.2026 - accuracy: 0.9094
 50/296 [====>.........................] - ETA: 14s - loss: 0.2009 - accuracy: 0.9100
 51/296 [====>.........................] - ETA: 14s - loss: 0.2010 - accuracy: 0.9105
 52/296 [====>.........................] - ETA: 14s - loss: 0.1998 - accuracy: 0.9111
 53/296 [====>.........................] - ETA: 13s - loss: 0.2071 - accuracy: 0.9092
 54/296 [====>.........................] - ETA: 13s - loss: 0.2074 - accuracy: 0.9086
 55/296 [====>.........................] - ETA: 13s - loss: 0.2079 - accuracy: 0.9068
 56/296 [====>.........................] - ETA: 13s - loss: 0.2113 - accuracy: 0.9040
 57/296 [====>.........................] - ETA: 13s - loss: 0.2141 - accuracy: 0.9035
 58/296 [====>.........................] - ETA: 13s - loss: 0.2144 - accuracy: 0.9030
 59/296 [====>.........................] - ETA: 13s - loss: 0.2168 - accuracy: 0.9015
 60/296 [=====>........................] - ETA: 13s - loss: 0.2166 - accuracy: 0.9010
 61/296 [=====>........................] - ETA: 13s - loss: 0.2167 - accuracy: 0.9006
 62/296 [=====>........................] - ETA: 13s - loss: 0.2176 - accuracy: 0.9002
 63/296 [=====>........................] - ETA: 13s - loss: 0.2160 - accuracy: 0.9008
 64/296 [=====>........................] - ETA: 13s - loss: 0.2150 - accuracy: 0.9014
 65/296 [=====>........................] - ETA: 13s - loss: 0.2158 - accuracy: 0.9010
 66/296 [=====>........................] - ETA: 13s - loss: 0.2157 - accuracy: 0.9015
 67/296 [=====>........................] - ETA: 13s - loss: 0.2168 - accuracy: 0.9002
 68/296 [=====>........................] - ETA: 13s - loss: 0.2163 - accuracy: 0.9007
 69/296 [=====>........................] - ETA: 13s - loss: 0.2182 - accuracy: 0.9004
 70/296 [======>.......................] - ETA: 12s - loss: 0.2173 - accuracy: 0.9009
 71/296 [======>.......................] - ETA: 12s - loss: 0.2183 - accuracy: 0.9005
 72/296 [======>.......................] - ETA: 12s - loss: 0.2175 - accuracy: 0.9010
 73/296 [======>.......................] - ETA: 12s - loss: 0.2168 - accuracy: 0.9015
 74/296 [======>.......................] - ETA: 12s - loss: 0.2192 - accuracy: 0.9003
 75/296 [======>.......................] - ETA: 12s - loss: 0.2197 - accuracy: 0.8992
 76/296 [======>.......................] - ETA: 12s - loss: 0.2186 - accuracy: 0.8997
 77/296 [======>.......................] - ETA: 12s - loss: 0.2174 - accuracy: 0.9002
 78/296 [======>.......................] - ETA: 12s - loss: 0.2170 - accuracy: 0.9006
 79/296 [=======>......................] - ETA: 12s - loss: 0.2167 - accuracy: 0.9011
 80/296 [=======>......................] - ETA: 12s - loss: 0.2161 - accuracy: 0.9008
 81/296 [=======>......................] - ETA: 12s - loss: 0.2178 - accuracy: 0.9005
 82/296 [=======>......................] - ETA: 12s - loss: 0.2172 - accuracy: 0.9009
 83/296 [=======>......................] - ETA: 12s - loss: 0.2197 - accuracy: 0.8998
 84/296 [=======>......................] - ETA: 12s - loss: 0.2214 - accuracy: 0.8988
 85/296 [=======>......................] - ETA: 12s - loss: 0.2211 - accuracy: 0.8993
 86/296 [=======>......................] - ETA: 12s - loss: 0.2216 - accuracy: 0.8997
 87/296 [=======>......................] - ETA: 11s - loss: 0.2215 - accuracy: 0.8994
 88/296 [=======>......................] - ETA: 11s - loss: 0.2201 - accuracy: 0.9006
 89/296 [========>.....................] - ETA: 11s - loss: 0.2205 - accuracy: 0.9003
 90/296 [========>.....................] - ETA: 11s - loss: 0.2210 - accuracy: 0.9000
 91/296 [========>.....................] - ETA: 11s - loss: 0.2205 - accuracy: 0.9004
 92/296 [========>.....................] - ETA: 11s - loss: 0.2202 - accuracy: 0.9001
 93/296 [========>.....................] - ETA: 11s - loss: 0.2204 - accuracy: 0.8992
 94/296 [========>.....................] - ETA: 11s - loss: 0.2191 - accuracy: 0.8996
 95/296 [========>.....................] - ETA: 11s - loss: 0.2194 - accuracy: 0.8993
 96/296 [========>.....................] - ETA: 11s - loss: 0.2179 - accuracy: 0.9004
 97/296 [========>.....................] - ETA: 11s - loss: 0.2179 - accuracy: 0.9001
 98/296 [========>.....................] - ETA: 11s - loss: 0.2158 - accuracy: 0.9011
 99/296 [=========>....................] - ETA: 11s - loss: 0.2151 - accuracy: 0.9009
100/296 [=========>....................] - ETA: 11s - loss: 0.2143 - accuracy: 0.9013
101/296 [=========>....................] - ETA: 11s - loss: 0.2134 - accuracy: 0.9016
102/296 [=========>....................] - ETA: 11s - loss: 0.2137 - accuracy: 0.9013
103/296 [=========>....................] - ETA: 11s - loss: 0.2150 - accuracy: 0.9011
104/296 [=========>....................] - ETA: 11s - loss: 0.2155 - accuracy: 0.9008
105/296 [=========>....................] - ETA: 10s - loss: 0.2151 - accuracy: 0.9006
106/296 [=========>....................] - ETA: 10s - loss: 0.2160 - accuracy: 0.9009
107/296 [=========>....................] - ETA: 10s - loss: 0.2157 - accuracy: 0.9013
108/296 [=========>....................] - ETA: 10s - loss: 0.2142 - accuracy: 0.9022
109/296 [==========>...................] - ETA: 10s - loss: 0.2142 - accuracy: 0.9025
110/296 [==========>...................] - ETA: 10s - loss: 0.2151 - accuracy: 0.9023
111/296 [==========>...................] - ETA: 10s - loss: 0.2136 - accuracy: 0.9032
112/296 [==========>...................] - ETA: 10s - loss: 0.2158 - accuracy: 0.9023
113/296 [==========>...................] - ETA: 10s - loss: 0.2151 - accuracy: 0.9032
114/296 [==========>...................] - ETA: 10s - loss: 0.2147 - accuracy: 0.9030
115/296 [==========>...................] - ETA: 10s - loss: 0.2155 - accuracy: 0.9027
116/296 [==========>...................] - ETA: 10s - loss: 0.2173 - accuracy: 0.9019
117/296 [==========>...................] - ETA: 10s - loss: 0.2173 - accuracy: 0.9022
118/296 [==========>...................] - ETA: 10s - loss: 0.2174 - accuracy: 0.9015
119/296 [===========>..................] - ETA: 10s - loss: 0.2191 - accuracy: 0.9007
120/296 [===========>..................] - ETA: 10s - loss: 0.2185 - accuracy: 0.9005
121/296 [===========>..................] - ETA: 10s - loss: 0.2185 - accuracy: 0.9008
122/296 [===========>..................] - ETA: 10s - loss: 0.2208 - accuracy: 0.8991
123/296 [===========>..................] - ETA: 9s - loss: 0.2208 - accuracy: 0.8999 
124/296 [===========>..................] - ETA: 9s - loss: 0.2220 - accuracy: 0.8997
125/296 [===========>..................] - ETA: 9s - loss: 0.2216 - accuracy: 0.8995
126/296 [===========>..................] - ETA: 9s - loss: 0.2218 - accuracy: 0.8993
127/296 [===========>..................] - ETA: 9s - loss: 0.2224 - accuracy: 0.8986
128/296 [===========>..................] - ETA: 9s - loss: 0.2212 - accuracy: 0.8994
129/296 [============>.................] - ETA: 9s - loss: 0.2202 - accuracy: 0.9002
130/296 [============>.................] - ETA: 9s - loss: 0.2201 - accuracy: 0.9000
131/296 [============>.................] - ETA: 9s - loss: 0.2194 - accuracy: 0.9003
132/296 [============>.................] - ETA: 9s - loss: 0.2193 - accuracy: 0.8996
133/296 [============>.................] - ETA: 9s - loss: 0.2182 - accuracy: 0.9004
134/296 [============>.................] - ETA: 9s - loss: 0.2199 - accuracy: 0.8993
135/296 [============>.................] - ETA: 9s - loss: 0.2198 - accuracy: 0.8991
136/296 [============>.................] - ETA: 9s - loss: 0.2192 - accuracy: 0.8994
137/296 [============>.................] - ETA: 9s - loss: 0.2196 - accuracy: 0.8987
138/296 [============>.................] - ETA: 9s - loss: 0.2199 - accuracy: 0.8990
139/296 [=============>................] - ETA: 9s - loss: 0.2224 - accuracy: 0.8979
140/296 [=============>................] - ETA: 8s - loss: 0.2216 - accuracy: 0.8987
141/296 [=============>................] - ETA: 8s - loss: 0.2244 - accuracy: 0.8963
142/296 [=============>................] - ETA: 8s - loss: 0.2243 - accuracy: 0.8961
143/296 [=============>................] - ETA: 8s - loss: 0.2241 - accuracy: 0.8960
144/296 [=============>................] - ETA: 8s - loss: 0.2241 - accuracy: 0.8963
145/296 [=============>................] - ETA: 8s - loss: 0.2244 - accuracy: 0.8957
146/296 [=============>................] - ETA: 8s - loss: 0.2251 - accuracy: 0.8955
147/296 [=============>................] - ETA: 8s - loss: 0.2251 - accuracy: 0.8954
148/296 [==============>...............] - ETA: 8s - loss: 0.2249 - accuracy: 0.8953
149/296 [==============>...............] - ETA: 8s - loss: 0.2272 - accuracy: 0.8939
150/296 [==============>...............] - ETA: 8s - loss: 0.2274 - accuracy: 0.8933
151/296 [==============>...............] - ETA: 8s - loss: 0.2263 - accuracy: 0.8940
152/296 [==============>...............] - ETA: 8s - loss: 0.2259 - accuracy: 0.8947
153/296 [==============>...............] - ETA: 8s - loss: 0.2276 - accuracy: 0.8930
154/296 [==============>...............] - ETA: 8s - loss: 0.2276 - accuracy: 0.8929
155/296 [==============>...............] - ETA: 8s - loss: 0.2278 - accuracy: 0.8927
156/296 [==============>...............] - ETA: 8s - loss: 0.2272 - accuracy: 0.8930
157/296 [==============>...............] - ETA: 8s - loss: 0.2275 - accuracy: 0.8925
158/296 [===============>..............] - ETA: 7s - loss: 0.2269 - accuracy: 0.8928
159/296 [===============>..............] - ETA: 7s - loss: 0.2271 - accuracy: 0.8927
160/296 [===============>..............] - ETA: 7s - loss: 0.2267 - accuracy: 0.8930
161/296 [===============>..............] - ETA: 7s - loss: 0.2267 - accuracy: 0.8925
162/296 [===============>..............] - ETA: 7s - loss: 0.2262 - accuracy: 0.8924
163/296 [===============>..............] - ETA: 7s - loss: 0.2259 - accuracy: 0.8926
164/296 [===============>..............] - ETA: 7s - loss: 0.2255 - accuracy: 0.8933
165/296 [===============>..............] - ETA: 7s - loss: 0.2249 - accuracy: 0.8936
166/296 [===============>..............] - ETA: 7s - loss: 0.2243 - accuracy: 0.8938
167/296 [===============>..............] - ETA: 7s - loss: 0.2247 - accuracy: 0.8937
168/296 [================>.............] - ETA: 7s - loss: 0.2246 - accuracy: 0.8936
169/296 [================>.............] - ETA: 7s - loss: 0.2245 - accuracy: 0.8939
170/296 [================>.............] - ETA: 7s - loss: 0.2237 - accuracy: 0.8941
171/296 [================>.............] - ETA: 7s - loss: 0.2229 - accuracy: 0.8947
172/296 [================>.............] - ETA: 7s - loss: 0.2231 - accuracy: 0.8943
173/296 [================>.............] - ETA: 7s - loss: 0.2246 - accuracy: 0.8941
174/296 [================>.............] - ETA: 7s - loss: 0.2236 - accuracy: 0.8948
175/296 [================>.............] - ETA: 6s - loss: 0.2259 - accuracy: 0.8946
176/296 [================>.............] - ETA: 6s - loss: 0.2255 - accuracy: 0.8949
177/296 [================>.............] - ETA: 6s - loss: 0.2256 - accuracy: 0.8948
178/296 [=================>............] - ETA: 6s - loss: 0.2261 - accuracy: 0.8943
179/296 [=================>............] - ETA: 6s - loss: 0.2263 - accuracy: 0.8939
180/296 [=================>............] - ETA: 6s - loss: 0.2264 - accuracy: 0.8941
181/296 [=================>............] - ETA: 6s - loss: 0.2267 - accuracy: 0.8943
182/296 [=================>............] - ETA: 6s - loss: 0.2266 - accuracy: 0.8939
183/296 [=================>............] - ETA: 6s - loss: 0.2260 - accuracy: 0.8941
184/296 [=================>............] - ETA: 6s - loss: 0.2260 - accuracy: 0.8944
185/296 [=================>............] - ETA: 6s - loss: 0.2261 - accuracy: 0.8943
186/296 [=================>............] - ETA: 6s - loss: 0.2261 - accuracy: 0.8942
187/296 [=================>............] - ETA: 6s - loss: 0.2265 - accuracy: 0.8944
188/296 [==================>...........] - ETA: 6s - loss: 0.2278 - accuracy: 0.8933
189/296 [==================>...........] - ETA: 6s - loss: 0.2275 - accuracy: 0.8935
190/296 [==================>...........] - ETA: 6s - loss: 0.2274 - accuracy: 0.8938
191/296 [==================>...........] - ETA: 6s - loss: 0.2270 - accuracy: 0.8940
192/296 [==================>...........] - ETA: 5s - loss: 0.2275 - accuracy: 0.8939
193/296 [==================>...........] - ETA: 5s - loss: 0.2273 - accuracy: 0.8941
194/296 [==================>...........] - ETA: 5s - loss: 0.2267 - accuracy: 0.8947
195/296 [==================>...........] - ETA: 5s - loss: 0.2284 - accuracy: 0.8942
196/296 [==================>...........] - ETA: 5s - loss: 0.2286 - accuracy: 0.8938
197/296 [==================>...........] - ETA: 5s - loss: 0.2286 - accuracy: 0.8940
198/296 [===================>..........] - ETA: 5s - loss: 0.2289 - accuracy: 0.8936
199/296 [===================>..........] - ETA: 5s - loss: 0.2300 - accuracy: 0.8932
200/296 [===================>..........] - ETA: 5s - loss: 0.2300 - accuracy: 0.8931
201/296 [===================>..........] - ETA: 5s - loss: 0.2294 - accuracy: 0.8933
202/296 [===================>..........] - ETA: 5s - loss: 0.2288 - accuracy: 0.8939
203/296 [===================>..........] - ETA: 5s - loss: 0.2286 - accuracy: 0.8941
204/296 [===================>..........] - ETA: 5s - loss: 0.2285 - accuracy: 0.8940
205/296 [===================>..........] - ETA: 5s - loss: 0.2282 - accuracy: 0.8945
206/296 [===================>..........] - ETA: 5s - loss: 0.2283 - accuracy: 0.8944
207/296 [===================>..........] - ETA: 5s - loss: 0.2286 - accuracy: 0.8943
208/296 [====================>.........] - ETA: 5s - loss: 0.2280 - accuracy: 0.8945
209/296 [====================>.........] - ETA: 5s - loss: 0.2276 - accuracy: 0.8944
210/296 [====================>.........] - ETA: 4s - loss: 0.2286 - accuracy: 0.8940
211/296 [====================>.........] - ETA: 4s - loss: 0.2289 - accuracy: 0.8937
212/296 [====================>.........] - ETA: 4s - loss: 0.2287 - accuracy: 0.8939
213/296 [====================>.........] - ETA: 4s - loss: 0.2285 - accuracy: 0.8941
214/296 [====================>.........] - ETA: 4s - loss: 0.2285 - accuracy: 0.8940
215/296 [====================>.........] - ETA: 4s - loss: 0.2291 - accuracy: 0.8936
216/296 [====================>.........] - ETA: 4s - loss: 0.2295 - accuracy: 0.8938
217/296 [====================>.........] - ETA: 4s - loss: 0.2294 - accuracy: 0.8940
218/296 [=====================>........] - ETA: 4s - loss: 0.2323 - accuracy: 0.8939
219/296 [=====================>........] - ETA: 4s - loss: 0.2319 - accuracy: 0.8941
220/296 [=====================>........] - ETA: 4s - loss: 0.2315 - accuracy: 0.8940
221/296 [=====================>........] - ETA: 4s - loss: 0.2314 - accuracy: 0.8942
222/296 [=====================>........] - ETA: 4s - loss: 0.2307 - accuracy: 0.8947
223/296 [=====================>........] - ETA: 4s - loss: 0.2309 - accuracy: 0.8946
224/296 [=====================>........] - ETA: 4s - loss: 0.2313 - accuracy: 0.8943
225/296 [=====================>........] - ETA: 4s - loss: 0.2311 - accuracy: 0.8944
226/296 [=====================>........] - ETA: 4s - loss: 0.2306 - accuracy: 0.8949
227/296 [======================>.......] - ETA: 3s - loss: 0.2305 - accuracy: 0.8951
228/296 [======================>.......] - ETA: 3s - loss: 0.2301 - accuracy: 0.8953
229/296 [======================>.......] - ETA: 3s - loss: 0.2301 - accuracy: 0.8955
230/296 [======================>.......] - ETA: 3s - loss: 0.2299 - accuracy: 0.8957
231/296 [======================>.......] - ETA: 3s - loss: 0.2299 - accuracy: 0.8956
232/296 [======================>.......] - ETA: 3s - loss: 0.2294 - accuracy: 0.8960
233/296 [======================>.......] - ETA: 3s - loss: 0.2291 - accuracy: 0.8962
234/296 [======================>.......] - ETA: 3s - loss: 0.2287 - accuracy: 0.8961
235/296 [======================>.......] - ETA: 3s - loss: 0.2285 - accuracy: 0.8963
236/296 [======================>.......] - ETA: 3s - loss: 0.2280 - accuracy: 0.8965
237/296 [=======================>......] - ETA: 3s - loss: 0.2287 - accuracy: 0.8958
238/296 [=======================>......] - ETA: 3s - loss: 0.2288 - accuracy: 0.8955
239/296 [=======================>......] - ETA: 3s - loss: 0.2292 - accuracy: 0.8954
240/296 [=======================>......] - ETA: 3s - loss: 0.2293 - accuracy: 0.8953
241/296 [=======================>......] - ETA: 3s - loss: 0.2287 - accuracy: 0.8957
242/296 [=======================>......] - ETA: 3s - loss: 0.2289 - accuracy: 0.8959
243/296 [=======================>......] - ETA: 3s - loss: 0.2287 - accuracy: 0.8958
244/296 [=======================>......] - ETA: 2s - loss: 0.2284 - accuracy: 0.8960
245/296 [=======================>......] - ETA: 2s - loss: 0.2281 - accuracy: 0.8959
246/296 [=======================>......] - ETA: 2s - loss: 0.2281 - accuracy: 0.8958
247/296 [========================>.....] - ETA: 2s - loss: 0.2277 - accuracy: 0.8960
248/296 [========================>.....] - ETA: 2s - loss: 0.2275 - accuracy: 0.8962
249/296 [========================>.....] - ETA: 2s - loss: 0.2276 - accuracy: 0.8963
250/296 [========================>.....] - ETA: 2s - loss: 0.2276 - accuracy: 0.8963
251/296 [========================>.....] - ETA: 2s - loss: 0.2274 - accuracy: 0.8962
252/296 [========================>.....] - ETA: 2s - loss: 0.2269 - accuracy: 0.8963
253/296 [========================>.....] - ETA: 2s - loss: 0.2266 - accuracy: 0.8967
254/296 [========================>.....] - ETA: 2s - loss: 0.2261 - accuracy: 0.8969
255/296 [========================>.....] - ETA: 2s - loss: 0.2258 - accuracy: 0.8973
256/296 [========================>.....] - ETA: 2s - loss: 0.2261 - accuracy: 0.8972
257/296 [=========================>....] - ETA: 2s - loss: 0.2276 - accuracy: 0.8964
258/296 [=========================>....] - ETA: 2s - loss: 0.2276 - accuracy: 0.8961
259/296 [=========================>....] - ETA: 2s - loss: 0.2282 - accuracy: 0.8960
260/296 [=========================>....] - ETA: 2s - loss: 0.2277 - accuracy: 0.8962
261/296 [=========================>....] - ETA: 2s - loss: 0.2280 - accuracy: 0.8958
262/296 [=========================>....] - ETA: 1s - loss: 0.2277 - accuracy: 0.8958
263/296 [=========================>....] - ETA: 1s - loss: 0.2279 - accuracy: 0.8954
264/296 [=========================>....] - ETA: 1s - loss: 0.2280 - accuracy: 0.8954
265/296 [=========================>....] - ETA: 1s - loss: 0.2294 - accuracy: 0.8953
266/296 [=========================>....] - ETA: 1s - loss: 0.2291 - accuracy: 0.8954
267/296 [==========================>...] - ETA: 1s - loss: 0.2297 - accuracy: 0.8954
268/296 [==========================>...] - ETA: 1s - loss: 0.2301 - accuracy: 0.8948
269/296 [==========================>...] - ETA: 1s - loss: 0.2298 - accuracy: 0.8950
270/296 [==========================>...] - ETA: 1s - loss: 0.2301 - accuracy: 0.8947
271/296 [==========================>...] - ETA: 1s - loss: 0.2301 - accuracy: 0.8946
272/296 [==========================>...] - ETA: 1s - loss: 0.2306 - accuracy: 0.8943
273/296 [==========================>...] - ETA: 1s - loss: 0.2306 - accuracy: 0.8940
274/296 [==========================>...] - ETA: 1s - loss: 0.2303 - accuracy: 0.8944
275/296 [==========================>...] - ETA: 1s - loss: 0.2299 - accuracy: 0.8948
276/296 [==========================>...] - ETA: 1s - loss: 0.2301 - accuracy: 0.8947
277/296 [===========================>..] - ETA: 1s - loss: 0.2300 - accuracy: 0.8949
278/296 [===========================>..] - ETA: 1s - loss: 0.2299 - accuracy: 0.8948
279/296 [===========================>..] - ETA: 0s - loss: 0.2300 - accuracy: 0.8947
280/296 [===========================>..] - ETA: 0s - loss: 0.2302 - accuracy: 0.8946
281/296 [===========================>..] - ETA: 0s - loss: 0.2303 - accuracy: 0.8944
282/296 [===========================>..] - ETA: 0s - loss: 0.2303 - accuracy: 0.8938
283/296 [===========================>..] - ETA: 0s - loss: 0.2302 - accuracy: 0.8938
284/296 [===========================>..] - ETA: 0s - loss: 0.2300 - accuracy: 0.8939
285/296 [===========================>..] - ETA: 0s - loss: 0.2298 - accuracy: 0.8943
286/296 [===========================>..] - ETA: 0s - loss: 0.2296 - accuracy: 0.8944
287/296 [============================>.] - ETA: 0s - loss: 0.2289 - accuracy: 0.8948
288/296 [============================>.] - ETA: 0s - loss: 0.2286 - accuracy: 0.8952
289/296 [============================>.] - ETA: 0s - loss: 0.2290 - accuracy: 0.8949
290/296 [============================>.] - ETA: 0s - loss: 0.2286 - accuracy: 0.8950
291/296 [============================>.] - ETA: 0s - loss: 0.2283 - accuracy: 0.8952
292/296 [============================>.] - ETA: 0s - loss: 0.2282 - accuracy: 0.8953
293/296 [============================>.] - ETA: 0s - loss: 0.2278 - accuracy: 0.8957
294/296 [============================>.] - ETA: 0s - loss: 0.2280 - accuracy: 0.8956
295/296 [============================>.] - ETA: 0s - loss: 0.2280 - accuracy: 0.8953
296/296 [==============================] - 17s 57ms/step - loss: 0.2283 - accuracy: 0.8952

296/296 [==============================] - 18s 61ms/step - loss: 0.2283 - accuracy: 0.8952 - val_loss: 0.2405 - val_accuracy: 0.8941
Epoch 34/50

  1/296 [..............................] - ETA: 16s - loss: 0.0233 - accuracy: 1.0000
  2/296 [..............................] - ETA: 16s - loss: 0.1575 - accuracy: 0.8750
  3/296 [..............................] - ETA: 15s - loss: 0.1751 - accuracy: 0.8750
  4/296 [..............................] - ETA: 15s - loss: 0.1729 - accuracy: 0.8906
  5/296 [..............................] - ETA: 15s - loss: 0.1775 - accuracy: 0.8875
  6/296 [..............................] - ETA: 15s - loss: 0.1591 - accuracy: 0.9062
  7/296 [..............................] - ETA: 16s - loss: 0.1627 - accuracy: 0.9107
  8/296 [..............................] - ETA: 16s - loss: 0.1517 - accuracy: 0.9219
  9/296 [..............................] - ETA: 16s - loss: 0.1587 - accuracy: 0.9167
 10/296 [>.............................] - ETA: 16s - loss: 0.1861 - accuracy: 0.9125
 11/296 [>.............................] - ETA: 15s - loss: 0.1935 - accuracy: 0.9091
 12/296 [>.............................] - ETA: 15s - loss: 0.1969 - accuracy: 0.9062
 13/296 [>.............................] - ETA: 15s - loss: 0.1894 - accuracy: 0.9135
 14/296 [>.............................] - ETA: 15s - loss: 0.1907 - accuracy: 0.9062
 15/296 [>.............................] - ETA: 15s - loss: 0.1914 - accuracy: 0.9042
 16/296 [>.............................] - ETA: 15s - loss: 0.2006 - accuracy: 0.9023
 17/296 [>.............................] - ETA: 15s - loss: 0.1984 - accuracy: 0.9044
 18/296 [>.............................] - ETA: 15s - loss: 0.1932 - accuracy: 0.9028
 19/296 [>.............................] - ETA: 15s - loss: 0.1911 - accuracy: 0.9046
 20/296 [=>............................] - ETA: 15s - loss: 0.2091 - accuracy: 0.9000
 21/296 [=>............................] - ETA: 15s - loss: 0.2157 - accuracy: 0.8958
 22/296 [=>............................] - ETA: 15s - loss: 0.2146 - accuracy: 0.8949
 23/296 [=>............................] - ETA: 14s - loss: 0.2136 - accuracy: 0.8940
 24/296 [=>............................] - ETA: 14s - loss: 0.2172 - accuracy: 0.8932
 25/296 [=>............................] - ETA: 14s - loss: 0.2143 - accuracy: 0.8950
 26/296 [=>............................] - ETA: 14s - loss: 0.2168 - accuracy: 0.8918
 27/296 [=>............................] - ETA: 14s - loss: 0.2308 - accuracy: 0.8912
 28/296 [=>............................] - ETA: 14s - loss: 0.2243 - accuracy: 0.8951
 29/296 [=>............................] - ETA: 14s - loss: 0.2244 - accuracy: 0.8966
 30/296 [==>...........................] - ETA: 14s - loss: 0.2311 - accuracy: 0.8938
 31/296 [==>...........................] - ETA: 14s - loss: 0.2281 - accuracy: 0.8931
 32/296 [==>...........................] - ETA: 14s - loss: 0.2288 - accuracy: 0.8926
 33/296 [==>...........................] - ETA: 14s - loss: 0.2264 - accuracy: 0.8939
 34/296 [==>...........................] - ETA: 14s - loss: 0.2242 - accuracy: 0.8952
 35/296 [==>...........................] - ETA: 14s - loss: 0.2235 - accuracy: 0.8946
 36/296 [==>...........................] - ETA: 14s - loss: 0.2208 - accuracy: 0.8976
 37/296 [==>...........................] - ETA: 14s - loss: 0.2213 - accuracy: 0.8970
 38/296 [==>...........................] - ETA: 14s - loss: 0.2206 - accuracy: 0.8980
 39/296 [==>...........................] - ETA: 13s - loss: 0.2217 - accuracy: 0.8974
 40/296 [===>..........................] - ETA: 13s - loss: 0.2233 - accuracy: 0.8969
 41/296 [===>..........................] - ETA: 13s - loss: 0.2228 - accuracy: 0.8963
 42/296 [===>..........................] - ETA: 13s - loss: 0.2249 - accuracy: 0.8929
 43/296 [===>..........................] - ETA: 13s - loss: 0.2239 - accuracy: 0.8939
 44/296 [===>..........................] - ETA: 13s - loss: 0.2228 - accuracy: 0.8949
 45/296 [===>..........................] - ETA: 13s - loss: 0.2201 - accuracy: 0.8958
 46/296 [===>..........................] - ETA: 13s - loss: 0.2163 - accuracy: 0.8981
 47/296 [===>..........................] - ETA: 13s - loss: 0.2163 - accuracy: 0.8976
 48/296 [===>..........................] - ETA: 13s - loss: 0.2185 - accuracy: 0.8958
 49/296 [===>..........................] - ETA: 13s - loss: 0.2163 - accuracy: 0.8980
 50/296 [====>.........................] - ETA: 13s - loss: 0.2137 - accuracy: 0.8988
 51/296 [====>.........................] - ETA: 13s - loss: 0.2108 - accuracy: 0.9007
 52/296 [====>.........................] - ETA: 13s - loss: 0.2138 - accuracy: 0.9002
 53/296 [====>.........................] - ETA: 13s - loss: 0.2104 - accuracy: 0.9021
 54/296 [====>.........................] - ETA: 13s - loss: 0.2176 - accuracy: 0.8981
 55/296 [====>.........................] - ETA: 13s - loss: 0.2217 - accuracy: 0.8955
 56/296 [====>.........................] - ETA: 13s - loss: 0.2216 - accuracy: 0.8951
 57/296 [====>.........................] - ETA: 13s - loss: 0.2222 - accuracy: 0.8958
 58/296 [====>.........................] - ETA: 12s - loss: 0.2215 - accuracy: 0.8955
 59/296 [====>.........................] - ETA: 12s - loss: 0.2224 - accuracy: 0.8941
 60/296 [=====>........................] - ETA: 12s - loss: 0.2198 - accuracy: 0.8958
 61/296 [=====>........................] - ETA: 12s - loss: 0.2178 - accuracy: 0.8965
 62/296 [=====>........................] - ETA: 12s - loss: 0.2192 - accuracy: 0.8962
 63/296 [=====>........................] - ETA: 12s - loss: 0.2199 - accuracy: 0.8968
 64/296 [=====>........................] - ETA: 12s - loss: 0.2183 - accuracy: 0.8984
 65/296 [=====>........................] - ETA: 12s - loss: 0.2180 - accuracy: 0.8990
 66/296 [=====>........................] - ETA: 12s - loss: 0.2167 - accuracy: 0.8996
 67/296 [=====>........................] - ETA: 12s - loss: 0.2176 - accuracy: 0.8993
 68/296 [=====>........................] - ETA: 12s - loss: 0.2163 - accuracy: 0.9007
 69/296 [=====>........................] - ETA: 12s - loss: 0.2183 - accuracy: 0.8995
 70/296 [======>.......................] - ETA: 12s - loss: 0.2179 - accuracy: 0.9000
 71/296 [======>.......................] - ETA: 12s - loss: 0.2163 - accuracy: 0.9014
 72/296 [======>.......................] - ETA: 12s - loss: 0.2192 - accuracy: 0.8984
 73/296 [======>.......................] - ETA: 12s - loss: 0.2192 - accuracy: 0.8981
 74/296 [======>.......................] - ETA: 12s - loss: 0.2191 - accuracy: 0.8978
 75/296 [======>.......................] - ETA: 12s - loss: 0.2185 - accuracy: 0.8983
 76/296 [======>.......................] - ETA: 12s - loss: 0.2172 - accuracy: 0.8997
 77/296 [======>.......................] - ETA: 12s - loss: 0.2174 - accuracy: 0.8994
 78/296 [======>.......................] - ETA: 11s - loss: 0.2172 - accuracy: 0.8990
 79/296 [=======>......................] - ETA: 11s - loss: 0.2160 - accuracy: 0.9003
 80/296 [=======>......................] - ETA: 11s - loss: 0.2173 - accuracy: 0.9000
 81/296 [=======>......................] - ETA: 11s - loss: 0.2151 - accuracy: 0.9012
 82/296 [=======>......................] - ETA: 11s - loss: 0.2136 - accuracy: 0.9024
 83/296 [=======>......................] - ETA: 11s - loss: 0.2128 - accuracy: 0.9021
 84/296 [=======>......................] - ETA: 11s - loss: 0.2129 - accuracy: 0.9018
 85/296 [=======>......................] - ETA: 11s - loss: 0.2115 - accuracy: 0.9029
 86/296 [=======>......................] - ETA: 11s - loss: 0.2149 - accuracy: 0.9012
 87/296 [=======>......................] - ETA: 11s - loss: 0.2131 - accuracy: 0.9023
 88/296 [=======>......................] - ETA: 11s - loss: 0.2123 - accuracy: 0.9020
 89/296 [========>.....................] - ETA: 11s - loss: 0.2131 - accuracy: 0.9024
 90/296 [========>.....................] - ETA: 11s - loss: 0.2121 - accuracy: 0.9028
 91/296 [========>.....................] - ETA: 11s - loss: 0.2107 - accuracy: 0.9038
 92/296 [========>.....................] - ETA: 11s - loss: 0.2103 - accuracy: 0.9042
 93/296 [========>.....................] - ETA: 11s - loss: 0.2086 - accuracy: 0.9046
 94/296 [========>.....................] - ETA: 11s - loss: 0.2078 - accuracy: 0.9049
 95/296 [========>.....................] - ETA: 11s - loss: 0.2072 - accuracy: 0.9053
 96/296 [========>.....................] - ETA: 11s - loss: 0.2063 - accuracy: 0.9049
 97/296 [========>.....................] - ETA: 10s - loss: 0.2060 - accuracy: 0.9046
 98/296 [========>.....................] - ETA: 10s - loss: 0.2072 - accuracy: 0.9050
 99/296 [=========>....................] - ETA: 10s - loss: 0.2078 - accuracy: 0.9040
100/296 [=========>....................] - ETA: 10s - loss: 0.2077 - accuracy: 0.9044
101/296 [=========>....................] - ETA: 10s - loss: 0.2081 - accuracy: 0.9035
102/296 [=========>....................] - ETA: 10s - loss: 0.2083 - accuracy: 0.9032
103/296 [=========>....................] - ETA: 10s - loss: 0.2085 - accuracy: 0.9029
104/296 [=========>....................] - ETA: 10s - loss: 0.2090 - accuracy: 0.9026
105/296 [=========>....................] - ETA: 10s - loss: 0.2082 - accuracy: 0.9036
106/296 [=========>....................] - ETA: 10s - loss: 0.2072 - accuracy: 0.9039
107/296 [=========>....................] - ETA: 10s - loss: 0.2087 - accuracy: 0.9036
108/296 [=========>....................] - ETA: 10s - loss: 0.2089 - accuracy: 0.9034
109/296 [==========>...................] - ETA: 10s - loss: 0.2093 - accuracy: 0.9019
110/296 [==========>...................] - ETA: 10s - loss: 0.2097 - accuracy: 0.9017
111/296 [==========>...................] - ETA: 10s - loss: 0.2087 - accuracy: 0.9026
112/296 [==========>...................] - ETA: 10s - loss: 0.2086 - accuracy: 0.9023
113/296 [==========>...................] - ETA: 10s - loss: 0.2089 - accuracy: 0.9027
114/296 [==========>...................] - ETA: 10s - loss: 0.2081 - accuracy: 0.9030
115/296 [==========>...................] - ETA: 10s - loss: 0.2089 - accuracy: 0.9027
116/296 [==========>...................] - ETA: 10s - loss: 0.2087 - accuracy: 0.9025
117/296 [==========>...................] - ETA: 10s - loss: 0.2093 - accuracy: 0.9022
118/296 [==========>...................] - ETA: 9s - loss: 0.2086 - accuracy: 0.9025 
119/296 [===========>..................] - ETA: 9s - loss: 0.2082 - accuracy: 0.9023
120/296 [===========>..................] - ETA: 9s - loss: 0.2082 - accuracy: 0.9031
121/296 [===========>..................] - ETA: 9s - loss: 0.2103 - accuracy: 0.9024
122/296 [===========>..................] - ETA: 9s - loss: 0.2104 - accuracy: 0.9022
123/296 [===========>..................] - ETA: 9s - loss: 0.2108 - accuracy: 0.9019
124/296 [===========>..................] - ETA: 9s - loss: 0.2105 - accuracy: 0.9022
125/296 [===========>..................] - ETA: 9s - loss: 0.2097 - accuracy: 0.9030
126/296 [===========>..................] - ETA: 9s - loss: 0.2093 - accuracy: 0.9033
127/296 [===========>..................] - ETA: 9s - loss: 0.2104 - accuracy: 0.9031
128/296 [===========>..................] - ETA: 9s - loss: 0.2095 - accuracy: 0.9033
129/296 [============>.................] - ETA: 9s - loss: 0.2090 - accuracy: 0.9036
130/296 [============>.................] - ETA: 9s - loss: 0.2080 - accuracy: 0.9038
131/296 [============>.................] - ETA: 9s - loss: 0.2074 - accuracy: 0.9041
132/296 [============>.................] - ETA: 9s - loss: 0.2070 - accuracy: 0.9044
133/296 [============>.................] - ETA: 9s - loss: 0.2069 - accuracy: 0.9051
134/296 [============>.................] - ETA: 9s - loss: 0.2087 - accuracy: 0.9039
135/296 [============>.................] - ETA: 9s - loss: 0.2091 - accuracy: 0.9037
136/296 [============>.................] - ETA: 9s - loss: 0.2084 - accuracy: 0.9044
137/296 [============>.................] - ETA: 8s - loss: 0.2091 - accuracy: 0.9042
138/296 [============>.................] - ETA: 8s - loss: 0.2089 - accuracy: 0.9044
139/296 [=============>................] - ETA: 8s - loss: 0.2109 - accuracy: 0.9033
140/296 [=============>................] - ETA: 8s - loss: 0.2105 - accuracy: 0.9036
141/296 [=============>................] - ETA: 8s - loss: 0.2098 - accuracy: 0.9043
142/296 [=============>................] - ETA: 8s - loss: 0.2100 - accuracy: 0.9045
143/296 [=============>................] - ETA: 8s - loss: 0.2101 - accuracy: 0.9043
144/296 [=============>................] - ETA: 8s - loss: 0.2103 - accuracy: 0.9045
145/296 [=============>................] - ETA: 8s - loss: 0.2108 - accuracy: 0.9043
146/296 [=============>................] - ETA: 8s - loss: 0.2110 - accuracy: 0.9041
147/296 [=============>................] - ETA: 8s - loss: 0.2107 - accuracy: 0.9043
148/296 [==============>...............] - ETA: 8s - loss: 0.2115 - accuracy: 0.9037
149/296 [==============>...............] - ETA: 8s - loss: 0.2122 - accuracy: 0.9031
150/296 [==============>...............] - ETA: 8s - loss: 0.2123 - accuracy: 0.9029
151/296 [==============>...............] - ETA: 8s - loss: 0.2124 - accuracy: 0.9031
152/296 [==============>...............] - ETA: 8s - loss: 0.2123 - accuracy: 0.9034
153/296 [==============>...............] - ETA: 8s - loss: 0.2119 - accuracy: 0.9032
154/296 [==============>...............] - ETA: 8s - loss: 0.2120 - accuracy: 0.9030
155/296 [==============>...............] - ETA: 8s - loss: 0.2133 - accuracy: 0.9020
156/296 [==============>...............] - ETA: 7s - loss: 0.2153 - accuracy: 0.9014
157/296 [==============>...............] - ETA: 7s - loss: 0.2149 - accuracy: 0.9017
158/296 [===============>..............] - ETA: 7s - loss: 0.2149 - accuracy: 0.9015
159/296 [===============>..............] - ETA: 7s - loss: 0.2149 - accuracy: 0.9013
160/296 [===============>..............] - ETA: 7s - loss: 0.2141 - accuracy: 0.9016
161/296 [===============>..............] - ETA: 7s - loss: 0.2131 - accuracy: 0.9022
162/296 [===============>..............] - ETA: 7s - loss: 0.2133 - accuracy: 0.9020
163/296 [===============>..............] - ETA: 7s - loss: 0.2134 - accuracy: 0.9018
164/296 [===============>..............] - ETA: 7s - loss: 0.2128 - accuracy: 0.9021
165/296 [===============>..............] - ETA: 7s - loss: 0.2129 - accuracy: 0.9019
166/296 [===============>..............] - ETA: 7s - loss: 0.2130 - accuracy: 0.9017
167/296 [===============>..............] - ETA: 7s - loss: 0.2191 - accuracy: 0.9004
168/296 [================>.............] - ETA: 7s - loss: 0.2182 - accuracy: 0.9010
169/296 [================>.............] - ETA: 7s - loss: 0.2199 - accuracy: 0.9001
170/296 [================>.............] - ETA: 7s - loss: 0.2198 - accuracy: 0.9004
171/296 [================>.............] - ETA: 7s - loss: 0.2203 - accuracy: 0.9002
172/296 [================>.............] - ETA: 7s - loss: 0.2200 - accuracy: 0.9008
173/296 [================>.............] - ETA: 7s - loss: 0.2206 - accuracy: 0.9007
174/296 [================>.............] - ETA: 6s - loss: 0.2202 - accuracy: 0.9012
175/296 [================>.............] - ETA: 6s - loss: 0.2200 - accuracy: 0.9011
176/296 [================>.............] - ETA: 6s - loss: 0.2202 - accuracy: 0.9009
177/296 [================>.............] - ETA: 6s - loss: 0.2198 - accuracy: 0.9011
178/296 [=================>............] - ETA: 6s - loss: 0.2194 - accuracy: 0.9013
179/296 [=================>............] - ETA: 6s - loss: 0.2189 - accuracy: 0.9019
180/296 [=================>............] - ETA: 6s - loss: 0.2185 - accuracy: 0.9024
181/296 [=================>............] - ETA: 6s - loss: 0.2188 - accuracy: 0.9023
182/296 [=================>............] - ETA: 6s - loss: 0.2192 - accuracy: 0.9018
183/296 [=================>............] - ETA: 6s - loss: 0.2208 - accuracy: 0.9006
184/296 [=================>............] - ETA: 6s - loss: 0.2220 - accuracy: 0.9001
185/296 [=================>............] - ETA: 6s - loss: 0.2221 - accuracy: 0.8997
186/296 [=================>............] - ETA: 6s - loss: 0.2214 - accuracy: 0.9002
187/296 [=================>............] - ETA: 6s - loss: 0.2213 - accuracy: 0.9001
188/296 [==================>...........] - ETA: 6s - loss: 0.2209 - accuracy: 0.9003
189/296 [==================>...........] - ETA: 6s - loss: 0.2211 - accuracy: 0.9001
190/296 [==================>...........] - ETA: 6s - loss: 0.2208 - accuracy: 0.9003
191/296 [==================>...........] - ETA: 5s - loss: 0.2206 - accuracy: 0.9005
192/296 [==================>...........] - ETA: 5s - loss: 0.2210 - accuracy: 0.9004
193/296 [==================>...........] - ETA: 5s - loss: 0.2205 - accuracy: 0.9009
194/296 [==================>...........] - ETA: 5s - loss: 0.2206 - accuracy: 0.9005
195/296 [==================>...........] - ETA: 5s - loss: 0.2208 - accuracy: 0.9000
196/296 [==================>...........] - ETA: 5s - loss: 0.2211 - accuracy: 0.8999
197/296 [==================>...........] - ETA: 5s - loss: 0.2220 - accuracy: 0.8994
198/296 [===================>..........] - ETA: 5s - loss: 0.2217 - accuracy: 0.8999
199/296 [===================>..........] - ETA: 5s - loss: 0.2219 - accuracy: 0.8998
200/296 [===================>..........] - ETA: 5s - loss: 0.2223 - accuracy: 0.8997
201/296 [===================>..........] - ETA: 5s - loss: 0.2219 - accuracy: 0.8996
202/296 [===================>..........] - ETA: 5s - loss: 0.2212 - accuracy: 0.9001
203/296 [===================>..........] - ETA: 5s - loss: 0.2206 - accuracy: 0.9002
204/296 [===================>..........] - ETA: 5s - loss: 0.2203 - accuracy: 0.9001
205/296 [===================>..........] - ETA: 5s - loss: 0.2197 - accuracy: 0.9006
206/296 [===================>..........] - ETA: 5s - loss: 0.2208 - accuracy: 0.8999
207/296 [===================>..........] - ETA: 5s - loss: 0.2212 - accuracy: 0.8995
208/296 [====================>.........] - ETA: 4s - loss: 0.2227 - accuracy: 0.8987
209/296 [====================>.........] - ETA: 4s - loss: 0.2242 - accuracy: 0.8983
210/296 [====================>.........] - ETA: 4s - loss: 0.2245 - accuracy: 0.8979
211/296 [====================>.........] - ETA: 4s - loss: 0.2247 - accuracy: 0.8978
212/296 [====================>.........] - ETA: 4s - loss: 0.2256 - accuracy: 0.8968
213/296 [====================>.........] - ETA: 4s - loss: 0.2251 - accuracy: 0.8973
214/296 [====================>.........] - ETA: 4s - loss: 0.2254 - accuracy: 0.8975
215/296 [====================>.........] - ETA: 4s - loss: 0.2258 - accuracy: 0.8974
216/296 [====================>.........] - ETA: 4s - loss: 0.2250 - accuracy: 0.8979
217/296 [====================>.........] - ETA: 4s - loss: 0.2248 - accuracy: 0.8980
218/296 [=====================>........] - ETA: 4s - loss: 0.2249 - accuracy: 0.8982
219/296 [=====================>........] - ETA: 4s - loss: 0.2254 - accuracy: 0.8981
220/296 [=====================>........] - ETA: 4s - loss: 0.2260 - accuracy: 0.8972
221/296 [=====================>........] - ETA: 4s - loss: 0.2263 - accuracy: 0.8971
222/296 [=====================>........] - ETA: 4s - loss: 0.2257 - accuracy: 0.8975
223/296 [=====================>........] - ETA: 4s - loss: 0.2249 - accuracy: 0.8980
224/296 [=====================>........] - ETA: 4s - loss: 0.2256 - accuracy: 0.8976
225/296 [=====================>........] - ETA: 4s - loss: 0.2261 - accuracy: 0.8978
226/296 [=====================>........] - ETA: 3s - loss: 0.2261 - accuracy: 0.8980
227/296 [======================>.......] - ETA: 3s - loss: 0.2261 - accuracy: 0.8979
228/296 [======================>.......] - ETA: 3s - loss: 0.2261 - accuracy: 0.8978
229/296 [======================>.......] - ETA: 3s - loss: 0.2260 - accuracy: 0.8977
230/296 [======================>.......] - ETA: 3s - loss: 0.2259 - accuracy: 0.8973
231/296 [======================>.......] - ETA: 3s - loss: 0.2258 - accuracy: 0.8975
232/296 [======================>.......] - ETA: 3s - loss: 0.2263 - accuracy: 0.8971
233/296 [======================>.......] - ETA: 3s - loss: 0.2266 - accuracy: 0.8967
234/296 [======================>.......] - ETA: 3s - loss: 0.2265 - accuracy: 0.8969
235/296 [======================>.......] - ETA: 3s - loss: 0.2272 - accuracy: 0.8963
236/296 [======================>.......] - ETA: 3s - loss: 0.2265 - accuracy: 0.8965
237/296 [=======================>......] - ETA: 3s - loss: 0.2277 - accuracy: 0.8961
238/296 [=======================>......] - ETA: 3s - loss: 0.2273 - accuracy: 0.8963
239/296 [=======================>......] - ETA: 3s - loss: 0.2279 - accuracy: 0.8964
240/296 [=======================>......] - ETA: 3s - loss: 0.2279 - accuracy: 0.8964
241/296 [=======================>......] - ETA: 3s - loss: 0.2278 - accuracy: 0.8965
242/296 [=======================>......] - ETA: 3s - loss: 0.2278 - accuracy: 0.8964
243/296 [=======================>......] - ETA: 3s - loss: 0.2274 - accuracy: 0.8969
244/296 [=======================>......] - ETA: 2s - loss: 0.2269 - accuracy: 0.8973
245/296 [=======================>......] - ETA: 2s - loss: 0.2272 - accuracy: 0.8969
246/296 [=======================>......] - ETA: 2s - loss: 0.2285 - accuracy: 0.8966
247/296 [========================>.....] - ETA: 2s - loss: 0.2286 - accuracy: 0.8963
248/296 [========================>.....] - ETA: 2s - loss: 0.2288 - accuracy: 0.8957
249/296 [========================>.....] - ETA: 2s - loss: 0.2288 - accuracy: 0.8958
250/296 [========================>.....] - ETA: 2s - loss: 0.2289 - accuracy: 0.8955
251/296 [========================>.....] - ETA: 2s - loss: 0.2286 - accuracy: 0.8957
252/296 [========================>.....] - ETA: 2s - loss: 0.2279 - accuracy: 0.8961
253/296 [========================>.....] - ETA: 2s - loss: 0.2289 - accuracy: 0.8953
254/296 [========================>.....] - ETA: 2s - loss: 0.2284 - accuracy: 0.8957
255/296 [========================>.....] - ETA: 2s - loss: 0.2285 - accuracy: 0.8953
256/296 [========================>.....] - ETA: 2s - loss: 0.2280 - accuracy: 0.8955
257/296 [=========================>....] - ETA: 2s - loss: 0.2282 - accuracy: 0.8954
258/296 [=========================>....] - ETA: 2s - loss: 0.2276 - accuracy: 0.8958
259/296 [=========================>....] - ETA: 2s - loss: 0.2283 - accuracy: 0.8958
260/296 [=========================>....] - ETA: 2s - loss: 0.2284 - accuracy: 0.8957
261/296 [=========================>....] - ETA: 1s - loss: 0.2282 - accuracy: 0.8958
262/296 [=========================>....] - ETA: 1s - loss: 0.2280 - accuracy: 0.8960
263/296 [=========================>....] - ETA: 1s - loss: 0.2278 - accuracy: 0.8962
264/296 [=========================>....] - ETA: 1s - loss: 0.2275 - accuracy: 0.8963
265/296 [=========================>....] - ETA: 1s - loss: 0.2273 - accuracy: 0.8965
266/296 [=========================>....] - ETA: 1s - loss: 0.2288 - accuracy: 0.8959
267/296 [==========================>...] - ETA: 1s - loss: 0.2289 - accuracy: 0.8958
268/296 [==========================>...] - ETA: 1s - loss: 0.2291 - accuracy: 0.8955
269/296 [==========================>...] - ETA: 1s - loss: 0.2291 - accuracy: 0.8957
270/296 [==========================>...] - ETA: 1s - loss: 0.2292 - accuracy: 0.8954
271/296 [==========================>...] - ETA: 1s - loss: 0.2287 - accuracy: 0.8958
272/296 [==========================>...] - ETA: 1s - loss: 0.2286 - accuracy: 0.8955
273/296 [==========================>...] - ETA: 1s - loss: 0.2289 - accuracy: 0.8951
274/296 [==========================>...] - ETA: 1s - loss: 0.2286 - accuracy: 0.8953
275/296 [==========================>...] - ETA: 1s - loss: 0.2286 - accuracy: 0.8955
276/296 [==========================>...] - ETA: 1s - loss: 0.2288 - accuracy: 0.8952
277/296 [===========================>..] - ETA: 1s - loss: 0.2290 - accuracy: 0.8953
278/296 [===========================>..] - ETA: 1s - loss: 0.2285 - accuracy: 0.8955
279/296 [===========================>..] - ETA: 0s - loss: 0.2289 - accuracy: 0.8954
280/296 [===========================>..] - ETA: 0s - loss: 0.2289 - accuracy: 0.8953
281/296 [===========================>..] - ETA: 0s - loss: 0.2286 - accuracy: 0.8957
282/296 [===========================>..] - ETA: 0s - loss: 0.2284 - accuracy: 0.8956
283/296 [===========================>..] - ETA: 0s - loss: 0.2289 - accuracy: 0.8951
284/296 [===========================>..] - ETA: 0s - loss: 0.2298 - accuracy: 0.8948
285/296 [===========================>..] - ETA: 0s - loss: 0.2294 - accuracy: 0.8950
286/296 [===========================>..] - ETA: 0s - loss: 0.2289 - accuracy: 0.8953
287/296 [============================>.] - ETA: 0s - loss: 0.2289 - accuracy: 0.8955
288/296 [============================>.] - ETA: 0s - loss: 0.2298 - accuracy: 0.8945
289/296 [============================>.] - ETA: 0s - loss: 0.2298 - accuracy: 0.8945
290/296 [============================>.] - ETA: 0s - loss: 0.2301 - accuracy: 0.8944
291/296 [============================>.] - ETA: 0s - loss: 0.2301 - accuracy: 0.8943
292/296 [============================>.] - ETA: 0s - loss: 0.2301 - accuracy: 0.8943
293/296 [============================>.] - ETA: 0s - loss: 0.2303 - accuracy: 0.8942
294/296 [============================>.] - ETA: 0s - loss: 0.2307 - accuracy: 0.8939
295/296 [============================>.] - ETA: 0s - loss: 0.2305 - accuracy: 0.8941
296/296 [==============================] - 17s 56ms/step - loss: 0.2309 - accuracy: 0.8935

296/296 [==============================] - 18s 61ms/step - loss: 0.2309 - accuracy: 0.8935 - val_loss: 0.2345 - val_accuracy: 0.8954
Epoch 35/50

  1/296 [..............................] - ETA: 15s - loss: 0.2443 - accuracy: 0.9375
  2/296 [..............................] - ETA: 17s - loss: 0.2305 - accuracy: 0.9375
  3/296 [..............................] - ETA: 16s - loss: 0.1858 - accuracy: 0.9375
  4/296 [..............................] - ETA: 16s - loss: 0.2026 - accuracy: 0.9219
  5/296 [..............................] - ETA: 16s - loss: 0.2272 - accuracy: 0.9125
  6/296 [..............................] - ETA: 15s - loss: 0.2228 - accuracy: 0.9167
  7/296 [..............................] - ETA: 15s - loss: 0.2232 - accuracy: 0.9107
  8/296 [..............................] - ETA: 15s - loss: 0.2650 - accuracy: 0.8906
  9/296 [..............................] - ETA: 15s - loss: 0.2463 - accuracy: 0.9028
 10/296 [>.............................] - ETA: 15s - loss: 0.2566 - accuracy: 0.9000
 11/296 [>.............................] - ETA: 15s - loss: 0.2493 - accuracy: 0.9034
 12/296 [>.............................] - ETA: 15s - loss: 0.2489 - accuracy: 0.8958
 13/296 [>.............................] - ETA: 15s - loss: 0.2517 - accuracy: 0.8894
 14/296 [>.............................] - ETA: 15s - loss: 0.2440 - accuracy: 0.8929
 15/296 [>.............................] - ETA: 15s - loss: 0.2398 - accuracy: 0.8958
 16/296 [>.............................] - ETA: 15s - loss: 0.2337 - accuracy: 0.9023
 17/296 [>.............................] - ETA: 15s - loss: 0.2414 - accuracy: 0.8971
 18/296 [>.............................] - ETA: 15s - loss: 0.2442 - accuracy: 0.8924
 19/296 [>.............................] - ETA: 15s - loss: 0.2422 - accuracy: 0.8947
 20/296 [=>............................] - ETA: 14s - loss: 0.2389 - accuracy: 0.8969
 21/296 [=>............................] - ETA: 14s - loss: 0.2389 - accuracy: 0.8958
 22/296 [=>............................] - ETA: 14s - loss: 0.2411 - accuracy: 0.8977
 23/296 [=>............................] - ETA: 14s - loss: 0.2402 - accuracy: 0.8995
 24/296 [=>............................] - ETA: 14s - loss: 0.2423 - accuracy: 0.8958
 25/296 [=>............................] - ETA: 14s - loss: 0.2397 - accuracy: 0.8975
 26/296 [=>............................] - ETA: 14s - loss: 0.2348 - accuracy: 0.8990
 27/296 [=>............................] - ETA: 14s - loss: 0.2380 - accuracy: 0.8981
 28/296 [=>............................] - ETA: 14s - loss: 0.2364 - accuracy: 0.8996
 29/296 [=>............................] - ETA: 14s - loss: 0.2401 - accuracy: 0.8944
 30/296 [==>...........................] - ETA: 14s - loss: 0.2555 - accuracy: 0.8917
 31/296 [==>...........................] - ETA: 14s - loss: 0.2532 - accuracy: 0.8931
 32/296 [==>...........................] - ETA: 14s - loss: 0.2479 - accuracy: 0.8945
 33/296 [==>...........................] - ETA: 14s - loss: 0.2471 - accuracy: 0.8939
 34/296 [==>...........................] - ETA: 14s - loss: 0.2425 - accuracy: 0.8952
 35/296 [==>...........................] - ETA: 14s - loss: 0.2407 - accuracy: 0.8964
 36/296 [==>...........................] - ETA: 14s - loss: 0.2385 - accuracy: 0.8976
 37/296 [==>...........................] - ETA: 14s - loss: 0.2392 - accuracy: 0.8953
 38/296 [==>...........................] - ETA: 13s - loss: 0.2403 - accuracy: 0.8931
 39/296 [==>...........................] - ETA: 13s - loss: 0.2365 - accuracy: 0.8958
 40/296 [===>..........................] - ETA: 13s - loss: 0.2373 - accuracy: 0.8953
 41/296 [===>..........................] - ETA: 13s - loss: 0.2428 - accuracy: 0.8933
 42/296 [===>..........................] - ETA: 13s - loss: 0.2396 - accuracy: 0.8943
 43/296 [===>..........................] - ETA: 13s - loss: 0.2386 - accuracy: 0.8939
 44/296 [===>..........................] - ETA: 13s - loss: 0.2348 - accuracy: 0.8963
 45/296 [===>..........................] - ETA: 13s - loss: 0.2311 - accuracy: 0.8986
 46/296 [===>..........................] - ETA: 13s - loss: 0.2299 - accuracy: 0.8995
 47/296 [===>..........................] - ETA: 13s - loss: 0.2270 - accuracy: 0.9016
 48/296 [===>..........................] - ETA: 13s - loss: 0.2277 - accuracy: 0.8997
 49/296 [===>..........................] - ETA: 13s - loss: 0.2327 - accuracy: 0.8980
 50/296 [====>.........................] - ETA: 13s - loss: 0.2384 - accuracy: 0.8938
 51/296 [====>.........................] - ETA: 13s - loss: 0.2359 - accuracy: 0.8946
 52/296 [====>.........................] - ETA: 13s - loss: 0.2356 - accuracy: 0.8942
 53/296 [====>.........................] - ETA: 13s - loss: 0.2348 - accuracy: 0.8962
 54/296 [====>.........................] - ETA: 13s - loss: 0.2347 - accuracy: 0.8947
 55/296 [====>.........................] - ETA: 13s - loss: 0.2337 - accuracy: 0.8955
 56/296 [====>.........................] - ETA: 13s - loss: 0.2319 - accuracy: 0.8973
 57/296 [====>.........................] - ETA: 13s - loss: 0.2303 - accuracy: 0.8991
 58/296 [====>.........................] - ETA: 13s - loss: 0.2294 - accuracy: 0.9009
 59/296 [====>.........................] - ETA: 13s - loss: 0.2293 - accuracy: 0.8994
 60/296 [=====>........................] - ETA: 13s - loss: 0.2295 - accuracy: 0.8990
 61/296 [=====>........................] - ETA: 13s - loss: 0.2293 - accuracy: 0.8986
 62/296 [=====>........................] - ETA: 12s - loss: 0.2307 - accuracy: 0.8972
 63/296 [=====>........................] - ETA: 12s - loss: 0.2388 - accuracy: 0.8958
 64/296 [=====>........................] - ETA: 12s - loss: 0.2366 - accuracy: 0.8965
 65/296 [=====>........................] - ETA: 12s - loss: 0.2347 - accuracy: 0.8971
 66/296 [=====>........................] - ETA: 12s - loss: 0.2350 - accuracy: 0.8977
 67/296 [=====>........................] - ETA: 12s - loss: 0.2356 - accuracy: 0.8983
 68/296 [=====>........................] - ETA: 12s - loss: 0.2345 - accuracy: 0.8989
 69/296 [=====>........................] - ETA: 12s - loss: 0.2361 - accuracy: 0.8976
 70/296 [======>.......................] - ETA: 12s - loss: 0.2346 - accuracy: 0.8991
 71/296 [======>.......................] - ETA: 12s - loss: 0.2350 - accuracy: 0.8988
 72/296 [======>.......................] - ETA: 12s - loss: 0.2358 - accuracy: 0.8976
 73/296 [======>.......................] - ETA: 12s - loss: 0.2354 - accuracy: 0.8981
 74/296 [======>.......................] - ETA: 12s - loss: 0.2336 - accuracy: 0.8986
 75/296 [======>.......................] - ETA: 12s - loss: 0.2387 - accuracy: 0.8950
 76/296 [======>.......................] - ETA: 12s - loss: 0.2395 - accuracy: 0.8947
 77/296 [======>.......................] - ETA: 12s - loss: 0.2391 - accuracy: 0.8945
 78/296 [======>.......................] - ETA: 12s - loss: 0.2373 - accuracy: 0.8958
 79/296 [=======>......................] - ETA: 12s - loss: 0.2381 - accuracy: 0.8948
 80/296 [=======>......................] - ETA: 11s - loss: 0.2368 - accuracy: 0.8953
 81/296 [=======>......................] - ETA: 11s - loss: 0.2371 - accuracy: 0.8951
 82/296 [=======>......................] - ETA: 11s - loss: 0.2381 - accuracy: 0.8956
 83/296 [=======>......................] - ETA: 11s - loss: 0.2406 - accuracy: 0.8938
 84/296 [=======>......................] - ETA: 11s - loss: 0.2392 - accuracy: 0.8943
 85/296 [=======>......................] - ETA: 11s - loss: 0.2375 - accuracy: 0.8949
 86/296 [=======>......................] - ETA: 11s - loss: 0.2380 - accuracy: 0.8946
 87/296 [=======>......................] - ETA: 11s - loss: 0.2357 - accuracy: 0.8958
 88/296 [=======>......................] - ETA: 11s - loss: 0.2349 - accuracy: 0.8949
 89/296 [========>.....................] - ETA: 11s - loss: 0.2351 - accuracy: 0.8947
 90/296 [========>.....................] - ETA: 11s - loss: 0.2344 - accuracy: 0.8951
 91/296 [========>.....................] - ETA: 11s - loss: 0.2332 - accuracy: 0.8956
 92/296 [========>.....................] - ETA: 11s - loss: 0.2333 - accuracy: 0.8961
 93/296 [========>.....................] - ETA: 11s - loss: 0.2323 - accuracy: 0.8965
 94/296 [========>.....................] - ETA: 11s - loss: 0.2305 - accuracy: 0.8976
 95/296 [========>.....................] - ETA: 11s - loss: 0.2298 - accuracy: 0.8980
 96/296 [========>.....................] - ETA: 11s - loss: 0.2320 - accuracy: 0.8965
 97/296 [========>.....................] - ETA: 11s - loss: 0.2311 - accuracy: 0.8969
 98/296 [========>.....................] - ETA: 10s - loss: 0.2320 - accuracy: 0.8960
 99/296 [=========>....................] - ETA: 10s - loss: 0.2306 - accuracy: 0.8971
100/296 [=========>....................] - ETA: 10s - loss: 0.2303 - accuracy: 0.8975
101/296 [=========>....................] - ETA: 10s - loss: 0.2327 - accuracy: 0.8967
102/296 [=========>....................] - ETA: 10s - loss: 0.2330 - accuracy: 0.8971
103/296 [=========>....................] - ETA: 10s - loss: 0.2330 - accuracy: 0.8962
104/296 [=========>....................] - ETA: 10s - loss: 0.2317 - accuracy: 0.8972
105/296 [=========>....................] - ETA: 10s - loss: 0.2317 - accuracy: 0.8970
106/296 [=========>....................] - ETA: 10s - loss: 0.2306 - accuracy: 0.8974
107/296 [=========>....................] - ETA: 10s - loss: 0.2303 - accuracy: 0.8978
108/296 [=========>....................] - ETA: 10s - loss: 0.2295 - accuracy: 0.8981
109/296 [==========>...................] - ETA: 10s - loss: 0.2291 - accuracy: 0.8991
110/296 [==========>...................] - ETA: 10s - loss: 0.2283 - accuracy: 0.8994
111/296 [==========>...................] - ETA: 10s - loss: 0.2283 - accuracy: 0.8998
112/296 [==========>...................] - ETA: 10s - loss: 0.2271 - accuracy: 0.9007
113/296 [==========>...................] - ETA: 10s - loss: 0.2264 - accuracy: 0.9010
114/296 [==========>...................] - ETA: 10s - loss: 0.2287 - accuracy: 0.8997
115/296 [==========>...................] - ETA: 10s - loss: 0.2285 - accuracy: 0.8995
116/296 [==========>...................] - ETA: 9s - loss: 0.2281 - accuracy: 0.8998 
117/296 [==========>...................] - ETA: 9s - loss: 0.2292 - accuracy: 0.8996
118/296 [==========>...................] - ETA: 9s - loss: 0.2287 - accuracy: 0.8994
119/296 [===========>..................] - ETA: 9s - loss: 0.2292 - accuracy: 0.8992
120/296 [===========>..................] - ETA: 9s - loss: 0.2284 - accuracy: 0.9000
121/296 [===========>..................] - ETA: 9s - loss: 0.2295 - accuracy: 0.8998
122/296 [===========>..................] - ETA: 9s - loss: 0.2318 - accuracy: 0.8991
123/296 [===========>..................] - ETA: 9s - loss: 0.2331 - accuracy: 0.8979
124/296 [===========>..................] - ETA: 9s - loss: 0.2318 - accuracy: 0.8982
125/296 [===========>..................] - ETA: 9s - loss: 0.2308 - accuracy: 0.8985
126/296 [===========>..................] - ETA: 9s - loss: 0.2306 - accuracy: 0.8983
127/296 [===========>..................] - ETA: 9s - loss: 0.2312 - accuracy: 0.8976
128/296 [===========>..................] - ETA: 9s - loss: 0.2318 - accuracy: 0.8970
129/296 [============>.................] - ETA: 9s - loss: 0.2307 - accuracy: 0.8978
130/296 [============>.................] - ETA: 9s - loss: 0.2306 - accuracy: 0.8981
131/296 [============>.................] - ETA: 9s - loss: 0.2311 - accuracy: 0.8979
132/296 [============>.................] - ETA: 9s - loss: 0.2309 - accuracy: 0.8982
133/296 [============>.................] - ETA: 8s - loss: 0.2312 - accuracy: 0.8976
134/296 [============>.................] - ETA: 8s - loss: 0.2311 - accuracy: 0.8974
135/296 [============>.................] - ETA: 8s - loss: 0.2301 - accuracy: 0.8977
136/296 [============>.................] - ETA: 8s - loss: 0.2307 - accuracy: 0.8966
137/296 [============>.................] - ETA: 8s - loss: 0.2321 - accuracy: 0.8955
138/296 [============>.................] - ETA: 8s - loss: 0.2326 - accuracy: 0.8949
139/296 [=============>................] - ETA: 8s - loss: 0.2322 - accuracy: 0.8957
140/296 [=============>................] - ETA: 8s - loss: 0.2325 - accuracy: 0.8955
141/296 [=============>................] - ETA: 8s - loss: 0.2333 - accuracy: 0.8954
142/296 [=============>................] - ETA: 8s - loss: 0.2323 - accuracy: 0.8961
143/296 [=============>................] - ETA: 8s - loss: 0.2326 - accuracy: 0.8960
144/296 [=============>................] - ETA: 8s - loss: 0.2392 - accuracy: 0.8963
145/296 [=============>................] - ETA: 8s - loss: 0.2379 - accuracy: 0.8970
146/296 [=============>................] - ETA: 8s - loss: 0.2377 - accuracy: 0.8973
147/296 [=============>................] - ETA: 8s - loss: 0.2374 - accuracy: 0.8980
148/296 [==============>...............] - ETA: 8s - loss: 0.2373 - accuracy: 0.8982
149/296 [==============>...............] - ETA: 8s - loss: 0.2367 - accuracy: 0.8985
150/296 [==============>...............] - ETA: 8s - loss: 0.2365 - accuracy: 0.8988
151/296 [==============>...............] - ETA: 7s - loss: 0.2359 - accuracy: 0.8990
152/296 [==============>...............] - ETA: 7s - loss: 0.2355 - accuracy: 0.8993
153/296 [==============>...............] - ETA: 7s - loss: 0.2354 - accuracy: 0.8991
154/296 [==============>...............] - ETA: 7s - loss: 0.2347 - accuracy: 0.8994
155/296 [==============>...............] - ETA: 7s - loss: 0.2345 - accuracy: 0.8996
156/296 [==============>...............] - ETA: 7s - loss: 0.2342 - accuracy: 0.8998
157/296 [==============>...............] - ETA: 7s - loss: 0.2331 - accuracy: 0.9005
158/296 [===============>..............] - ETA: 7s - loss: 0.2325 - accuracy: 0.9003
159/296 [===============>..............] - ETA: 7s - loss: 0.2319 - accuracy: 0.9006
160/296 [===============>..............] - ETA: 7s - loss: 0.2327 - accuracy: 0.9008
161/296 [===============>..............] - ETA: 7s - loss: 0.2328 - accuracy: 0.9010
162/296 [===============>..............] - ETA: 7s - loss: 0.2344 - accuracy: 0.8997
163/296 [===============>..............] - ETA: 7s - loss: 0.2361 - accuracy: 0.8992
164/296 [===============>..............] - ETA: 7s - loss: 0.2363 - accuracy: 0.8986
165/296 [===============>..............] - ETA: 7s - loss: 0.2360 - accuracy: 0.8985
166/296 [===============>..............] - ETA: 7s - loss: 0.2351 - accuracy: 0.8987
167/296 [===============>..............] - ETA: 7s - loss: 0.2355 - accuracy: 0.8982
168/296 [================>.............] - ETA: 7s - loss: 0.2345 - accuracy: 0.8988
169/296 [================>.............] - ETA: 7s - loss: 0.2339 - accuracy: 0.8990
170/296 [================>.............] - ETA: 6s - loss: 0.2339 - accuracy: 0.8993
171/296 [================>.............] - ETA: 6s - loss: 0.2340 - accuracy: 0.8991
172/296 [================>.............] - ETA: 6s - loss: 0.2333 - accuracy: 0.8997
173/296 [================>.............] - ETA: 6s - loss: 0.2328 - accuracy: 0.8999
174/296 [================>.............] - ETA: 6s - loss: 0.2323 - accuracy: 0.8998
175/296 [================>.............] - ETA: 6s - loss: 0.2324 - accuracy: 0.9000
176/296 [================>.............] - ETA: 6s - loss: 0.2328 - accuracy: 0.8995
177/296 [================>.............] - ETA: 6s - loss: 0.2324 - accuracy: 0.8997
178/296 [=================>............] - ETA: 6s - loss: 0.2321 - accuracy: 0.9003
179/296 [=================>............] - ETA: 6s - loss: 0.2321 - accuracy: 0.8998
180/296 [=================>............] - ETA: 6s - loss: 0.2329 - accuracy: 0.8993
181/296 [=================>............] - ETA: 6s - loss: 0.2324 - accuracy: 0.8992
182/296 [=================>............] - ETA: 6s - loss: 0.2322 - accuracy: 0.8994
183/296 [=================>............] - ETA: 6s - loss: 0.2329 - accuracy: 0.8989
184/296 [=================>............] - ETA: 6s - loss: 0.2322 - accuracy: 0.8995
185/296 [=================>............] - ETA: 6s - loss: 0.2313 - accuracy: 0.9000
186/296 [=================>............] - ETA: 6s - loss: 0.2323 - accuracy: 0.8995
187/296 [=================>............] - ETA: 6s - loss: 0.2328 - accuracy: 0.8991
188/296 [==================>...........] - ETA: 5s - loss: 0.2343 - accuracy: 0.8983
189/296 [==================>...........] - ETA: 5s - loss: 0.2359 - accuracy: 0.8972
190/296 [==================>...........] - ETA: 5s - loss: 0.2352 - accuracy: 0.8977
191/296 [==================>...........] - ETA: 5s - loss: 0.2352 - accuracy: 0.8976
192/296 [==================>...........] - ETA: 5s - loss: 0.2352 - accuracy: 0.8975
193/296 [==================>...........] - ETA: 5s - loss: 0.2356 - accuracy: 0.8973
194/296 [==================>...........] - ETA: 5s - loss: 0.2364 - accuracy: 0.8972
195/296 [==================>...........] - ETA: 5s - loss: 0.2370 - accuracy: 0.8965
196/296 [==================>...........] - ETA: 5s - loss: 0.2376 - accuracy: 0.8960
197/296 [==================>...........] - ETA: 5s - loss: 0.2369 - accuracy: 0.8966
198/296 [===================>..........] - ETA: 5s - loss: 0.2369 - accuracy: 0.8965
199/296 [===================>..........] - ETA: 5s - loss: 0.2373 - accuracy: 0.8960
200/296 [===================>..........] - ETA: 5s - loss: 0.2369 - accuracy: 0.8963
201/296 [===================>..........] - ETA: 5s - loss: 0.2366 - accuracy: 0.8965
202/296 [===================>..........] - ETA: 5s - loss: 0.2363 - accuracy: 0.8967
203/296 [===================>..........] - ETA: 5s - loss: 0.2362 - accuracy: 0.8969
204/296 [===================>..........] - ETA: 5s - loss: 0.2358 - accuracy: 0.8971
205/296 [===================>..........] - ETA: 5s - loss: 0.2359 - accuracy: 0.8973
206/296 [===================>..........] - ETA: 4s - loss: 0.2354 - accuracy: 0.8978
207/296 [===================>..........] - ETA: 4s - loss: 0.2360 - accuracy: 0.8976
208/296 [====================>.........] - ETA: 4s - loss: 0.2358 - accuracy: 0.8978
209/296 [====================>.........] - ETA: 4s - loss: 0.2348 - accuracy: 0.8983
210/296 [====================>.........] - ETA: 4s - loss: 0.2343 - accuracy: 0.8985
211/296 [====================>.........] - ETA: 4s - loss: 0.2342 - accuracy: 0.8984
212/296 [====================>.........] - ETA: 4s - loss: 0.2346 - accuracy: 0.8977
213/296 [====================>.........] - ETA: 4s - loss: 0.2342 - accuracy: 0.8979
214/296 [====================>.........] - ETA: 4s - loss: 0.2334 - accuracy: 0.8984
215/296 [====================>.........] - ETA: 4s - loss: 0.2330 - accuracy: 0.8983
216/296 [====================>.........] - ETA: 4s - loss: 0.2325 - accuracy: 0.8984
217/296 [====================>.........] - ETA: 4s - loss: 0.2329 - accuracy: 0.8980
218/296 [=====================>........] - ETA: 4s - loss: 0.2334 - accuracy: 0.8976
219/296 [=====================>........] - ETA: 4s - loss: 0.2340 - accuracy: 0.8975
220/296 [=====================>........] - ETA: 4s - loss: 0.2340 - accuracy: 0.8977
221/296 [=====================>........] - ETA: 4s - loss: 0.2351 - accuracy: 0.8971
222/296 [=====================>........] - ETA: 4s - loss: 0.2345 - accuracy: 0.8972
223/296 [=====================>........] - ETA: 4s - loss: 0.2352 - accuracy: 0.8969
224/296 [=====================>........] - ETA: 3s - loss: 0.2348 - accuracy: 0.8970
225/296 [=====================>........] - ETA: 3s - loss: 0.2345 - accuracy: 0.8972
226/296 [=====================>........] - ETA: 3s - loss: 0.2352 - accuracy: 0.8968
227/296 [======================>.......] - ETA: 3s - loss: 0.2358 - accuracy: 0.8968
228/296 [======================>.......] - ETA: 3s - loss: 0.2360 - accuracy: 0.8967
229/296 [======================>.......] - ETA: 3s - loss: 0.2356 - accuracy: 0.8968
230/296 [======================>.......] - ETA: 3s - loss: 0.2356 - accuracy: 0.8965
231/296 [======================>.......] - ETA: 3s - loss: 0.2352 - accuracy: 0.8969
232/296 [======================>.......] - ETA: 3s - loss: 0.2352 - accuracy: 0.8966
233/296 [======================>.......] - ETA: 3s - loss: 0.2347 - accuracy: 0.8970
234/296 [======================>.......] - ETA: 3s - loss: 0.2347 - accuracy: 0.8966
235/296 [======================>.......] - ETA: 3s - loss: 0.2354 - accuracy: 0.8963
236/296 [======================>.......] - ETA: 3s - loss: 0.2350 - accuracy: 0.8965
237/296 [=======================>......] - ETA: 3s - loss: 0.2344 - accuracy: 0.8969
238/296 [=======================>......] - ETA: 3s - loss: 0.2340 - accuracy: 0.8971
239/296 [=======================>......] - ETA: 3s - loss: 0.2337 - accuracy: 0.8972
240/296 [=======================>......] - ETA: 3s - loss: 0.2338 - accuracy: 0.8969
241/296 [=======================>......] - ETA: 3s - loss: 0.2334 - accuracy: 0.8970
242/296 [=======================>......] - ETA: 2s - loss: 0.2332 - accuracy: 0.8972
243/296 [=======================>......] - ETA: 2s - loss: 0.2332 - accuracy: 0.8974
244/296 [=======================>......] - ETA: 2s - loss: 0.2324 - accuracy: 0.8978
245/296 [=======================>......] - ETA: 2s - loss: 0.2322 - accuracy: 0.8980
246/296 [=======================>......] - ETA: 2s - loss: 0.2316 - accuracy: 0.8984
247/296 [========================>.....] - ETA: 2s - loss: 0.2308 - accuracy: 0.8988
248/296 [========================>.....] - ETA: 2s - loss: 0.2316 - accuracy: 0.8987
249/296 [========================>.....] - ETA: 2s - loss: 0.2309 - accuracy: 0.8991
250/296 [========================>.....] - ETA: 2s - loss: 0.2303 - accuracy: 0.8992
251/296 [========================>.....] - ETA: 2s - loss: 0.2300 - accuracy: 0.8992
252/296 [========================>.....] - ETA: 2s - loss: 0.2302 - accuracy: 0.8991
253/296 [========================>.....] - ETA: 2s - loss: 0.2296 - accuracy: 0.8995
254/296 [========================>.....] - ETA: 2s - loss: 0.2302 - accuracy: 0.8994
255/296 [========================>.....] - ETA: 2s - loss: 0.2293 - accuracy: 0.8998
256/296 [========================>.....] - ETA: 2s - loss: 0.2293 - accuracy: 0.8997
257/296 [=========================>....] - ETA: 2s - loss: 0.2300 - accuracy: 0.8998
258/296 [=========================>....] - ETA: 2s - loss: 0.2300 - accuracy: 0.9000
259/296 [=========================>....] - ETA: 2s - loss: 0.2311 - accuracy: 0.8996
260/296 [=========================>....] - ETA: 1s - loss: 0.2303 - accuracy: 0.9000
261/296 [=========================>....] - ETA: 1s - loss: 0.2300 - accuracy: 0.9001
262/296 [=========================>....] - ETA: 1s - loss: 0.2301 - accuracy: 0.9000
263/296 [=========================>....] - ETA: 1s - loss: 0.2309 - accuracy: 0.8995
264/296 [=========================>....] - ETA: 1s - loss: 0.2306 - accuracy: 0.8996
265/296 [=========================>....] - ETA: 1s - loss: 0.2307 - accuracy: 0.8993
266/296 [=========================>....] - ETA: 1s - loss: 0.2305 - accuracy: 0.8992
267/296 [==========================>...] - ETA: 1s - loss: 0.2308 - accuracy: 0.8991
268/296 [==========================>...] - ETA: 1s - loss: 0.2304 - accuracy: 0.8993
269/296 [==========================>...] - ETA: 1s - loss: 0.2305 - accuracy: 0.8994
270/296 [==========================>...] - ETA: 1s - loss: 0.2303 - accuracy: 0.8993
271/296 [==========================>...] - ETA: 1s - loss: 0.2308 - accuracy: 0.8992
272/296 [==========================>...] - ETA: 1s - loss: 0.2302 - accuracy: 0.8996
273/296 [==========================>...] - ETA: 1s - loss: 0.2306 - accuracy: 0.8993
274/296 [==========================>...] - ETA: 1s - loss: 0.2308 - accuracy: 0.8990
275/296 [==========================>...] - ETA: 1s - loss: 0.2313 - accuracy: 0.8984
276/296 [==========================>...] - ETA: 1s - loss: 0.2325 - accuracy: 0.8974
277/296 [===========================>..] - ETA: 1s - loss: 0.2336 - accuracy: 0.8969
278/296 [===========================>..] - ETA: 0s - loss: 0.2341 - accuracy: 0.8966
279/296 [===========================>..] - ETA: 0s - loss: 0.2339 - accuracy: 0.8967
280/296 [===========================>..] - ETA: 0s - loss: 0.2338 - accuracy: 0.8969
281/296 [===========================>..] - ETA: 0s - loss: 0.2340 - accuracy: 0.8966
282/296 [===========================>..] - ETA: 0s - loss: 0.2340 - accuracy: 0.8965
283/296 [===========================>..] - ETA: 0s - loss: 0.2348 - accuracy: 0.8958
284/296 [===========================>..] - ETA: 0s - loss: 0.2358 - accuracy: 0.8952
285/296 [===========================>..] - ETA: 0s - loss: 0.2361 - accuracy: 0.8952
286/296 [===========================>..] - ETA: 0s - loss: 0.2359 - accuracy: 0.8953
287/296 [============================>.] - ETA: 0s - loss: 0.2359 - accuracy: 0.8953
288/296 [============================>.] - ETA: 0s - loss: 0.2359 - accuracy: 0.8952
289/296 [============================>.] - ETA: 0s - loss: 0.2360 - accuracy: 0.8953
290/296 [============================>.] - ETA: 0s - loss: 0.2360 - accuracy: 0.8955
291/296 [============================>.] - ETA: 0s - loss: 0.2361 - accuracy: 0.8956
292/296 [============================>.] - ETA: 0s - loss: 0.2359 - accuracy: 0.8958
293/296 [============================>.] - ETA: 0s - loss: 0.2364 - accuracy: 0.8953
294/296 [============================>.] - ETA: 0s - loss: 0.2364 - accuracy: 0.8954
295/296 [============================>.] - ETA: 0s - loss: 0.2371 - accuracy: 0.8949
296/296 [==============================] - 16s 55ms/step - loss: 0.2369 - accuracy: 0.8952

296/296 [==============================] - 17s 59ms/step - loss: 0.2369 - accuracy: 0.8952 - val_loss: 0.2477 - val_accuracy: 0.8878
Epoch 36/50

  1/296 [..............................] - ETA: 15s - loss: 0.2182 - accuracy: 0.8750
  2/296 [..............................] - ETA: 15s - loss: 0.2731 - accuracy: 0.8750
  3/296 [..............................] - ETA: 15s - loss: 0.2269 - accuracy: 0.8958
  4/296 [..............................] - ETA: 15s - loss: 0.2210 - accuracy: 0.8906
  5/296 [..............................] - ETA: 15s - loss: 0.2657 - accuracy: 0.8625
  6/296 [..............................] - ETA: 15s - loss: 0.2524 - accuracy: 0.8854
  7/296 [..............................] - ETA: 15s - loss: 0.2340 - accuracy: 0.9018
  8/296 [..............................] - ETA: 15s - loss: 0.2358 - accuracy: 0.9062
  9/296 [..............................] - ETA: 15s - loss: 0.2264 - accuracy: 0.9167
 10/296 [>.............................] - ETA: 15s - loss: 0.2256 - accuracy: 0.9187
 11/296 [>.............................] - ETA: 15s - loss: 0.2233 - accuracy: 0.9148
 12/296 [>.............................] - ETA: 15s - loss: 0.2348 - accuracy: 0.9062
 13/296 [>.............................] - ETA: 15s - loss: 0.2454 - accuracy: 0.8990
 14/296 [>.............................] - ETA: 15s - loss: 0.2437 - accuracy: 0.9018
 15/296 [>.............................] - ETA: 15s - loss: 0.2477 - accuracy: 0.8958
 16/296 [>.............................] - ETA: 14s - loss: 0.2406 - accuracy: 0.9023
 17/296 [>.............................] - ETA: 14s - loss: 0.2436 - accuracy: 0.8971
 18/296 [>.............................] - ETA: 14s - loss: 0.2405 - accuracy: 0.8993
 19/296 [>.............................] - ETA: 14s - loss: 0.2361 - accuracy: 0.9013
 20/296 [=>............................] - ETA: 14s - loss: 0.2513 - accuracy: 0.8938
 21/296 [=>............................] - ETA: 14s - loss: 0.2410 - accuracy: 0.8988
 22/296 [=>............................] - ETA: 14s - loss: 0.2412 - accuracy: 0.9006
 23/296 [=>............................] - ETA: 14s - loss: 0.2417 - accuracy: 0.8967
 24/296 [=>............................] - ETA: 14s - loss: 0.2386 - accuracy: 0.8958
 25/296 [=>............................] - ETA: 14s - loss: 0.2373 - accuracy: 0.8950
 26/296 [=>............................] - ETA: 14s - loss: 0.2307 - accuracy: 0.8966
 27/296 [=>............................] - ETA: 14s - loss: 0.2261 - accuracy: 0.9005
 28/296 [=>............................] - ETA: 14s - loss: 0.2204 - accuracy: 0.9040
 29/296 [=>............................] - ETA: 14s - loss: 0.2186 - accuracy: 0.9073
 30/296 [==>...........................] - ETA: 14s - loss: 0.2158 - accuracy: 0.9083
 31/296 [==>...........................] - ETA: 14s - loss: 0.2171 - accuracy: 0.9073
 32/296 [==>...........................] - ETA: 14s - loss: 0.2171 - accuracy: 0.9062
 33/296 [==>...........................] - ETA: 14s - loss: 0.2132 - accuracy: 0.9091
 34/296 [==>...........................] - ETA: 14s - loss: 0.2127 - accuracy: 0.9081
 35/296 [==>...........................] - ETA: 14s - loss: 0.2133 - accuracy: 0.9071
 36/296 [==>...........................] - ETA: 13s - loss: 0.2148 - accuracy: 0.9062
 37/296 [==>...........................] - ETA: 13s - loss: 0.2129 - accuracy: 0.9071
 38/296 [==>...........................] - ETA: 13s - loss: 0.2152 - accuracy: 0.9062
 39/296 [==>...........................] - ETA: 13s - loss: 0.2205 - accuracy: 0.9022
 40/296 [===>..........................] - ETA: 13s - loss: 0.2162 - accuracy: 0.9047
 41/296 [===>..........................] - ETA: 13s - loss: 0.2177 - accuracy: 0.9055
 42/296 [===>..........................] - ETA: 13s - loss: 0.2180 - accuracy: 0.9048
 43/296 [===>..........................] - ETA: 13s - loss: 0.2197 - accuracy: 0.9041
 44/296 [===>..........................] - ETA: 13s - loss: 0.2212 - accuracy: 0.9006
 45/296 [===>..........................] - ETA: 13s - loss: 0.2241 - accuracy: 0.9000
 46/296 [===>..........................] - ETA: 13s - loss: 0.2214 - accuracy: 0.9008
 47/296 [===>..........................] - ETA: 13s - loss: 0.2289 - accuracy: 0.9003
 48/296 [===>..........................] - ETA: 13s - loss: 0.2277 - accuracy: 0.9010
 49/296 [===>..........................] - ETA: 13s - loss: 0.2297 - accuracy: 0.9005
 50/296 [====>.........................] - ETA: 13s - loss: 0.2280 - accuracy: 0.9013
 51/296 [====>.........................] - ETA: 13s - loss: 0.2280 - accuracy: 0.9007
 52/296 [====>.........................] - ETA: 13s - loss: 0.2299 - accuracy: 0.9002
 53/296 [====>.........................] - ETA: 13s - loss: 0.2305 - accuracy: 0.9009
 54/296 [====>.........................] - ETA: 12s - loss: 0.2317 - accuracy: 0.9005
 55/296 [====>.........................] - ETA: 12s - loss: 0.2294 - accuracy: 0.9011
 56/296 [====>.........................] - ETA: 12s - loss: 0.2286 - accuracy: 0.9018
 57/296 [====>.........................] - ETA: 12s - loss: 0.2281 - accuracy: 0.9024
 58/296 [====>.........................] - ETA: 12s - loss: 0.2276 - accuracy: 0.9030
 59/296 [====>.........................] - ETA: 12s - loss: 0.2250 - accuracy: 0.9047
 60/296 [=====>........................] - ETA: 12s - loss: 0.2278 - accuracy: 0.9031
 61/296 [=====>........................] - ETA: 12s - loss: 0.2295 - accuracy: 0.9016
 62/296 [=====>........................] - ETA: 12s - loss: 0.2289 - accuracy: 0.9022
 63/296 [=====>........................] - ETA: 12s - loss: 0.2299 - accuracy: 0.9008
 64/296 [=====>........................] - ETA: 12s - loss: 0.2279 - accuracy: 0.9023
 65/296 [=====>........................] - ETA: 12s - loss: 0.2274 - accuracy: 0.9029
 66/296 [=====>........................] - ETA: 12s - loss: 0.2276 - accuracy: 0.9044
 67/296 [=====>........................] - ETA: 12s - loss: 0.2276 - accuracy: 0.9039
 68/296 [=====>........................] - ETA: 12s - loss: 0.2276 - accuracy: 0.9035
 69/296 [=====>........................] - ETA: 12s - loss: 0.2287 - accuracy: 0.9013
 70/296 [======>.......................] - ETA: 12s - loss: 0.2270 - accuracy: 0.9018
 71/296 [======>.......................] - ETA: 12s - loss: 0.2266 - accuracy: 0.9005
 72/296 [======>.......................] - ETA: 12s - loss: 0.2246 - accuracy: 0.9019
 73/296 [======>.......................] - ETA: 11s - loss: 0.2247 - accuracy: 0.9015
 74/296 [======>.......................] - ETA: 11s - loss: 0.2237 - accuracy: 0.9020
 75/296 [======>.......................] - ETA: 11s - loss: 0.2275 - accuracy: 0.9000
 76/296 [======>.......................] - ETA: 11s - loss: 0.2287 - accuracy: 0.8997
 77/296 [======>.......................] - ETA: 11s - loss: 0.2308 - accuracy: 0.8994
 78/296 [======>.......................] - ETA: 11s - loss: 0.2293 - accuracy: 0.8998
 79/296 [=======>......................] - ETA: 11s - loss: 0.2278 - accuracy: 0.9003
 80/296 [=======>......................] - ETA: 11s - loss: 0.2256 - accuracy: 0.9016
 81/296 [=======>......................] - ETA: 11s - loss: 0.2257 - accuracy: 0.9012
 82/296 [=======>......................] - ETA: 11s - loss: 0.2301 - accuracy: 0.8986
 83/296 [=======>......................] - ETA: 11s - loss: 0.2297 - accuracy: 0.8991
 84/296 [=======>......................] - ETA: 11s - loss: 0.2274 - accuracy: 0.9003
 85/296 [=======>......................] - ETA: 11s - loss: 0.2268 - accuracy: 0.9000
 86/296 [=======>......................] - ETA: 11s - loss: 0.2271 - accuracy: 0.8997
 87/296 [=======>......................] - ETA: 11s - loss: 0.2277 - accuracy: 0.8994
 88/296 [=======>......................] - ETA: 11s - loss: 0.2260 - accuracy: 0.9006
 89/296 [========>.....................] - ETA: 11s - loss: 0.2263 - accuracy: 0.9003
 90/296 [========>.....................] - ETA: 11s - loss: 0.2256 - accuracy: 0.9014
 91/296 [========>.....................] - ETA: 11s - loss: 0.2266 - accuracy: 0.9011
 92/296 [========>.....................] - ETA: 10s - loss: 0.2270 - accuracy: 0.9008
 93/296 [========>.....................] - ETA: 10s - loss: 0.2275 - accuracy: 0.9005
 94/296 [========>.....................] - ETA: 10s - loss: 0.2268 - accuracy: 0.9009
 95/296 [========>.....................] - ETA: 10s - loss: 0.2304 - accuracy: 0.9000
 96/296 [========>.....................] - ETA: 10s - loss: 0.2282 - accuracy: 0.9010
 97/296 [========>.....................] - ETA: 10s - loss: 0.2300 - accuracy: 0.9001
 98/296 [========>.....................] - ETA: 10s - loss: 0.2315 - accuracy: 0.8992
 99/296 [=========>....................] - ETA: 10s - loss: 0.2318 - accuracy: 0.8990
100/296 [=========>....................] - ETA: 10s - loss: 0.2322 - accuracy: 0.8988
101/296 [=========>....................] - ETA: 10s - loss: 0.2307 - accuracy: 0.8998
102/296 [=========>....................] - ETA: 10s - loss: 0.2296 - accuracy: 0.9007
103/296 [=========>....................] - ETA: 10s - loss: 0.2301 - accuracy: 0.8999
104/296 [=========>....................] - ETA: 10s - loss: 0.2294 - accuracy: 0.9002
105/296 [=========>....................] - ETA: 10s - loss: 0.2318 - accuracy: 0.8982
106/296 [=========>....................] - ETA: 10s - loss: 0.2321 - accuracy: 0.8974
107/296 [=========>....................] - ETA: 10s - loss: 0.2312 - accuracy: 0.8978
108/296 [=========>....................] - ETA: 10s - loss: 0.2318 - accuracy: 0.8964
109/296 [==========>...................] - ETA: 10s - loss: 0.2317 - accuracy: 0.8968
110/296 [==========>...................] - ETA: 9s - loss: 0.2307 - accuracy: 0.8977 
111/296 [==========>...................] - ETA: 9s - loss: 0.2305 - accuracy: 0.8975
112/296 [==========>...................] - ETA: 9s - loss: 0.2303 - accuracy: 0.8979
113/296 [==========>...................] - ETA: 9s - loss: 0.2296 - accuracy: 0.8982
114/296 [==========>...................] - ETA: 9s - loss: 0.2300 - accuracy: 0.8980
115/296 [==========>...................] - ETA: 9s - loss: 0.2299 - accuracy: 0.8973
116/296 [==========>...................] - ETA: 9s - loss: 0.2318 - accuracy: 0.8966
117/296 [==========>...................] - ETA: 9s - loss: 0.2312 - accuracy: 0.8969
118/296 [==========>...................] - ETA: 9s - loss: 0.2324 - accuracy: 0.8957
119/296 [===========>..................] - ETA: 9s - loss: 0.2317 - accuracy: 0.8955
120/296 [===========>..................] - ETA: 9s - loss: 0.2313 - accuracy: 0.8958
121/296 [===========>..................] - ETA: 9s - loss: 0.2308 - accuracy: 0.8962
122/296 [===========>..................] - ETA: 9s - loss: 0.2306 - accuracy: 0.8955
123/296 [===========>..................] - ETA: 9s - loss: 0.2294 - accuracy: 0.8958
124/296 [===========>..................] - ETA: 9s - loss: 0.2285 - accuracy: 0.8967
125/296 [===========>..................] - ETA: 9s - loss: 0.2294 - accuracy: 0.8960
126/296 [===========>..................] - ETA: 9s - loss: 0.2290 - accuracy: 0.8958
127/296 [===========>..................] - ETA: 9s - loss: 0.2280 - accuracy: 0.8967
128/296 [===========>..................] - ETA: 9s - loss: 0.2270 - accuracy: 0.8975
129/296 [============>.................] - ETA: 8s - loss: 0.2265 - accuracy: 0.8978
130/296 [============>.................] - ETA: 8s - loss: 0.2257 - accuracy: 0.8986
131/296 [============>.................] - ETA: 8s - loss: 0.2263 - accuracy: 0.8979
132/296 [============>.................] - ETA: 8s - loss: 0.2278 - accuracy: 0.8973
133/296 [============>.................] - ETA: 8s - loss: 0.2281 - accuracy: 0.8976
134/296 [============>.................] - ETA: 8s - loss: 0.2284 - accuracy: 0.8974
135/296 [============>.................] - ETA: 8s - loss: 0.2293 - accuracy: 0.8968
136/296 [============>.................] - ETA: 8s - loss: 0.2278 - accuracy: 0.8975
137/296 [============>.................] - ETA: 8s - loss: 0.2286 - accuracy: 0.8969
138/296 [============>.................] - ETA: 8s - loss: 0.2287 - accuracy: 0.8967
139/296 [=============>................] - ETA: 8s - loss: 0.2274 - accuracy: 0.8975
140/296 [=============>................] - ETA: 8s - loss: 0.2292 - accuracy: 0.8960
141/296 [=============>................] - ETA: 8s - loss: 0.2285 - accuracy: 0.8967
142/296 [=============>................] - ETA: 8s - loss: 0.2283 - accuracy: 0.8970
143/296 [=============>................] - ETA: 8s - loss: 0.2282 - accuracy: 0.8977
144/296 [=============>................] - ETA: 8s - loss: 0.2279 - accuracy: 0.8976
145/296 [=============>................] - ETA: 8s - loss: 0.2272 - accuracy: 0.8983
146/296 [=============>................] - ETA: 8s - loss: 0.2266 - accuracy: 0.8990
147/296 [=============>................] - ETA: 8s - loss: 0.2261 - accuracy: 0.8992
148/296 [==============>...............] - ETA: 7s - loss: 0.2267 - accuracy: 0.8991
149/296 [==============>...............] - ETA: 7s - loss: 0.2270 - accuracy: 0.8989
150/296 [==============>...............] - ETA: 7s - loss: 0.2263 - accuracy: 0.8996
151/296 [==============>...............] - ETA: 7s - loss: 0.2255 - accuracy: 0.8998
152/296 [==============>...............] - ETA: 7s - loss: 0.2266 - accuracy: 0.8997
153/296 [==============>...............] - ETA: 7s - loss: 0.2270 - accuracy: 0.8991
154/296 [==============>...............] - ETA: 7s - loss: 0.2280 - accuracy: 0.8985
155/296 [==============>...............] - ETA: 7s - loss: 0.2274 - accuracy: 0.8988
156/296 [==============>...............] - ETA: 7s - loss: 0.2263 - accuracy: 0.8994
157/296 [==============>...............] - ETA: 7s - loss: 0.2263 - accuracy: 0.8989
158/296 [===============>..............] - ETA: 7s - loss: 0.2261 - accuracy: 0.8983
159/296 [===============>..............] - ETA: 7s - loss: 0.2258 - accuracy: 0.8982
160/296 [===============>..............] - ETA: 7s - loss: 0.2251 - accuracy: 0.8984
161/296 [===============>..............] - ETA: 7s - loss: 0.2256 - accuracy: 0.8979
162/296 [===============>..............] - ETA: 7s - loss: 0.2261 - accuracy: 0.8978
163/296 [===============>..............] - ETA: 7s - loss: 0.2277 - accuracy: 0.8976
164/296 [===============>..............] - ETA: 7s - loss: 0.2279 - accuracy: 0.8975
165/296 [===============>..............] - ETA: 7s - loss: 0.2270 - accuracy: 0.8981
166/296 [===============>..............] - ETA: 6s - loss: 0.2273 - accuracy: 0.8976
167/296 [===============>..............] - ETA: 6s - loss: 0.2272 - accuracy: 0.8982
168/296 [================>.............] - ETA: 6s - loss: 0.2271 - accuracy: 0.8984
169/296 [================>.............] - ETA: 6s - loss: 0.2277 - accuracy: 0.8979
170/296 [================>.............] - ETA: 6s - loss: 0.2275 - accuracy: 0.8978
171/296 [================>.............] - ETA: 6s - loss: 0.2274 - accuracy: 0.8977
172/296 [================>.............] - ETA: 6s - loss: 0.2270 - accuracy: 0.8979
173/296 [================>.............] - ETA: 6s - loss: 0.2265 - accuracy: 0.8981
174/296 [================>.............] - ETA: 6s - loss: 0.2263 - accuracy: 0.8983
175/296 [================>.............] - ETA: 6s - loss: 0.2260 - accuracy: 0.8982
176/296 [================>.............] - ETA: 6s - loss: 0.2271 - accuracy: 0.8977
177/296 [================>.............] - ETA: 6s - loss: 0.2269 - accuracy: 0.8983
178/296 [=================>............] - ETA: 6s - loss: 0.2260 - accuracy: 0.8989
179/296 [=================>............] - ETA: 6s - loss: 0.2256 - accuracy: 0.8991
180/296 [=================>............] - ETA: 6s - loss: 0.2244 - accuracy: 0.8997
181/296 [=================>............] - ETA: 6s - loss: 0.2261 - accuracy: 0.8988
182/296 [=================>............] - ETA: 6s - loss: 0.2264 - accuracy: 0.8987
183/296 [=================>............] - ETA: 6s - loss: 0.2263 - accuracy: 0.8986
184/296 [=================>............] - ETA: 6s - loss: 0.2255 - accuracy: 0.8991
185/296 [=================>............] - ETA: 5s - loss: 0.2247 - accuracy: 0.8993
186/296 [=================>............] - ETA: 5s - loss: 0.2241 - accuracy: 0.8992
187/296 [=================>............] - ETA: 5s - loss: 0.2240 - accuracy: 0.8991
188/296 [==================>...........] - ETA: 5s - loss: 0.2244 - accuracy: 0.8983
189/296 [==================>...........] - ETA: 5s - loss: 0.2240 - accuracy: 0.8981
190/296 [==================>...........] - ETA: 5s - loss: 0.2237 - accuracy: 0.8984
191/296 [==================>...........] - ETA: 5s - loss: 0.2238 - accuracy: 0.8986
192/296 [==================>...........] - ETA: 5s - loss: 0.2236 - accuracy: 0.8988
193/296 [==================>...........] - ETA: 5s - loss: 0.2242 - accuracy: 0.8983
194/296 [==================>...........] - ETA: 5s - loss: 0.2234 - accuracy: 0.8988
195/296 [==================>...........] - ETA: 5s - loss: 0.2235 - accuracy: 0.8987
196/296 [==================>...........] - ETA: 5s - loss: 0.2266 - accuracy: 0.8989
197/296 [==================>...........] - ETA: 5s - loss: 0.2267 - accuracy: 0.8991
198/296 [===================>..........] - ETA: 5s - loss: 0.2265 - accuracy: 0.8990
199/296 [===================>..........] - ETA: 5s - loss: 0.2268 - accuracy: 0.8989
200/296 [===================>..........] - ETA: 5s - loss: 0.2269 - accuracy: 0.8988
201/296 [===================>..........] - ETA: 5s - loss: 0.2276 - accuracy: 0.8980
202/296 [===================>..........] - ETA: 5s - loss: 0.2276 - accuracy: 0.8979
203/296 [===================>..........] - ETA: 5s - loss: 0.2284 - accuracy: 0.8972
204/296 [===================>..........] - ETA: 4s - loss: 0.2288 - accuracy: 0.8971
205/296 [===================>..........] - ETA: 4s - loss: 0.2301 - accuracy: 0.8970
206/296 [===================>..........] - ETA: 4s - loss: 0.2297 - accuracy: 0.8971
207/296 [===================>..........] - ETA: 4s - loss: 0.2290 - accuracy: 0.8973
208/296 [====================>.........] - ETA: 4s - loss: 0.2286 - accuracy: 0.8975
209/296 [====================>.........] - ETA: 4s - loss: 0.2279 - accuracy: 0.8980
210/296 [====================>.........] - ETA: 4s - loss: 0.2273 - accuracy: 0.8985
211/296 [====================>.........] - ETA: 4s - loss: 0.2283 - accuracy: 0.8978
212/296 [====================>.........] - ETA: 4s - loss: 0.2282 - accuracy: 0.8980
213/296 [====================>.........] - ETA: 4s - loss: 0.2277 - accuracy: 0.8985
214/296 [====================>.........] - ETA: 4s - loss: 0.2273 - accuracy: 0.8989
215/296 [====================>.........] - ETA: 4s - loss: 0.2268 - accuracy: 0.8991
216/296 [====================>.........] - ETA: 4s - loss: 0.2266 - accuracy: 0.8993
217/296 [====================>.........] - ETA: 4s - loss: 0.2265 - accuracy: 0.8995
218/296 [=====================>........] - ETA: 4s - loss: 0.2266 - accuracy: 0.8991
219/296 [=====================>........] - ETA: 4s - loss: 0.2264 - accuracy: 0.8993
220/296 [=====================>........] - ETA: 4s - loss: 0.2267 - accuracy: 0.8991
221/296 [=====================>........] - ETA: 4s - loss: 0.2267 - accuracy: 0.8993
222/296 [=====================>........] - ETA: 3s - loss: 0.2262 - accuracy: 0.8995
223/296 [=====================>........] - ETA: 3s - loss: 0.2262 - accuracy: 0.8994
224/296 [=====================>........] - ETA: 3s - loss: 0.2276 - accuracy: 0.8987
225/296 [=====================>........] - ETA: 3s - loss: 0.2271 - accuracy: 0.8992
226/296 [=====================>........] - ETA: 3s - loss: 0.2276 - accuracy: 0.8988
227/296 [======================>.......] - ETA: 3s - loss: 0.2286 - accuracy: 0.8984
228/296 [======================>.......] - ETA: 3s - loss: 0.2285 - accuracy: 0.8983
229/296 [======================>.......] - ETA: 3s - loss: 0.2284 - accuracy: 0.8982
230/296 [======================>.......] - ETA: 3s - loss: 0.2277 - accuracy: 0.8986
231/296 [======================>.......] - ETA: 3s - loss: 0.2277 - accuracy: 0.8988
232/296 [======================>.......] - ETA: 3s - loss: 0.2273 - accuracy: 0.8990
233/296 [======================>.......] - ETA: 3s - loss: 0.2267 - accuracy: 0.8994
234/296 [======================>.......] - ETA: 3s - loss: 0.2261 - accuracy: 0.8996
235/296 [======================>.......] - ETA: 3s - loss: 0.2277 - accuracy: 0.8987
236/296 [======================>.......] - ETA: 3s - loss: 0.2271 - accuracy: 0.8991
237/296 [=======================>......] - ETA: 3s - loss: 0.2270 - accuracy: 0.8993
238/296 [=======================>......] - ETA: 3s - loss: 0.2271 - accuracy: 0.8992
239/296 [=======================>......] - ETA: 3s - loss: 0.2269 - accuracy: 0.8993
240/296 [=======================>......] - ETA: 3s - loss: 0.2270 - accuracy: 0.8992
241/296 [=======================>......] - ETA: 2s - loss: 0.2264 - accuracy: 0.8994
242/296 [=======================>......] - ETA: 2s - loss: 0.2262 - accuracy: 0.8993
243/296 [=======================>......] - ETA: 2s - loss: 0.2263 - accuracy: 0.8994
244/296 [=======================>......] - ETA: 2s - loss: 0.2263 - accuracy: 0.8993
245/296 [=======================>......] - ETA: 2s - loss: 0.2263 - accuracy: 0.8995
246/296 [=======================>......] - ETA: 2s - loss: 0.2265 - accuracy: 0.8991
247/296 [========================>.....] - ETA: 2s - loss: 0.2263 - accuracy: 0.8993
248/296 [========================>.....] - ETA: 2s - loss: 0.2267 - accuracy: 0.8989
249/296 [========================>.....] - ETA: 2s - loss: 0.2264 - accuracy: 0.8991
250/296 [========================>.....] - ETA: 2s - loss: 0.2262 - accuracy: 0.8990
251/296 [========================>.....] - ETA: 2s - loss: 0.2265 - accuracy: 0.8987
252/296 [========================>.....] - ETA: 2s - loss: 0.2264 - accuracy: 0.8986
253/296 [========================>.....] - ETA: 2s - loss: 0.2260 - accuracy: 0.8987
254/296 [========================>.....] - ETA: 2s - loss: 0.2267 - accuracy: 0.8986
255/296 [========================>.....] - ETA: 2s - loss: 0.2261 - accuracy: 0.8990
256/296 [========================>.....] - ETA: 2s - loss: 0.2256 - accuracy: 0.8992
257/296 [=========================>....] - ETA: 2s - loss: 0.2256 - accuracy: 0.8993
258/296 [=========================>....] - ETA: 2s - loss: 0.2256 - accuracy: 0.8990
259/296 [=========================>....] - ETA: 1s - loss: 0.2254 - accuracy: 0.8991
260/296 [=========================>....] - ETA: 1s - loss: 0.2251 - accuracy: 0.8990
261/296 [=========================>....] - ETA: 1s - loss: 0.2252 - accuracy: 0.8989
262/296 [=========================>....] - ETA: 1s - loss: 0.2253 - accuracy: 0.8989
263/296 [=========================>....] - ETA: 1s - loss: 0.2254 - accuracy: 0.8985
264/296 [=========================>....] - ETA: 1s - loss: 0.2258 - accuracy: 0.8980
265/296 [=========================>....] - ETA: 1s - loss: 0.2261 - accuracy: 0.8976
266/296 [=========================>....] - ETA: 1s - loss: 0.2262 - accuracy: 0.8973
267/296 [==========================>...] - ETA: 1s - loss: 0.2262 - accuracy: 0.8972
268/296 [==========================>...] - ETA: 1s - loss: 0.2260 - accuracy: 0.8974
269/296 [==========================>...] - ETA: 1s - loss: 0.2257 - accuracy: 0.8975
270/296 [==========================>...] - ETA: 1s - loss: 0.2254 - accuracy: 0.8977
271/296 [==========================>...] - ETA: 1s - loss: 0.2265 - accuracy: 0.8969
272/296 [==========================>...] - ETA: 1s - loss: 0.2264 - accuracy: 0.8968
273/296 [==========================>...] - ETA: 1s - loss: 0.2264 - accuracy: 0.8965
274/296 [==========================>...] - ETA: 1s - loss: 0.2261 - accuracy: 0.8969
275/296 [==========================>...] - ETA: 1s - loss: 0.2262 - accuracy: 0.8968
276/296 [==========================>...] - ETA: 1s - loss: 0.2261 - accuracy: 0.8967
277/296 [===========================>..] - ETA: 1s - loss: 0.2259 - accuracy: 0.8967
278/296 [===========================>..] - ETA: 0s - loss: 0.2262 - accuracy: 0.8968
279/296 [===========================>..] - ETA: 0s - loss: 0.2262 - accuracy: 0.8970
280/296 [===========================>..] - ETA: 0s - loss: 0.2267 - accuracy: 0.8971
281/296 [===========================>..] - ETA: 0s - loss: 0.2264 - accuracy: 0.8972
282/296 [===========================>..] - ETA: 0s - loss: 0.2262 - accuracy: 0.8974
283/296 [===========================>..] - ETA: 0s - loss: 0.2259 - accuracy: 0.8975
284/296 [===========================>..] - ETA: 0s - loss: 0.2259 - accuracy: 0.8977
285/296 [===========================>..] - ETA: 0s - loss: 0.2264 - accuracy: 0.8974
286/296 [===========================>..] - ETA: 0s - loss: 0.2266 - accuracy: 0.8973
287/296 [============================>.] - ETA: 0s - loss: 0.2268 - accuracy: 0.8972
288/296 [============================>.] - ETA: 0s - loss: 0.2269 - accuracy: 0.8971
289/296 [============================>.] - ETA: 0s - loss: 0.2271 - accuracy: 0.8968
290/296 [============================>.] - ETA: 0s - loss: 0.2273 - accuracy: 0.8968
291/296 [============================>.] - ETA: 0s - loss: 0.2270 - accuracy: 0.8967
292/296 [============================>.] - ETA: 0s - loss: 0.2268 - accuracy: 0.8970
293/296 [============================>.] - ETA: 0s - loss: 0.2272 - accuracy: 0.8965
294/296 [============================>.] - ETA: 0s - loss: 0.2277 - accuracy: 0.8963
295/296 [============================>.] - ETA: 0s - loss: 0.2273 - accuracy: 0.8964
296/296 [==============================] - 16s 54ms/step - loss: 0.2275 - accuracy: 0.8960

296/296 [==============================] - 17s 58ms/step - loss: 0.2275 - accuracy: 0.8960 - val_loss: 0.2422 - val_accuracy: 0.8871
Epoch 37/50

  1/296 [..............................] - ETA: 14s - loss: 0.1622 - accuracy: 0.9375
  2/296 [..............................] - ETA: 15s - loss: 0.1884 - accuracy: 0.9062
  3/296 [..............................] - ETA: 15s - loss: 0.1742 - accuracy: 0.8958
  4/296 [..............................] - ETA: 15s - loss: 0.1777 - accuracy: 0.9219
  5/296 [..............................] - ETA: 15s - loss: 0.2013 - accuracy: 0.9125
  6/296 [..............................] - ETA: 15s - loss: 0.1829 - accuracy: 0.9271
  7/296 [..............................] - ETA: 15s - loss: 0.1667 - accuracy: 0.9375
  8/296 [..............................] - ETA: 15s - loss: 0.2035 - accuracy: 0.9141
  9/296 [..............................] - ETA: 15s - loss: 0.1984 - accuracy: 0.9167
 10/296 [>.............................] - ETA: 15s - loss: 0.1993 - accuracy: 0.9187
 11/296 [>.............................] - ETA: 15s - loss: 0.1909 - accuracy: 0.9205
 12/296 [>.............................] - ETA: 15s - loss: 0.1925 - accuracy: 0.9167
 13/296 [>.............................] - ETA: 15s - loss: 0.1879 - accuracy: 0.9231
 14/296 [>.............................] - ETA: 15s - loss: 0.1915 - accuracy: 0.9241
 15/296 [>.............................] - ETA: 15s - loss: 0.2106 - accuracy: 0.9167
 16/296 [>.............................] - ETA: 15s - loss: 0.2053 - accuracy: 0.9180
 17/296 [>.............................] - ETA: 14s - loss: 0.2044 - accuracy: 0.9191
 18/296 [>.............................] - ETA: 14s - loss: 0.2042 - accuracy: 0.9201
 19/296 [>.............................] - ETA: 14s - loss: 0.1985 - accuracy: 0.9211
 20/296 [=>............................] - ETA: 14s - loss: 0.1947 - accuracy: 0.9250
 21/296 [=>............................] - ETA: 14s - loss: 0.1935 - accuracy: 0.9256
 22/296 [=>............................] - ETA: 14s - loss: 0.1950 - accuracy: 0.9233
 23/296 [=>............................] - ETA: 14s - loss: 0.2003 - accuracy: 0.9212
 24/296 [=>............................] - ETA: 14s - loss: 0.2199 - accuracy: 0.9141
 25/296 [=>............................] - ETA: 14s - loss: 0.2249 - accuracy: 0.9150
 26/296 [=>............................] - ETA: 14s - loss: 0.2238 - accuracy: 0.9159
 27/296 [=>............................] - ETA: 14s - loss: 0.2240 - accuracy: 0.9144
 28/296 [=>............................] - ETA: 14s - loss: 0.2251 - accuracy: 0.9107
 29/296 [=>............................] - ETA: 14s - loss: 0.2274 - accuracy: 0.9073
 30/296 [==>...........................] - ETA: 14s - loss: 0.2282 - accuracy: 0.9083
 31/296 [==>...........................] - ETA: 14s - loss: 0.2256 - accuracy: 0.9093
 32/296 [==>...........................] - ETA: 14s - loss: 0.2252 - accuracy: 0.9102
 33/296 [==>...........................] - ETA: 14s - loss: 0.2295 - accuracy: 0.9072
 34/296 [==>...........................] - ETA: 14s - loss: 0.2337 - accuracy: 0.9044
 35/296 [==>...........................] - ETA: 14s - loss: 0.2326 - accuracy: 0.9036
 36/296 [==>...........................] - ETA: 13s - loss: 0.2351 - accuracy: 0.9028
 37/296 [==>...........................] - ETA: 13s - loss: 0.2354 - accuracy: 0.9003
 38/296 [==>...........................] - ETA: 13s - loss: 0.2400 - accuracy: 0.8997
 39/296 [==>...........................] - ETA: 13s - loss: 0.2379 - accuracy: 0.9022
 40/296 [===>..........................] - ETA: 13s - loss: 0.2392 - accuracy: 0.9031
 41/296 [===>..........................] - ETA: 13s - loss: 0.2397 - accuracy: 0.9009
 42/296 [===>..........................] - ETA: 13s - loss: 0.2429 - accuracy: 0.8988
 43/296 [===>..........................] - ETA: 13s - loss: 0.2412 - accuracy: 0.8997
 44/296 [===>..........................] - ETA: 13s - loss: 0.2379 - accuracy: 0.9006
 45/296 [===>..........................] - ETA: 13s - loss: 0.2383 - accuracy: 0.9014
 46/296 [===>..........................] - ETA: 13s - loss: 0.2375 - accuracy: 0.9022
 47/296 [===>..........................] - ETA: 13s - loss: 0.2397 - accuracy: 0.8989
 48/296 [===>..........................] - ETA: 13s - loss: 0.2374 - accuracy: 0.9010
 49/296 [===>..........................] - ETA: 13s - loss: 0.2370 - accuracy: 0.8992
 50/296 [====>.........................] - ETA: 13s - loss: 0.2400 - accuracy: 0.8975
 51/296 [====>.........................] - ETA: 13s - loss: 0.2395 - accuracy: 0.8983
 52/296 [====>.........................] - ETA: 13s - loss: 0.2426 - accuracy: 0.8954
 53/296 [====>.........................] - ETA: 13s - loss: 0.2407 - accuracy: 0.8974
 54/296 [====>.........................] - ETA: 13s - loss: 0.2409 - accuracy: 0.8981
 55/296 [====>.........................] - ETA: 12s - loss: 0.2416 - accuracy: 0.8966
 56/296 [====>.........................] - ETA: 12s - loss: 0.2398 - accuracy: 0.8984
 57/296 [====>.........................] - ETA: 12s - loss: 0.2377 - accuracy: 0.8991
 58/296 [====>.........................] - ETA: 12s - loss: 0.2352 - accuracy: 0.9009
 59/296 [====>.........................] - ETA: 12s - loss: 0.2367 - accuracy: 0.8994
 60/296 [=====>........................] - ETA: 12s - loss: 0.2354 - accuracy: 0.9000
 61/296 [=====>........................] - ETA: 12s - loss: 0.2326 - accuracy: 0.9016
 62/296 [=====>........................] - ETA: 12s - loss: 0.2302 - accuracy: 0.9032
 63/296 [=====>........................] - ETA: 12s - loss: 0.2273 - accuracy: 0.9048
 64/296 [=====>........................] - ETA: 12s - loss: 0.2256 - accuracy: 0.9053
 65/296 [=====>........................] - ETA: 12s - loss: 0.2302 - accuracy: 0.9038
 66/296 [=====>........................] - ETA: 12s - loss: 0.2289 - accuracy: 0.9044
 67/296 [=====>........................] - ETA: 12s - loss: 0.2307 - accuracy: 0.9030
 68/296 [=====>........................] - ETA: 12s - loss: 0.2295 - accuracy: 0.9035
 69/296 [=====>........................] - ETA: 12s - loss: 0.2316 - accuracy: 0.9022
 70/296 [======>.......................] - ETA: 12s - loss: 0.2305 - accuracy: 0.9027
 71/296 [======>.......................] - ETA: 12s - loss: 0.2294 - accuracy: 0.9032
 72/296 [======>.......................] - ETA: 12s - loss: 0.2283 - accuracy: 0.9036
 73/296 [======>.......................] - ETA: 12s - loss: 0.2334 - accuracy: 0.9024
 74/296 [======>.......................] - ETA: 11s - loss: 0.2329 - accuracy: 0.9029
 75/296 [======>.......................] - ETA: 11s - loss: 0.2336 - accuracy: 0.9017
 76/296 [======>.......................] - ETA: 11s - loss: 0.2354 - accuracy: 0.9005
 77/296 [======>.......................] - ETA: 11s - loss: 0.2360 - accuracy: 0.9002
 78/296 [======>.......................] - ETA: 11s - loss: 0.2345 - accuracy: 0.9014
 79/296 [=======>......................] - ETA: 11s - loss: 0.2336 - accuracy: 0.9011
 80/296 [=======>......................] - ETA: 11s - loss: 0.2329 - accuracy: 0.9016
 81/296 [=======>......................] - ETA: 11s - loss: 0.2339 - accuracy: 0.9005
 82/296 [=======>......................] - ETA: 11s - loss: 0.2332 - accuracy: 0.9002
 83/296 [=======>......................] - ETA: 11s - loss: 0.2317 - accuracy: 0.9014
 84/296 [=======>......................] - ETA: 11s - loss: 0.2296 - accuracy: 0.9025
 85/296 [=======>......................] - ETA: 11s - loss: 0.2294 - accuracy: 0.9022
 86/296 [=======>......................] - ETA: 11s - loss: 0.2290 - accuracy: 0.9026
 87/296 [=======>......................] - ETA: 11s - loss: 0.2276 - accuracy: 0.9037
 88/296 [=======>......................] - ETA: 11s - loss: 0.2285 - accuracy: 0.9041
 89/296 [========>.....................] - ETA: 11s - loss: 0.2292 - accuracy: 0.9031
 90/296 [========>.....................] - ETA: 11s - loss: 0.2304 - accuracy: 0.9028
 91/296 [========>.....................] - ETA: 11s - loss: 0.2315 - accuracy: 0.9025
 92/296 [========>.....................] - ETA: 10s - loss: 0.2311 - accuracy: 0.9029
 93/296 [========>.....................] - ETA: 10s - loss: 0.2322 - accuracy: 0.9019
 94/296 [========>.....................] - ETA: 10s - loss: 0.2327 - accuracy: 0.9023
 95/296 [========>.....................] - ETA: 10s - loss: 0.2321 - accuracy: 0.9020
 96/296 [========>.....................] - ETA: 10s - loss: 0.2333 - accuracy: 0.9010
 97/296 [========>.....................] - ETA: 10s - loss: 0.2326 - accuracy: 0.9014
 98/296 [========>.....................] - ETA: 10s - loss: 0.2330 - accuracy: 0.9011
 99/296 [=========>....................] - ETA: 10s - loss: 0.2330 - accuracy: 0.9009
100/296 [=========>....................] - ETA: 10s - loss: 0.2311 - accuracy: 0.9019
101/296 [=========>....................] - ETA: 10s - loss: 0.2301 - accuracy: 0.9028
102/296 [=========>....................] - ETA: 10s - loss: 0.2326 - accuracy: 0.9013
103/296 [=========>....................] - ETA: 10s - loss: 0.2313 - accuracy: 0.9017
104/296 [=========>....................] - ETA: 10s - loss: 0.2347 - accuracy: 0.8996
105/296 [=========>....................] - ETA: 10s - loss: 0.2342 - accuracy: 0.8994
106/296 [=========>....................] - ETA: 10s - loss: 0.2350 - accuracy: 0.8980
107/296 [=========>....................] - ETA: 10s - loss: 0.2354 - accuracy: 0.8978
108/296 [=========>....................] - ETA: 10s - loss: 0.2346 - accuracy: 0.8981
109/296 [==========>...................] - ETA: 10s - loss: 0.2336 - accuracy: 0.8979
110/296 [==========>...................] - ETA: 9s - loss: 0.2335 - accuracy: 0.8983 
111/296 [==========>...................] - ETA: 9s - loss: 0.2335 - accuracy: 0.8981
112/296 [==========>...................] - ETA: 9s - loss: 0.2340 - accuracy: 0.8968
113/296 [==========>...................] - ETA: 9s - loss: 0.2350 - accuracy: 0.8966
114/296 [==========>...................] - ETA: 9s - loss: 0.2337 - accuracy: 0.8975
115/296 [==========>...................] - ETA: 9s - loss: 0.2333 - accuracy: 0.8973
116/296 [==========>...................] - ETA: 9s - loss: 0.2329 - accuracy: 0.8976
117/296 [==========>...................] - ETA: 9s - loss: 0.2316 - accuracy: 0.8985
118/296 [==========>...................] - ETA: 9s - loss: 0.2310 - accuracy: 0.8988
119/296 [===========>..................] - ETA: 9s - loss: 0.2307 - accuracy: 0.8986
120/296 [===========>..................] - ETA: 9s - loss: 0.2303 - accuracy: 0.8995
121/296 [===========>..................] - ETA: 9s - loss: 0.2294 - accuracy: 0.8998
122/296 [===========>..................] - ETA: 9s - loss: 0.2288 - accuracy: 0.9006
123/296 [===========>..................] - ETA: 9s - loss: 0.2282 - accuracy: 0.9004
124/296 [===========>..................] - ETA: 9s - loss: 0.2274 - accuracy: 0.9012
125/296 [===========>..................] - ETA: 9s - loss: 0.2271 - accuracy: 0.9015
126/296 [===========>..................] - ETA: 9s - loss: 0.2264 - accuracy: 0.9018
127/296 [===========>..................] - ETA: 9s - loss: 0.2251 - accuracy: 0.9026
128/296 [===========>..................] - ETA: 9s - loss: 0.2256 - accuracy: 0.9023
129/296 [============>.................] - ETA: 8s - loss: 0.2247 - accuracy: 0.9026
130/296 [============>.................] - ETA: 8s - loss: 0.2241 - accuracy: 0.9034
131/296 [============>.................] - ETA: 8s - loss: 0.2244 - accuracy: 0.9027
132/296 [============>.................] - ETA: 8s - loss: 0.2247 - accuracy: 0.9025
133/296 [============>.................] - ETA: 8s - loss: 0.2249 - accuracy: 0.9027
134/296 [============>.................] - ETA: 8s - loss: 0.2241 - accuracy: 0.9035
135/296 [============>.................] - ETA: 8s - loss: 0.2260 - accuracy: 0.9023
136/296 [============>.................] - ETA: 8s - loss: 0.2250 - accuracy: 0.9026
137/296 [============>.................] - ETA: 8s - loss: 0.2244 - accuracy: 0.9028
138/296 [============>.................] - ETA: 8s - loss: 0.2249 - accuracy: 0.9017
139/296 [=============>................] - ETA: 8s - loss: 0.2245 - accuracy: 0.9015
140/296 [=============>................] - ETA: 8s - loss: 0.2238 - accuracy: 0.9018
141/296 [=============>................] - ETA: 8s - loss: 0.2252 - accuracy: 0.9012
142/296 [=============>................] - ETA: 8s - loss: 0.2240 - accuracy: 0.9018
143/296 [=============>................] - ETA: 8s - loss: 0.2245 - accuracy: 0.9017
144/296 [=============>................] - ETA: 8s - loss: 0.2237 - accuracy: 0.9023
145/296 [=============>................] - ETA: 8s - loss: 0.2232 - accuracy: 0.9026
146/296 [=============>................] - ETA: 8s - loss: 0.2229 - accuracy: 0.9033
147/296 [=============>................] - ETA: 8s - loss: 0.2226 - accuracy: 0.9031
148/296 [==============>...............] - ETA: 7s - loss: 0.2219 - accuracy: 0.9033
149/296 [==============>...............] - ETA: 7s - loss: 0.2205 - accuracy: 0.9039
150/296 [==============>...............] - ETA: 7s - loss: 0.2216 - accuracy: 0.9038
151/296 [==============>...............] - ETA: 7s - loss: 0.2209 - accuracy: 0.9044
152/296 [==============>...............] - ETA: 7s - loss: 0.2211 - accuracy: 0.9042
153/296 [==============>...............] - ETA: 7s - loss: 0.2204 - accuracy: 0.9048
154/296 [==============>...............] - ETA: 7s - loss: 0.2203 - accuracy: 0.9046
155/296 [==============>...............] - ETA: 7s - loss: 0.2211 - accuracy: 0.9044
156/296 [==============>...............] - ETA: 7s - loss: 0.2224 - accuracy: 0.9026
157/296 [==============>...............] - ETA: 7s - loss: 0.2227 - accuracy: 0.9025
158/296 [===============>..............] - ETA: 7s - loss: 0.2247 - accuracy: 0.9019
159/296 [===============>..............] - ETA: 7s - loss: 0.2239 - accuracy: 0.9017
160/296 [===============>..............] - ETA: 7s - loss: 0.2242 - accuracy: 0.9020
161/296 [===============>..............] - ETA: 7s - loss: 0.2252 - accuracy: 0.9014
162/296 [===============>..............] - ETA: 7s - loss: 0.2249 - accuracy: 0.9016
163/296 [===============>..............] - ETA: 7s - loss: 0.2249 - accuracy: 0.9011
164/296 [===============>..............] - ETA: 7s - loss: 0.2278 - accuracy: 0.9005
165/296 [===============>..............] - ETA: 7s - loss: 0.2276 - accuracy: 0.9008
166/296 [===============>..............] - ETA: 6s - loss: 0.2286 - accuracy: 0.9006
167/296 [===============>..............] - ETA: 6s - loss: 0.2284 - accuracy: 0.9008
168/296 [================>.............] - ETA: 6s - loss: 0.2295 - accuracy: 0.9007
169/296 [================>.............] - ETA: 6s - loss: 0.2288 - accuracy: 0.9013
170/296 [================>.............] - ETA: 6s - loss: 0.2294 - accuracy: 0.9015
171/296 [================>.............] - ETA: 6s - loss: 0.2303 - accuracy: 0.9010
172/296 [================>.............] - ETA: 6s - loss: 0.2294 - accuracy: 0.9015
173/296 [================>.............] - ETA: 6s - loss: 0.2290 - accuracy: 0.9014
174/296 [================>.............] - ETA: 6s - loss: 0.2298 - accuracy: 0.9009
175/296 [================>.............] - ETA: 6s - loss: 0.2292 - accuracy: 0.9014
176/296 [================>.............] - ETA: 6s - loss: 0.2294 - accuracy: 0.9013
177/296 [================>.............] - ETA: 6s - loss: 0.2291 - accuracy: 0.9015
178/296 [=================>............] - ETA: 6s - loss: 0.2290 - accuracy: 0.9013
179/296 [=================>............] - ETA: 6s - loss: 0.2288 - accuracy: 0.9015
180/296 [=================>............] - ETA: 6s - loss: 0.2295 - accuracy: 0.9010
181/296 [=================>............] - ETA: 6s - loss: 0.2293 - accuracy: 0.9012
182/296 [=================>............] - ETA: 6s - loss: 0.2287 - accuracy: 0.9018
183/296 [=================>............] - ETA: 6s - loss: 0.2282 - accuracy: 0.9020
184/296 [=================>............] - ETA: 6s - loss: 0.2281 - accuracy: 0.9022
185/296 [=================>............] - ETA: 5s - loss: 0.2293 - accuracy: 0.9017
186/296 [=================>............] - ETA: 5s - loss: 0.2290 - accuracy: 0.9019
187/296 [=================>............] - ETA: 5s - loss: 0.2293 - accuracy: 0.9017
188/296 [==================>...........] - ETA: 5s - loss: 0.2291 - accuracy: 0.9016
189/296 [==================>...........] - ETA: 5s - loss: 0.2291 - accuracy: 0.9015
190/296 [==================>...........] - ETA: 5s - loss: 0.2292 - accuracy: 0.9013
191/296 [==================>...........] - ETA: 5s - loss: 0.2294 - accuracy: 0.9012
192/296 [==================>...........] - ETA: 5s - loss: 0.2301 - accuracy: 0.9010
193/296 [==================>...........] - ETA: 5s - loss: 0.2312 - accuracy: 0.9003
194/296 [==================>...........] - ETA: 5s - loss: 0.2320 - accuracy: 0.8995
195/296 [==================>...........] - ETA: 5s - loss: 0.2315 - accuracy: 0.8997
196/296 [==================>...........] - ETA: 5s - loss: 0.2314 - accuracy: 0.8999
197/296 [==================>...........] - ETA: 5s - loss: 0.2311 - accuracy: 0.9004
198/296 [===================>..........] - ETA: 5s - loss: 0.2309 - accuracy: 0.9003
199/296 [===================>..........] - ETA: 5s - loss: 0.2304 - accuracy: 0.9008
200/296 [===================>..........] - ETA: 5s - loss: 0.2301 - accuracy: 0.9009
201/296 [===================>..........] - ETA: 5s - loss: 0.2314 - accuracy: 0.8999
202/296 [===================>..........] - ETA: 5s - loss: 0.2313 - accuracy: 0.8998
203/296 [===================>..........] - ETA: 5s - loss: 0.2310 - accuracy: 0.8996
204/296 [===================>..........] - ETA: 4s - loss: 0.2304 - accuracy: 0.9001
205/296 [===================>..........] - ETA: 4s - loss: 0.2309 - accuracy: 0.9000
206/296 [===================>..........] - ETA: 4s - loss: 0.2306 - accuracy: 0.9002
207/296 [===================>..........] - ETA: 4s - loss: 0.2301 - accuracy: 0.9007
208/296 [====================>.........] - ETA: 4s - loss: 0.2297 - accuracy: 0.9008
209/296 [====================>.........] - ETA: 4s - loss: 0.2297 - accuracy: 0.9007
210/296 [====================>.........] - ETA: 4s - loss: 0.2291 - accuracy: 0.9009
211/296 [====================>.........] - ETA: 4s - loss: 0.2284 - accuracy: 0.9014
212/296 [====================>.........] - ETA: 4s - loss: 0.2282 - accuracy: 0.9015
213/296 [====================>.........] - ETA: 4s - loss: 0.2278 - accuracy: 0.9017
214/296 [====================>.........] - ETA: 4s - loss: 0.2273 - accuracy: 0.9019
215/296 [====================>.........] - ETA: 4s - loss: 0.2270 - accuracy: 0.9020
216/296 [====================>.........] - ETA: 4s - loss: 0.2261 - accuracy: 0.9025
217/296 [====================>.........] - ETA: 4s - loss: 0.2253 - accuracy: 0.9029
218/296 [=====================>........] - ETA: 4s - loss: 0.2253 - accuracy: 0.9031
219/296 [=====================>........] - ETA: 4s - loss: 0.2256 - accuracy: 0.9030
220/296 [=====================>........] - ETA: 4s - loss: 0.2257 - accuracy: 0.9026
221/296 [=====================>........] - ETA: 4s - loss: 0.2255 - accuracy: 0.9024
222/296 [=====================>........] - ETA: 3s - loss: 0.2261 - accuracy: 0.9015
223/296 [=====================>........] - ETA: 3s - loss: 0.2260 - accuracy: 0.9016
224/296 [=====================>........] - ETA: 3s - loss: 0.2261 - accuracy: 0.9012
225/296 [=====================>........] - ETA: 3s - loss: 0.2279 - accuracy: 0.9008
226/296 [=====================>........] - ETA: 3s - loss: 0.2286 - accuracy: 0.9007
227/296 [======================>.......] - ETA: 3s - loss: 0.2286 - accuracy: 0.9009
228/296 [======================>.......] - ETA: 3s - loss: 0.2298 - accuracy: 0.9005
229/296 [======================>.......] - ETA: 3s - loss: 0.2294 - accuracy: 0.9007
230/296 [======================>.......] - ETA: 3s - loss: 0.2288 - accuracy: 0.9008
231/296 [======================>.......] - ETA: 3s - loss: 0.2294 - accuracy: 0.9004
232/296 [======================>.......] - ETA: 3s - loss: 0.2312 - accuracy: 0.8995
233/296 [======================>.......] - ETA: 3s - loss: 0.2316 - accuracy: 0.8994
234/296 [======================>.......] - ETA: 3s - loss: 0.2315 - accuracy: 0.8993
235/296 [======================>.......] - ETA: 3s - loss: 0.2316 - accuracy: 0.8995
236/296 [======================>.......] - ETA: 3s - loss: 0.2322 - accuracy: 0.8991
237/296 [=======================>......] - ETA: 3s - loss: 0.2319 - accuracy: 0.8990
238/296 [=======================>......] - ETA: 3s - loss: 0.2314 - accuracy: 0.8992
239/296 [=======================>......] - ETA: 3s - loss: 0.2314 - accuracy: 0.8993
240/296 [=======================>......] - ETA: 3s - loss: 0.2317 - accuracy: 0.8987
241/296 [=======================>......] - ETA: 2s - loss: 0.2328 - accuracy: 0.8981
242/296 [=======================>......] - ETA: 2s - loss: 0.2326 - accuracy: 0.8982
243/296 [=======================>......] - ETA: 2s - loss: 0.2321 - accuracy: 0.8987
244/296 [=======================>......] - ETA: 2s - loss: 0.2332 - accuracy: 0.8986
245/296 [=======================>......] - ETA: 2s - loss: 0.2333 - accuracy: 0.8987
246/296 [=======================>......] - ETA: 2s - loss: 0.2334 - accuracy: 0.8989
247/296 [========================>.....] - ETA: 2s - loss: 0.2336 - accuracy: 0.8985
248/296 [========================>.....] - ETA: 2s - loss: 0.2336 - accuracy: 0.8984
249/296 [========================>.....] - ETA: 2s - loss: 0.2337 - accuracy: 0.8983
250/296 [========================>.....] - ETA: 2s - loss: 0.2341 - accuracy: 0.8982
251/296 [========================>.....] - ETA: 2s - loss: 0.2334 - accuracy: 0.8987
252/296 [========================>.....] - ETA: 2s - loss: 0.2330 - accuracy: 0.8991
253/296 [========================>.....] - ETA: 2s - loss: 0.2331 - accuracy: 0.8990
254/296 [========================>.....] - ETA: 2s - loss: 0.2337 - accuracy: 0.8984
255/296 [========================>.....] - ETA: 2s - loss: 0.2337 - accuracy: 0.8980
256/296 [========================>.....] - ETA: 2s - loss: 0.2332 - accuracy: 0.8984
257/296 [=========================>....] - ETA: 2s - loss: 0.2331 - accuracy: 0.8983
258/296 [=========================>....] - ETA: 2s - loss: 0.2335 - accuracy: 0.8983
259/296 [=========================>....] - ETA: 2s - loss: 0.2330 - accuracy: 0.8986
260/296 [=========================>....] - ETA: 1s - loss: 0.2329 - accuracy: 0.8988
261/296 [=========================>....] - ETA: 1s - loss: 0.2330 - accuracy: 0.8989
262/296 [=========================>....] - ETA: 1s - loss: 0.2335 - accuracy: 0.8986
263/296 [=========================>....] - ETA: 1s - loss: 0.2331 - accuracy: 0.8988
264/296 [=========================>....] - ETA: 1s - loss: 0.2334 - accuracy: 0.8984
265/296 [=========================>....] - ETA: 1s - loss: 0.2330 - accuracy: 0.8988
266/296 [=========================>....] - ETA: 1s - loss: 0.2326 - accuracy: 0.8990
267/296 [==========================>...] - ETA: 1s - loss: 0.2326 - accuracy: 0.8989
268/296 [==========================>...] - ETA: 1s - loss: 0.2318 - accuracy: 0.8993
269/296 [==========================>...] - ETA: 1s - loss: 0.2317 - accuracy: 0.8994
270/296 [==========================>...] - ETA: 1s - loss: 0.2313 - accuracy: 0.8995
271/296 [==========================>...] - ETA: 1s - loss: 0.2311 - accuracy: 0.8999
272/296 [==========================>...] - ETA: 1s - loss: 0.2318 - accuracy: 0.8998
273/296 [==========================>...] - ETA: 1s - loss: 0.2314 - accuracy: 0.9000
274/296 [==========================>...] - ETA: 1s - loss: 0.2314 - accuracy: 0.9001
275/296 [==========================>...] - ETA: 1s - loss: 0.2308 - accuracy: 0.9005
276/296 [==========================>...] - ETA: 1s - loss: 0.2309 - accuracy: 0.9004
277/296 [===========================>..] - ETA: 1s - loss: 0.2307 - accuracy: 0.9005
278/296 [===========================>..] - ETA: 0s - loss: 0.2305 - accuracy: 0.9004
279/296 [===========================>..] - ETA: 0s - loss: 0.2306 - accuracy: 0.9003
280/296 [===========================>..] - ETA: 0s - loss: 0.2309 - accuracy: 0.9000
281/296 [===========================>..] - ETA: 0s - loss: 0.2313 - accuracy: 0.8997
282/296 [===========================>..] - ETA: 0s - loss: 0.2307 - accuracy: 0.9000
283/296 [===========================>..] - ETA: 0s - loss: 0.2309 - accuracy: 0.9000
284/296 [===========================>..] - ETA: 0s - loss: 0.2307 - accuracy: 0.9001
285/296 [===========================>..] - ETA: 0s - loss: 0.2307 - accuracy: 0.8998
286/296 [===========================>..] - ETA: 0s - loss: 0.2300 - accuracy: 0.9001
287/296 [============================>.] - ETA: 0s - loss: 0.2299 - accuracy: 0.9000
288/296 [============================>.] - ETA: 0s - loss: 0.2295 - accuracy: 0.9002
289/296 [============================>.] - ETA: 0s - loss: 0.2323 - accuracy: 0.8999
290/296 [============================>.] - ETA: 0s - loss: 0.2326 - accuracy: 0.8996
291/296 [============================>.] - ETA: 0s - loss: 0.2331 - accuracy: 0.8995
292/296 [============================>.] - ETA: 0s - loss: 0.2327 - accuracy: 0.8998
293/296 [============================>.] - ETA: 0s - loss: 0.2324 - accuracy: 0.9000
294/296 [============================>.] - ETA: 0s - loss: 0.2327 - accuracy: 0.8999
295/296 [============================>.] - ETA: 0s - loss: 0.2326 - accuracy: 0.9000
296/296 [==============================] - 16s 54ms/step - loss: 0.2328 - accuracy: 0.9000

296/296 [==============================] - 17s 59ms/step - loss: 0.2328 - accuracy: 0.9000 - val_loss: 0.2387 - val_accuracy: 0.8909
Epoch 38/50

  1/296 [..............................] - ETA: 15s - loss: 0.2885 - accuracy: 0.8750
  2/296 [..............................] - ETA: 15s - loss: 0.2197 - accuracy: 0.9062
  3/296 [..............................] - ETA: 15s - loss: 0.2326 - accuracy: 0.8958
  4/296 [..............................] - ETA: 15s - loss: 0.2567 - accuracy: 0.8906
  5/296 [..............................] - ETA: 15s - loss: 0.2388 - accuracy: 0.8875
  6/296 [..............................] - ETA: 15s - loss: 0.2351 - accuracy: 0.8854
  7/296 [..............................] - ETA: 15s - loss: 0.2042 - accuracy: 0.9018
  8/296 [..............................] - ETA: 15s - loss: 0.2038 - accuracy: 0.8984
  9/296 [..............................] - ETA: 15s - loss: 0.2015 - accuracy: 0.8958
 10/296 [>.............................] - ETA: 15s - loss: 0.1891 - accuracy: 0.9062
 11/296 [>.............................] - ETA: 15s - loss: 0.1997 - accuracy: 0.8920
 12/296 [>.............................] - ETA: 15s - loss: 0.2028 - accuracy: 0.8906
 13/296 [>.............................] - ETA: 15s - loss: 0.1965 - accuracy: 0.8942
 14/296 [>.............................] - ETA: 15s - loss: 0.1966 - accuracy: 0.8973
 15/296 [>.............................] - ETA: 15s - loss: 0.2123 - accuracy: 0.8875
 16/296 [>.............................] - ETA: 15s - loss: 0.2224 - accuracy: 0.8789
 17/296 [>.............................] - ETA: 15s - loss: 0.2153 - accuracy: 0.8860
 18/296 [>.............................] - ETA: 15s - loss: 0.2119 - accuracy: 0.8924
 19/296 [>.............................] - ETA: 14s - loss: 0.2054 - accuracy: 0.8980
 20/296 [=>............................] - ETA: 14s - loss: 0.2100 - accuracy: 0.9000
 21/296 [=>............................] - ETA: 14s - loss: 0.2062 - accuracy: 0.9018
 22/296 [=>............................] - ETA: 14s - loss: 0.2222 - accuracy: 0.8864
 23/296 [=>............................] - ETA: 14s - loss: 0.2259 - accuracy: 0.8832
 24/296 [=>............................] - ETA: 14s - loss: 0.2270 - accuracy: 0.8828
 25/296 [=>............................] - ETA: 14s - loss: 0.2334 - accuracy: 0.8825
 26/296 [=>............................] - ETA: 14s - loss: 0.2288 - accuracy: 0.8846
 27/296 [=>............................] - ETA: 14s - loss: 0.2257 - accuracy: 0.8866
 28/296 [=>............................] - ETA: 14s - loss: 0.2225 - accuracy: 0.8862
 29/296 [=>............................] - ETA: 14s - loss: 0.2231 - accuracy: 0.8879
 30/296 [==>...........................] - ETA: 14s - loss: 0.2219 - accuracy: 0.8854
 31/296 [==>...........................] - ETA: 14s - loss: 0.2178 - accuracy: 0.8871
 32/296 [==>...........................] - ETA: 14s - loss: 0.2228 - accuracy: 0.8848
 33/296 [==>...........................] - ETA: 14s - loss: 0.2220 - accuracy: 0.8864
 34/296 [==>...........................] - ETA: 14s - loss: 0.2200 - accuracy: 0.8897
 35/296 [==>...........................] - ETA: 14s - loss: 0.2172 - accuracy: 0.8911
 36/296 [==>...........................] - ETA: 14s - loss: 0.2136 - accuracy: 0.8924
 37/296 [==>...........................] - ETA: 14s - loss: 0.2103 - accuracy: 0.8936
 38/296 [==>...........................] - ETA: 14s - loss: 0.2116 - accuracy: 0.8931
 39/296 [==>...........................] - ETA: 14s - loss: 0.2160 - accuracy: 0.8942
 40/296 [===>..........................] - ETA: 14s - loss: 0.2316 - accuracy: 0.8922
 41/296 [===>..........................] - ETA: 14s - loss: 0.2307 - accuracy: 0.8933
 42/296 [===>..........................] - ETA: 14s - loss: 0.2314 - accuracy: 0.8929
 43/296 [===>..........................] - ETA: 13s - loss: 0.2281 - accuracy: 0.8953
 44/296 [===>..........................] - ETA: 13s - loss: 0.2264 - accuracy: 0.8963
 45/296 [===>..........................] - ETA: 13s - loss: 0.2246 - accuracy: 0.8972
 46/296 [===>..........................] - ETA: 13s - loss: 0.2228 - accuracy: 0.8981
 47/296 [===>..........................] - ETA: 13s - loss: 0.2266 - accuracy: 0.8936
 48/296 [===>..........................] - ETA: 13s - loss: 0.2244 - accuracy: 0.8958
 49/296 [===>..........................] - ETA: 13s - loss: 0.2256 - accuracy: 0.8954
 50/296 [====>.........................] - ETA: 13s - loss: 0.2248 - accuracy: 0.8975
 51/296 [====>.........................] - ETA: 13s - loss: 0.2218 - accuracy: 0.8995
 52/296 [====>.........................] - ETA: 13s - loss: 0.2223 - accuracy: 0.8978
 53/296 [====>.........................] - ETA: 13s - loss: 0.2200 - accuracy: 0.8986
 54/296 [====>.........................] - ETA: 13s - loss: 0.2202 - accuracy: 0.8981
 55/296 [====>.........................] - ETA: 13s - loss: 0.2206 - accuracy: 0.8966
 56/296 [====>.........................] - ETA: 13s - loss: 0.2189 - accuracy: 0.8973
 57/296 [====>.........................] - ETA: 13s - loss: 0.2237 - accuracy: 0.8947
 58/296 [====>.........................] - ETA: 13s - loss: 0.2237 - accuracy: 0.8944
 59/296 [====>.........................] - ETA: 13s - loss: 0.2254 - accuracy: 0.8941
 60/296 [=====>........................] - ETA: 13s - loss: 0.2266 - accuracy: 0.8927
 61/296 [=====>........................] - ETA: 13s - loss: 0.2261 - accuracy: 0.8934
 62/296 [=====>........................] - ETA: 13s - loss: 0.2264 - accuracy: 0.8931
 63/296 [=====>........................] - ETA: 13s - loss: 0.2233 - accuracy: 0.8948
 64/296 [=====>........................] - ETA: 13s - loss: 0.2252 - accuracy: 0.8926
 65/296 [=====>........................] - ETA: 12s - loss: 0.2236 - accuracy: 0.8933
 66/296 [=====>........................] - ETA: 12s - loss: 0.2223 - accuracy: 0.8939
 67/296 [=====>........................] - ETA: 12s - loss: 0.2219 - accuracy: 0.8946
 68/296 [=====>........................] - ETA: 12s - loss: 0.2236 - accuracy: 0.8943
 69/296 [=====>........................] - ETA: 12s - loss: 0.2236 - accuracy: 0.8940
 70/296 [======>.......................] - ETA: 12s - loss: 0.2229 - accuracy: 0.8946
 71/296 [======>.......................] - ETA: 12s - loss: 0.2252 - accuracy: 0.8926
 72/296 [======>.......................] - ETA: 12s - loss: 0.2232 - accuracy: 0.8941
 73/296 [======>.......................] - ETA: 12s - loss: 0.2258 - accuracy: 0.8930
 74/296 [======>.......................] - ETA: 12s - loss: 0.2253 - accuracy: 0.8927
 75/296 [======>.......................] - ETA: 12s - loss: 0.2256 - accuracy: 0.8925
 76/296 [======>.......................] - ETA: 12s - loss: 0.2235 - accuracy: 0.8939
 77/296 [======>.......................] - ETA: 12s - loss: 0.2223 - accuracy: 0.8945
 78/296 [======>.......................] - ETA: 12s - loss: 0.2207 - accuracy: 0.8958
 79/296 [=======>......................] - ETA: 12s - loss: 0.2210 - accuracy: 0.8964
 80/296 [=======>......................] - ETA: 12s - loss: 0.2241 - accuracy: 0.8961
 81/296 [=======>......................] - ETA: 12s - loss: 0.2221 - accuracy: 0.8974
 82/296 [=======>......................] - ETA: 12s - loss: 0.2209 - accuracy: 0.8979
 83/296 [=======>......................] - ETA: 12s - loss: 0.2220 - accuracy: 0.8976
 84/296 [=======>......................] - ETA: 12s - loss: 0.2239 - accuracy: 0.8958
 85/296 [=======>......................] - ETA: 12s - loss: 0.2222 - accuracy: 0.8971
 86/296 [=======>......................] - ETA: 12s - loss: 0.2214 - accuracy: 0.8975
 87/296 [=======>......................] - ETA: 11s - loss: 0.2218 - accuracy: 0.8973
 88/296 [=======>......................] - ETA: 11s - loss: 0.2209 - accuracy: 0.8977
 89/296 [========>.....................] - ETA: 11s - loss: 0.2247 - accuracy: 0.8968
 90/296 [========>.....................] - ETA: 11s - loss: 0.2245 - accuracy: 0.8965
 91/296 [========>.....................] - ETA: 11s - loss: 0.2236 - accuracy: 0.8963
 92/296 [========>.....................] - ETA: 11s - loss: 0.2244 - accuracy: 0.8961
 93/296 [========>.....................] - ETA: 11s - loss: 0.2235 - accuracy: 0.8958
 94/296 [========>.....................] - ETA: 11s - loss: 0.2232 - accuracy: 0.8963
 95/296 [========>.....................] - ETA: 11s - loss: 0.2241 - accuracy: 0.8954
 96/296 [========>.....................] - ETA: 11s - loss: 0.2236 - accuracy: 0.8952
 97/296 [========>.....................] - ETA: 11s - loss: 0.2244 - accuracy: 0.8950
 98/296 [========>.....................] - ETA: 11s - loss: 0.2254 - accuracy: 0.8941
 99/296 [=========>....................] - ETA: 11s - loss: 0.2267 - accuracy: 0.8933
100/296 [=========>....................] - ETA: 11s - loss: 0.2259 - accuracy: 0.8938
101/296 [=========>....................] - ETA: 11s - loss: 0.2252 - accuracy: 0.8942
102/296 [=========>....................] - ETA: 11s - loss: 0.2242 - accuracy: 0.8952
103/296 [=========>....................] - ETA: 11s - loss: 0.2239 - accuracy: 0.8950
104/296 [=========>....................] - ETA: 10s - loss: 0.2223 - accuracy: 0.8960
105/296 [=========>....................] - ETA: 10s - loss: 0.2205 - accuracy: 0.8970
106/296 [=========>....................] - ETA: 10s - loss: 0.2211 - accuracy: 0.8968
107/296 [=========>....................] - ETA: 10s - loss: 0.2220 - accuracy: 0.8960
108/296 [=========>....................] - ETA: 10s - loss: 0.2209 - accuracy: 0.8964
109/296 [==========>...................] - ETA: 10s - loss: 0.2204 - accuracy: 0.8968
110/296 [==========>...................] - ETA: 10s - loss: 0.2202 - accuracy: 0.8972
111/296 [==========>...................] - ETA: 10s - loss: 0.2211 - accuracy: 0.8964
112/296 [==========>...................] - ETA: 10s - loss: 0.2203 - accuracy: 0.8968
113/296 [==========>...................] - ETA: 10s - loss: 0.2195 - accuracy: 0.8971
114/296 [==========>...................] - ETA: 10s - loss: 0.2193 - accuracy: 0.8969
115/296 [==========>...................] - ETA: 10s - loss: 0.2218 - accuracy: 0.8957
116/296 [==========>...................] - ETA: 10s - loss: 0.2221 - accuracy: 0.8949
117/296 [==========>...................] - ETA: 10s - loss: 0.2210 - accuracy: 0.8953
118/296 [==========>...................] - ETA: 10s - loss: 0.2222 - accuracy: 0.8951
119/296 [===========>..................] - ETA: 10s - loss: 0.2224 - accuracy: 0.8950
120/296 [===========>..................] - ETA: 10s - loss: 0.2220 - accuracy: 0.8948
121/296 [===========>..................] - ETA: 10s - loss: 0.2206 - accuracy: 0.8957
122/296 [===========>..................] - ETA: 9s - loss: 0.2211 - accuracy: 0.8960 
123/296 [===========>..................] - ETA: 9s - loss: 0.2215 - accuracy: 0.8963
124/296 [===========>..................] - ETA: 9s - loss: 0.2221 - accuracy: 0.8957
125/296 [===========>..................] - ETA: 9s - loss: 0.2221 - accuracy: 0.8955
126/296 [===========>..................] - ETA: 9s - loss: 0.2243 - accuracy: 0.8953
127/296 [===========>..................] - ETA: 9s - loss: 0.2240 - accuracy: 0.8957
128/296 [===========>..................] - ETA: 9s - loss: 0.2233 - accuracy: 0.8960
129/296 [============>.................] - ETA: 9s - loss: 0.2242 - accuracy: 0.8953
130/296 [============>.................] - ETA: 9s - loss: 0.2240 - accuracy: 0.8957
131/296 [============>.................] - ETA: 9s - loss: 0.2235 - accuracy: 0.8965
132/296 [============>.................] - ETA: 9s - loss: 0.2233 - accuracy: 0.8973
133/296 [============>.................] - ETA: 9s - loss: 0.2237 - accuracy: 0.8971
134/296 [============>.................] - ETA: 9s - loss: 0.2229 - accuracy: 0.8974
135/296 [============>.................] - ETA: 9s - loss: 0.2229 - accuracy: 0.8972
136/296 [============>.................] - ETA: 9s - loss: 0.2222 - accuracy: 0.8975
137/296 [============>.................] - ETA: 9s - loss: 0.2216 - accuracy: 0.8978
138/296 [============>.................] - ETA: 9s - loss: 0.2216 - accuracy: 0.8976
139/296 [=============>................] - ETA: 9s - loss: 0.2207 - accuracy: 0.8979
140/296 [=============>................] - ETA: 8s - loss: 0.2200 - accuracy: 0.8982
141/296 [=============>................] - ETA: 8s - loss: 0.2194 - accuracy: 0.8985
142/296 [=============>................] - ETA: 8s - loss: 0.2199 - accuracy: 0.8983
143/296 [=============>................] - ETA: 8s - loss: 0.2214 - accuracy: 0.8977
144/296 [=============>................] - ETA: 8s - loss: 0.2212 - accuracy: 0.8980
145/296 [=============>................] - ETA: 8s - loss: 0.2207 - accuracy: 0.8983
146/296 [=============>................] - ETA: 8s - loss: 0.2203 - accuracy: 0.8985
147/296 [=============>................] - ETA: 8s - loss: 0.2210 - accuracy: 0.8975
148/296 [==============>...............] - ETA: 8s - loss: 0.2215 - accuracy: 0.8974
149/296 [==============>...............] - ETA: 8s - loss: 0.2218 - accuracy: 0.8968
150/296 [==============>...............] - ETA: 8s - loss: 0.2218 - accuracy: 0.8967
151/296 [==============>...............] - ETA: 8s - loss: 0.2252 - accuracy: 0.8953
152/296 [==============>...............] - ETA: 8s - loss: 0.2246 - accuracy: 0.8960
153/296 [==============>...............] - ETA: 8s - loss: 0.2234 - accuracy: 0.8967
154/296 [==============>...............] - ETA: 8s - loss: 0.2230 - accuracy: 0.8969
155/296 [==============>...............] - ETA: 8s - loss: 0.2233 - accuracy: 0.8972
156/296 [==============>...............] - ETA: 8s - loss: 0.2226 - accuracy: 0.8974
157/296 [==============>...............] - ETA: 7s - loss: 0.2231 - accuracy: 0.8969
158/296 [===============>..............] - ETA: 7s - loss: 0.2227 - accuracy: 0.8968
159/296 [===============>..............] - ETA: 7s - loss: 0.2226 - accuracy: 0.8962
160/296 [===============>..............] - ETA: 7s - loss: 0.2220 - accuracy: 0.8965
161/296 [===============>..............] - ETA: 7s - loss: 0.2226 - accuracy: 0.8960
162/296 [===============>..............] - ETA: 7s - loss: 0.2242 - accuracy: 0.8954
163/296 [===============>..............] - ETA: 7s - loss: 0.2248 - accuracy: 0.8953
164/296 [===============>..............] - ETA: 7s - loss: 0.2258 - accuracy: 0.8944
165/296 [===============>..............] - ETA: 7s - loss: 0.2258 - accuracy: 0.8939
166/296 [===============>..............] - ETA: 7s - loss: 0.2259 - accuracy: 0.8938
167/296 [===============>..............] - ETA: 7s - loss: 0.2254 - accuracy: 0.8945
168/296 [================>.............] - ETA: 7s - loss: 0.2247 - accuracy: 0.8947
169/296 [================>.............] - ETA: 7s - loss: 0.2253 - accuracy: 0.8946
170/296 [================>.............] - ETA: 7s - loss: 0.2246 - accuracy: 0.8952
171/296 [================>.............] - ETA: 7s - loss: 0.2239 - accuracy: 0.8955
172/296 [================>.............] - ETA: 7s - loss: 0.2238 - accuracy: 0.8953
173/296 [================>.............] - ETA: 7s - loss: 0.2246 - accuracy: 0.8956
174/296 [================>.............] - ETA: 7s - loss: 0.2247 - accuracy: 0.8951
175/296 [================>.............] - ETA: 6s - loss: 0.2241 - accuracy: 0.8954
176/296 [================>.............] - ETA: 6s - loss: 0.2241 - accuracy: 0.8952
177/296 [================>.............] - ETA: 6s - loss: 0.2233 - accuracy: 0.8958
178/296 [=================>............] - ETA: 6s - loss: 0.2230 - accuracy: 0.8957
179/296 [=================>............] - ETA: 6s - loss: 0.2236 - accuracy: 0.8953
180/296 [=================>............] - ETA: 6s - loss: 0.2235 - accuracy: 0.8958
181/296 [=================>............] - ETA: 6s - loss: 0.2238 - accuracy: 0.8961
182/296 [=================>............] - ETA: 6s - loss: 0.2247 - accuracy: 0.8956
183/296 [=================>............] - ETA: 6s - loss: 0.2242 - accuracy: 0.8958
184/296 [=================>............] - ETA: 6s - loss: 0.2249 - accuracy: 0.8954
185/296 [=================>............] - ETA: 6s - loss: 0.2260 - accuracy: 0.8943
186/296 [=================>............] - ETA: 6s - loss: 0.2253 - accuracy: 0.8948
187/296 [=================>............] - ETA: 6s - loss: 0.2251 - accuracy: 0.8951
188/296 [==================>...........] - ETA: 6s - loss: 0.2244 - accuracy: 0.8956
189/296 [==================>...........] - ETA: 6s - loss: 0.2243 - accuracy: 0.8955
190/296 [==================>...........] - ETA: 6s - loss: 0.2238 - accuracy: 0.8961
191/296 [==================>...........] - ETA: 6s - loss: 0.2237 - accuracy: 0.8959
192/296 [==================>...........] - ETA: 5s - loss: 0.2238 - accuracy: 0.8962
193/296 [==================>...........] - ETA: 5s - loss: 0.2245 - accuracy: 0.8960
194/296 [==================>...........] - ETA: 5s - loss: 0.2246 - accuracy: 0.8956
195/296 [==================>...........] - ETA: 5s - loss: 0.2252 - accuracy: 0.8955
196/296 [==================>...........] - ETA: 5s - loss: 0.2247 - accuracy: 0.8954
197/296 [==================>...........] - ETA: 5s - loss: 0.2247 - accuracy: 0.8953
198/296 [===================>..........] - ETA: 5s - loss: 0.2247 - accuracy: 0.8955
199/296 [===================>..........] - ETA: 5s - loss: 0.2251 - accuracy: 0.8951
200/296 [===================>..........] - ETA: 5s - loss: 0.2249 - accuracy: 0.8950
201/296 [===================>..........] - ETA: 5s - loss: 0.2246 - accuracy: 0.8952
202/296 [===================>..........] - ETA: 5s - loss: 0.2246 - accuracy: 0.8951
203/296 [===================>..........] - ETA: 5s - loss: 0.2248 - accuracy: 0.8950
204/296 [===================>..........] - ETA: 5s - loss: 0.2254 - accuracy: 0.8949
205/296 [===================>..........] - ETA: 5s - loss: 0.2261 - accuracy: 0.8945
206/296 [===================>..........] - ETA: 5s - loss: 0.2263 - accuracy: 0.8947
207/296 [===================>..........] - ETA: 5s - loss: 0.2260 - accuracy: 0.8949
208/296 [====================>.........] - ETA: 5s - loss: 0.2253 - accuracy: 0.8954
209/296 [====================>.........] - ETA: 4s - loss: 0.2247 - accuracy: 0.8956
210/296 [====================>.........] - ETA: 4s - loss: 0.2248 - accuracy: 0.8958
211/296 [====================>.........] - ETA: 4s - loss: 0.2244 - accuracy: 0.8960
212/296 [====================>.........] - ETA: 4s - loss: 0.2236 - accuracy: 0.8965
213/296 [====================>.........] - ETA: 4s - loss: 0.2236 - accuracy: 0.8964
214/296 [====================>.........] - ETA: 4s - loss: 0.2233 - accuracy: 0.8966
215/296 [====================>.........] - ETA: 4s - loss: 0.2239 - accuracy: 0.8962
216/296 [====================>.........] - ETA: 4s - loss: 0.2235 - accuracy: 0.8964
217/296 [====================>.........] - ETA: 4s - loss: 0.2227 - accuracy: 0.8969
218/296 [=====================>........] - ETA: 4s - loss: 0.2222 - accuracy: 0.8971
219/296 [=====================>........] - ETA: 4s - loss: 0.2222 - accuracy: 0.8967
220/296 [=====================>........] - ETA: 4s - loss: 0.2234 - accuracy: 0.8963
221/296 [=====================>........] - ETA: 4s - loss: 0.2244 - accuracy: 0.8956
222/296 [=====================>........] - ETA: 4s - loss: 0.2239 - accuracy: 0.8956
223/296 [=====================>........] - ETA: 4s - loss: 0.2234 - accuracy: 0.8960
224/296 [=====================>........] - ETA: 4s - loss: 0.2235 - accuracy: 0.8959
225/296 [=====================>........] - ETA: 4s - loss: 0.2237 - accuracy: 0.8958
226/296 [=====================>........] - ETA: 4s - loss: 0.2243 - accuracy: 0.8957
227/296 [======================>.......] - ETA: 3s - loss: 0.2242 - accuracy: 0.8956
228/296 [======================>.......] - ETA: 3s - loss: 0.2241 - accuracy: 0.8956
229/296 [======================>.......] - ETA: 3s - loss: 0.2237 - accuracy: 0.8960
230/296 [======================>.......] - ETA: 3s - loss: 0.2236 - accuracy: 0.8962
231/296 [======================>.......] - ETA: 3s - loss: 0.2234 - accuracy: 0.8964
232/296 [======================>.......] - ETA: 3s - loss: 0.2236 - accuracy: 0.8963
233/296 [======================>.......] - ETA: 3s - loss: 0.2233 - accuracy: 0.8962
234/296 [======================>.......] - ETA: 3s - loss: 0.2237 - accuracy: 0.8961
235/296 [======================>.......] - ETA: 3s - loss: 0.2231 - accuracy: 0.8965
236/296 [======================>.......] - ETA: 3s - loss: 0.2228 - accuracy: 0.8967
237/296 [=======================>......] - ETA: 3s - loss: 0.2225 - accuracy: 0.8969
238/296 [=======================>......] - ETA: 3s - loss: 0.2232 - accuracy: 0.8965
239/296 [=======================>......] - ETA: 3s - loss: 0.2246 - accuracy: 0.8962
240/296 [=======================>......] - ETA: 3s - loss: 0.2247 - accuracy: 0.8964
241/296 [=======================>......] - ETA: 3s - loss: 0.2241 - accuracy: 0.8968
242/296 [=======================>......] - ETA: 3s - loss: 0.2235 - accuracy: 0.8970
243/296 [=======================>......] - ETA: 3s - loss: 0.2243 - accuracy: 0.8963
244/296 [=======================>......] - ETA: 3s - loss: 0.2261 - accuracy: 0.8952
245/296 [=======================>......] - ETA: 2s - loss: 0.2263 - accuracy: 0.8949
246/296 [=======================>......] - ETA: 2s - loss: 0.2260 - accuracy: 0.8951
247/296 [========================>.....] - ETA: 2s - loss: 0.2264 - accuracy: 0.8950
248/296 [========================>.....] - ETA: 2s - loss: 0.2263 - accuracy: 0.8954
249/296 [========================>.....] - ETA: 2s - loss: 0.2260 - accuracy: 0.8956
250/296 [========================>.....] - ETA: 2s - loss: 0.2261 - accuracy: 0.8955
251/296 [========================>.....] - ETA: 2s - loss: 0.2259 - accuracy: 0.8954
252/296 [========================>.....] - ETA: 2s - loss: 0.2256 - accuracy: 0.8956
253/296 [========================>.....] - ETA: 2s - loss: 0.2250 - accuracy: 0.8960
254/296 [========================>.....] - ETA: 2s - loss: 0.2245 - accuracy: 0.8962
255/296 [========================>.....] - ETA: 2s - loss: 0.2239 - accuracy: 0.8963
256/296 [========================>.....] - ETA: 2s - loss: 0.2237 - accuracy: 0.8965
257/296 [=========================>....] - ETA: 2s - loss: 0.2241 - accuracy: 0.8964
258/296 [=========================>....] - ETA: 2s - loss: 0.2236 - accuracy: 0.8966
259/296 [=========================>....] - ETA: 2s - loss: 0.2237 - accuracy: 0.8965
260/296 [=========================>....] - ETA: 2s - loss: 0.2238 - accuracy: 0.8962
261/296 [=========================>....] - ETA: 2s - loss: 0.2233 - accuracy: 0.8966
262/296 [=========================>....] - ETA: 1s - loss: 0.2230 - accuracy: 0.8965
263/296 [=========================>....] - ETA: 1s - loss: 0.2225 - accuracy: 0.8969
264/296 [=========================>....] - ETA: 1s - loss: 0.2223 - accuracy: 0.8968
265/296 [=========================>....] - ETA: 1s - loss: 0.2219 - accuracy: 0.8969
266/296 [=========================>....] - ETA: 1s - loss: 0.2215 - accuracy: 0.8971
267/296 [==========================>...] - ETA: 1s - loss: 0.2210 - accuracy: 0.8972
268/296 [==========================>...] - ETA: 1s - loss: 0.2213 - accuracy: 0.8969
269/296 [==========================>...] - ETA: 1s - loss: 0.2210 - accuracy: 0.8971
270/296 [==========================>...] - ETA: 1s - loss: 0.2207 - accuracy: 0.8970
271/296 [==========================>...] - ETA: 1s - loss: 0.2211 - accuracy: 0.8967
272/296 [==========================>...] - ETA: 1s - loss: 0.2211 - accuracy: 0.8964
273/296 [==========================>...] - ETA: 1s - loss: 0.2215 - accuracy: 0.8961
274/296 [==========================>...] - ETA: 1s - loss: 0.2214 - accuracy: 0.8960
275/296 [==========================>...] - ETA: 1s - loss: 0.2219 - accuracy: 0.8957
276/296 [==========================>...] - ETA: 1s - loss: 0.2212 - accuracy: 0.8961
277/296 [===========================>..] - ETA: 1s - loss: 0.2207 - accuracy: 0.8964
278/296 [===========================>..] - ETA: 1s - loss: 0.2208 - accuracy: 0.8961
279/296 [===========================>..] - ETA: 0s - loss: 0.2209 - accuracy: 0.8963
280/296 [===========================>..] - ETA: 0s - loss: 0.2204 - accuracy: 0.8967
281/296 [===========================>..] - ETA: 0s - loss: 0.2201 - accuracy: 0.8970
282/296 [===========================>..] - ETA: 0s - loss: 0.2198 - accuracy: 0.8972
283/296 [===========================>..] - ETA: 0s - loss: 0.2193 - accuracy: 0.8975
284/296 [===========================>..] - ETA: 0s - loss: 0.2192 - accuracy: 0.8977
285/296 [===========================>..] - ETA: 0s - loss: 0.2200 - accuracy: 0.8974
286/296 [===========================>..] - ETA: 0s - loss: 0.2199 - accuracy: 0.8969
287/296 [============================>.] - ETA: 0s - loss: 0.2206 - accuracy: 0.8966
288/296 [============================>.] - ETA: 0s - loss: 0.2209 - accuracy: 0.8965
289/296 [============================>.] - ETA: 0s - loss: 0.2207 - accuracy: 0.8966
290/296 [============================>.] - ETA: 0s - loss: 0.2205 - accuracy: 0.8968
291/296 [============================>.] - ETA: 0s - loss: 0.2206 - accuracy: 0.8969
292/296 [============================>.] - ETA: 0s - loss: 0.2209 - accuracy: 0.8964
293/296 [============================>.] - ETA: 0s - loss: 0.2207 - accuracy: 0.8965
294/296 [============================>.] - ETA: 0s - loss: 0.2207 - accuracy: 0.8965
295/296 [============================>.] - ETA: 0s - loss: 0.2202 - accuracy: 0.8968
296/296 [==============================] - 17s 58ms/step - loss: 0.2202 - accuracy: 0.8966

296/296 [==============================] - 19s 63ms/step - loss: 0.2202 - accuracy: 0.8966 - val_loss: 0.2359 - val_accuracy: 0.8992
Epoch 39/50

  1/296 [..............................] - ETA: 16s - loss: 0.2083 - accuracy: 0.9375
  2/296 [..............................] - ETA: 16s - loss: 0.1979 - accuracy: 0.8750
  3/296 [..............................] - ETA: 17s - loss: 0.3183 - accuracy: 0.8542
  4/296 [..............................] - ETA: 16s - loss: 0.3487 - accuracy: 0.8281
  5/296 [..............................] - ETA: 16s - loss: 0.3565 - accuracy: 0.8250
  6/296 [..............................] - ETA: 16s - loss: 0.3087 - accuracy: 0.8542
  7/296 [..............................] - ETA: 15s - loss: 0.3091 - accuracy: 0.8482
  8/296 [..............................] - ETA: 15s - loss: 0.2900 - accuracy: 0.8594
  9/296 [..............................] - ETA: 15s - loss: 0.2922 - accuracy: 0.8542
 10/296 [>.............................] - ETA: 16s - loss: 0.2765 - accuracy: 0.8687
 11/296 [>.............................] - ETA: 15s - loss: 0.2745 - accuracy: 0.8636
 12/296 [>.............................] - ETA: 15s - loss: 0.2614 - accuracy: 0.8698
 13/296 [>.............................] - ETA: 15s - loss: 0.2629 - accuracy: 0.8606
 14/296 [>.............................] - ETA: 15s - loss: 0.2561 - accuracy: 0.8616
 15/296 [>.............................] - ETA: 15s - loss: 0.2638 - accuracy: 0.8542
 16/296 [>.............................] - ETA: 15s - loss: 0.2657 - accuracy: 0.8555
 17/296 [>.............................] - ETA: 15s - loss: 0.2638 - accuracy: 0.8603
 18/296 [>.............................] - ETA: 15s - loss: 0.2538 - accuracy: 0.8646
 19/296 [>.............................] - ETA: 15s - loss: 0.2594 - accuracy: 0.8618
 20/296 [=>............................] - ETA: 15s - loss: 0.2646 - accuracy: 0.8531
 21/296 [=>............................] - ETA: 15s - loss: 0.2647 - accuracy: 0.8512
 22/296 [=>............................] - ETA: 15s - loss: 0.2591 - accuracy: 0.8551
 23/296 [=>............................] - ETA: 15s - loss: 0.2534 - accuracy: 0.8587
 24/296 [=>............................] - ETA: 15s - loss: 0.2480 - accuracy: 0.8620
 25/296 [=>............................] - ETA: 15s - loss: 0.2467 - accuracy: 0.8625
 26/296 [=>............................] - ETA: 15s - loss: 0.2453 - accuracy: 0.8630
 27/296 [=>............................] - ETA: 15s - loss: 0.2387 - accuracy: 0.8681
 28/296 [=>............................] - ETA: 15s - loss: 0.2358 - accuracy: 0.8705
 29/296 [=>............................] - ETA: 15s - loss: 0.2323 - accuracy: 0.8750
 30/296 [==>...........................] - ETA: 15s - loss: 0.2294 - accuracy: 0.8792
 31/296 [==>...........................] - ETA: 15s - loss: 0.2299 - accuracy: 0.8770
 32/296 [==>...........................] - ETA: 14s - loss: 0.2277 - accuracy: 0.8789
 33/296 [==>...........................] - ETA: 14s - loss: 0.2238 - accuracy: 0.8807
 34/296 [==>...........................] - ETA: 14s - loss: 0.2251 - accuracy: 0.8805
 35/296 [==>...........................] - ETA: 14s - loss: 0.2254 - accuracy: 0.8804
 36/296 [==>...........................] - ETA: 14s - loss: 0.2225 - accuracy: 0.8819
 37/296 [==>...........................] - ETA: 14s - loss: 0.2274 - accuracy: 0.8801
 38/296 [==>...........................] - ETA: 14s - loss: 0.2271 - accuracy: 0.8799
 39/296 [==>...........................] - ETA: 14s - loss: 0.2236 - accuracy: 0.8830
 40/296 [===>..........................] - ETA: 14s - loss: 0.2192 - accuracy: 0.8859
 41/296 [===>..........................] - ETA: 14s - loss: 0.2191 - accuracy: 0.8857
 42/296 [===>..........................] - ETA: 14s - loss: 0.2199 - accuracy: 0.8854
 43/296 [===>..........................] - ETA: 14s - loss: 0.2221 - accuracy: 0.8852
 44/296 [===>..........................] - ETA: 14s - loss: 0.2241 - accuracy: 0.8849
 45/296 [===>..........................] - ETA: 14s - loss: 0.2217 - accuracy: 0.8875
 46/296 [===>..........................] - ETA: 14s - loss: 0.2282 - accuracy: 0.8859
 47/296 [===>..........................] - ETA: 14s - loss: 0.2281 - accuracy: 0.8843
 48/296 [===>..........................] - ETA: 14s - loss: 0.2281 - accuracy: 0.8841
 49/296 [===>..........................] - ETA: 14s - loss: 0.2306 - accuracy: 0.8839
 50/296 [====>.........................] - ETA: 13s - loss: 0.2335 - accuracy: 0.8825
 51/296 [====>.........................] - ETA: 13s - loss: 0.2446 - accuracy: 0.8836
 52/296 [====>.........................] - ETA: 13s - loss: 0.2412 - accuracy: 0.8858
 53/296 [====>.........................] - ETA: 13s - loss: 0.2423 - accuracy: 0.8868
 54/296 [====>.........................] - ETA: 13s - loss: 0.2506 - accuracy: 0.8843
 55/296 [====>.........................] - ETA: 13s - loss: 0.2499 - accuracy: 0.8841
 56/296 [====>.........................] - ETA: 13s - loss: 0.2476 - accuracy: 0.8850
 57/296 [====>.........................] - ETA: 13s - loss: 0.2469 - accuracy: 0.8849
 58/296 [====>.........................] - ETA: 13s - loss: 0.2448 - accuracy: 0.8869
 59/296 [====>.........................] - ETA: 13s - loss: 0.2428 - accuracy: 0.8877
 60/296 [=====>........................] - ETA: 13s - loss: 0.2418 - accuracy: 0.8885
 61/296 [=====>........................] - ETA: 13s - loss: 0.2453 - accuracy: 0.8883
 62/296 [=====>........................] - ETA: 13s - loss: 0.2454 - accuracy: 0.8891
 63/296 [=====>........................] - ETA: 13s - loss: 0.2451 - accuracy: 0.8889
 64/296 [=====>........................] - ETA: 13s - loss: 0.2426 - accuracy: 0.8906
 65/296 [=====>........................] - ETA: 13s - loss: 0.2402 - accuracy: 0.8923
 66/296 [=====>........................] - ETA: 12s - loss: 0.2389 - accuracy: 0.8930
 67/296 [=====>........................] - ETA: 12s - loss: 0.2386 - accuracy: 0.8937
 68/296 [=====>........................] - ETA: 12s - loss: 0.2374 - accuracy: 0.8943
 69/296 [=====>........................] - ETA: 12s - loss: 0.2359 - accuracy: 0.8958
 70/296 [======>.......................] - ETA: 12s - loss: 0.2362 - accuracy: 0.8964
 71/296 [======>.......................] - ETA: 12s - loss: 0.2365 - accuracy: 0.8961
 72/296 [======>.......................] - ETA: 12s - loss: 0.2390 - accuracy: 0.8958
 73/296 [======>.......................] - ETA: 12s - loss: 0.2401 - accuracy: 0.8947
 74/296 [======>.......................] - ETA: 12s - loss: 0.2405 - accuracy: 0.8944
 75/296 [======>.......................] - ETA: 12s - loss: 0.2403 - accuracy: 0.8950
 76/296 [======>.......................] - ETA: 12s - loss: 0.2429 - accuracy: 0.8931
 77/296 [======>.......................] - ETA: 12s - loss: 0.2413 - accuracy: 0.8937
 78/296 [======>.......................] - ETA: 12s - loss: 0.2400 - accuracy: 0.8934
 79/296 [=======>......................] - ETA: 12s - loss: 0.2394 - accuracy: 0.8940
 80/296 [=======>......................] - ETA: 12s - loss: 0.2374 - accuracy: 0.8953
 81/296 [=======>......................] - ETA: 12s - loss: 0.2372 - accuracy: 0.8951
 82/296 [=======>......................] - ETA: 12s - loss: 0.2379 - accuracy: 0.8941
 83/296 [=======>......................] - ETA: 11s - loss: 0.2374 - accuracy: 0.8946
 84/296 [=======>......................] - ETA: 11s - loss: 0.2376 - accuracy: 0.8943
 85/296 [=======>......................] - ETA: 11s - loss: 0.2378 - accuracy: 0.8934
 86/296 [=======>......................] - ETA: 11s - loss: 0.2370 - accuracy: 0.8939
 87/296 [=======>......................] - ETA: 11s - loss: 0.2356 - accuracy: 0.8951
 88/296 [=======>......................] - ETA: 11s - loss: 0.2364 - accuracy: 0.8949
 89/296 [========>.....................] - ETA: 11s - loss: 0.2358 - accuracy: 0.8954
 90/296 [========>.....................] - ETA: 11s - loss: 0.2368 - accuracy: 0.8951
 91/296 [========>.....................] - ETA: 11s - loss: 0.2372 - accuracy: 0.8949
 92/296 [========>.....................] - ETA: 11s - loss: 0.2371 - accuracy: 0.8940
 93/296 [========>.....................] - ETA: 11s - loss: 0.2358 - accuracy: 0.8945
 94/296 [========>.....................] - ETA: 11s - loss: 0.2364 - accuracy: 0.8936
 95/296 [========>.....................] - ETA: 11s - loss: 0.2364 - accuracy: 0.8934
 96/296 [========>.....................] - ETA: 11s - loss: 0.2368 - accuracy: 0.8932
 97/296 [========>.....................] - ETA: 11s - loss: 0.2345 - accuracy: 0.8943
 98/296 [========>.....................] - ETA: 11s - loss: 0.2340 - accuracy: 0.8941
 99/296 [=========>....................] - ETA: 11s - loss: 0.2359 - accuracy: 0.8939
100/296 [=========>....................] - ETA: 10s - loss: 0.2384 - accuracy: 0.8919
101/296 [=========>....................] - ETA: 10s - loss: 0.2394 - accuracy: 0.8917
102/296 [=========>....................] - ETA: 10s - loss: 0.2388 - accuracy: 0.8915
103/296 [=========>....................] - ETA: 10s - loss: 0.2373 - accuracy: 0.8926
104/296 [=========>....................] - ETA: 10s - loss: 0.2387 - accuracy: 0.8918
105/296 [=========>....................] - ETA: 10s - loss: 0.2375 - accuracy: 0.8923
106/296 [=========>....................] - ETA: 10s - loss: 0.2367 - accuracy: 0.8927
107/296 [=========>....................] - ETA: 10s - loss: 0.2357 - accuracy: 0.8937
108/296 [=========>....................] - ETA: 10s - loss: 0.2356 - accuracy: 0.8941
109/296 [==========>...................] - ETA: 10s - loss: 0.2344 - accuracy: 0.8945
110/296 [==========>...................] - ETA: 10s - loss: 0.2349 - accuracy: 0.8943
111/296 [==========>...................] - ETA: 10s - loss: 0.2332 - accuracy: 0.8953
112/296 [==========>...................] - ETA: 10s - loss: 0.2335 - accuracy: 0.8945
113/296 [==========>...................] - ETA: 10s - loss: 0.2337 - accuracy: 0.8938
114/296 [==========>...................] - ETA: 10s - loss: 0.2336 - accuracy: 0.8942
115/296 [==========>...................] - ETA: 10s - loss: 0.2329 - accuracy: 0.8951
116/296 [==========>...................] - ETA: 10s - loss: 0.2319 - accuracy: 0.8960
117/296 [==========>...................] - ETA: 10s - loss: 0.2305 - accuracy: 0.8964
118/296 [==========>...................] - ETA: 9s - loss: 0.2303 - accuracy: 0.8962 
119/296 [===========>..................] - ETA: 9s - loss: 0.2290 - accuracy: 0.8965
120/296 [===========>..................] - ETA: 9s - loss: 0.2292 - accuracy: 0.8958
121/296 [===========>..................] - ETA: 9s - loss: 0.2288 - accuracy: 0.8967
122/296 [===========>..................] - ETA: 9s - loss: 0.2278 - accuracy: 0.8970
123/296 [===========>..................] - ETA: 9s - loss: 0.2285 - accuracy: 0.8968
124/296 [===========>..................] - ETA: 9s - loss: 0.2277 - accuracy: 0.8972
125/296 [===========>..................] - ETA: 9s - loss: 0.2263 - accuracy: 0.8980
126/296 [===========>..................] - ETA: 9s - loss: 0.2256 - accuracy: 0.8983
127/296 [===========>..................] - ETA: 9s - loss: 0.2249 - accuracy: 0.8981
128/296 [===========>..................] - ETA: 9s - loss: 0.2249 - accuracy: 0.8979
129/296 [============>.................] - ETA: 9s - loss: 0.2250 - accuracy: 0.8983
130/296 [============>.................] - ETA: 9s - loss: 0.2242 - accuracy: 0.8986
131/296 [============>.................] - ETA: 9s - loss: 0.2254 - accuracy: 0.8979
132/296 [============>.................] - ETA: 9s - loss: 0.2253 - accuracy: 0.8977
133/296 [============>.................] - ETA: 9s - loss: 0.2254 - accuracy: 0.8976
134/296 [============>.................] - ETA: 9s - loss: 0.2246 - accuracy: 0.8983
135/296 [============>.................] - ETA: 8s - loss: 0.2237 - accuracy: 0.8986
136/296 [============>.................] - ETA: 8s - loss: 0.2244 - accuracy: 0.8975
137/296 [============>.................] - ETA: 8s - loss: 0.2250 - accuracy: 0.8969
138/296 [============>.................] - ETA: 8s - loss: 0.2241 - accuracy: 0.8976
139/296 [=============>................] - ETA: 8s - loss: 0.2227 - accuracy: 0.8984
140/296 [=============>................] - ETA: 8s - loss: 0.2237 - accuracy: 0.8982
141/296 [=============>................] - ETA: 8s - loss: 0.2226 - accuracy: 0.8989
142/296 [=============>................] - ETA: 8s - loss: 0.2225 - accuracy: 0.8988
143/296 [=============>................] - ETA: 8s - loss: 0.2235 - accuracy: 0.8990
144/296 [=============>................] - ETA: 8s - loss: 0.2240 - accuracy: 0.8993
145/296 [=============>................] - ETA: 8s - loss: 0.2244 - accuracy: 0.8983
146/296 [=============>................] - ETA: 8s - loss: 0.2250 - accuracy: 0.8985
147/296 [=============>................] - ETA: 8s - loss: 0.2259 - accuracy: 0.8975
148/296 [==============>...............] - ETA: 8s - loss: 0.2261 - accuracy: 0.8974
149/296 [==============>...............] - ETA: 8s - loss: 0.2248 - accuracy: 0.8981
150/296 [==============>...............] - ETA: 8s - loss: 0.2243 - accuracy: 0.8983
151/296 [==============>...............] - ETA: 8s - loss: 0.2239 - accuracy: 0.8982
152/296 [==============>...............] - ETA: 8s - loss: 0.2231 - accuracy: 0.8984
153/296 [==============>...............] - ETA: 7s - loss: 0.2222 - accuracy: 0.8991
154/296 [==============>...............] - ETA: 7s - loss: 0.2215 - accuracy: 0.8998
155/296 [==============>...............] - ETA: 7s - loss: 0.2225 - accuracy: 0.8988
156/296 [==============>...............] - ETA: 7s - loss: 0.2220 - accuracy: 0.8990
157/296 [==============>...............] - ETA: 7s - loss: 0.2211 - accuracy: 0.8993
158/296 [===============>..............] - ETA: 7s - loss: 0.2207 - accuracy: 0.8995
159/296 [===============>..............] - ETA: 7s - loss: 0.2204 - accuracy: 0.8998
160/296 [===============>..............] - ETA: 7s - loss: 0.2192 - accuracy: 0.9004
161/296 [===============>..............] - ETA: 7s - loss: 0.2197 - accuracy: 0.9002
162/296 [===============>..............] - ETA: 7s - loss: 0.2200 - accuracy: 0.9005
163/296 [===============>..............] - ETA: 7s - loss: 0.2199 - accuracy: 0.9007
164/296 [===============>..............] - ETA: 7s - loss: 0.2215 - accuracy: 0.9002
165/296 [===============>..............] - ETA: 7s - loss: 0.2221 - accuracy: 0.9000
166/296 [===============>..............] - ETA: 7s - loss: 0.2213 - accuracy: 0.9006
167/296 [===============>..............] - ETA: 7s - loss: 0.2208 - accuracy: 0.9012
168/296 [================>.............] - ETA: 7s - loss: 0.2199 - accuracy: 0.9018
169/296 [================>.............] - ETA: 7s - loss: 0.2205 - accuracy: 0.9020
170/296 [================>.............] - ETA: 7s - loss: 0.2210 - accuracy: 0.9018
171/296 [================>.............] - ETA: 6s - loss: 0.2204 - accuracy: 0.9024
172/296 [================>.............] - ETA: 6s - loss: 0.2210 - accuracy: 0.9019
173/296 [================>.............] - ETA: 6s - loss: 0.2201 - accuracy: 0.9025
174/296 [================>.............] - ETA: 6s - loss: 0.2200 - accuracy: 0.9027
175/296 [================>.............] - ETA: 6s - loss: 0.2205 - accuracy: 0.9029
176/296 [================>.............] - ETA: 6s - loss: 0.2205 - accuracy: 0.9027
177/296 [================>.............] - ETA: 6s - loss: 0.2199 - accuracy: 0.9029
178/296 [=================>............] - ETA: 6s - loss: 0.2199 - accuracy: 0.9027
179/296 [=================>............] - ETA: 6s - loss: 0.2193 - accuracy: 0.9033
180/296 [=================>............] - ETA: 6s - loss: 0.2189 - accuracy: 0.9031
181/296 [=================>............] - ETA: 6s - loss: 0.2190 - accuracy: 0.9026
182/296 [=================>............] - ETA: 6s - loss: 0.2201 - accuracy: 0.9021
183/296 [=================>............] - ETA: 6s - loss: 0.2202 - accuracy: 0.9023
184/296 [=================>............] - ETA: 6s - loss: 0.2192 - accuracy: 0.9029
185/296 [=================>............] - ETA: 6s - loss: 0.2189 - accuracy: 0.9027
186/296 [=================>............] - ETA: 6s - loss: 0.2183 - accuracy: 0.9032
187/296 [=================>............] - ETA: 6s - loss: 0.2178 - accuracy: 0.9037
188/296 [==================>...........] - ETA: 6s - loss: 0.2178 - accuracy: 0.9039
189/296 [==================>...........] - ETA: 5s - loss: 0.2175 - accuracy: 0.9041
190/296 [==================>...........] - ETA: 5s - loss: 0.2167 - accuracy: 0.9046
191/296 [==================>...........] - ETA: 5s - loss: 0.2160 - accuracy: 0.9051
192/296 [==================>...........] - ETA: 5s - loss: 0.2159 - accuracy: 0.9053
193/296 [==================>...........] - ETA: 5s - loss: 0.2172 - accuracy: 0.9048
194/296 [==================>...........] - ETA: 5s - loss: 0.2178 - accuracy: 0.9043
195/296 [==================>...........] - ETA: 5s - loss: 0.2170 - accuracy: 0.9045
196/296 [==================>...........] - ETA: 5s - loss: 0.2164 - accuracy: 0.9047
197/296 [==================>...........] - ETA: 5s - loss: 0.2157 - accuracy: 0.9048
198/296 [===================>..........] - ETA: 5s - loss: 0.2153 - accuracy: 0.9050
199/296 [===================>..........] - ETA: 5s - loss: 0.2150 - accuracy: 0.9052
200/296 [===================>..........] - ETA: 5s - loss: 0.2152 - accuracy: 0.9050
201/296 [===================>..........] - ETA: 5s - loss: 0.2161 - accuracy: 0.9042
202/296 [===================>..........] - ETA: 5s - loss: 0.2159 - accuracy: 0.9041
203/296 [===================>..........] - ETA: 5s - loss: 0.2156 - accuracy: 0.9042
204/296 [===================>..........] - ETA: 5s - loss: 0.2170 - accuracy: 0.9038
205/296 [===================>..........] - ETA: 5s - loss: 0.2168 - accuracy: 0.9037
206/296 [===================>..........] - ETA: 4s - loss: 0.2169 - accuracy: 0.9032
207/296 [===================>..........] - ETA: 4s - loss: 0.2178 - accuracy: 0.9025
208/296 [====================>.........] - ETA: 4s - loss: 0.2175 - accuracy: 0.9026
209/296 [====================>.........] - ETA: 4s - loss: 0.2169 - accuracy: 0.9031
210/296 [====================>.........] - ETA: 4s - loss: 0.2164 - accuracy: 0.9036
211/296 [====================>.........] - ETA: 4s - loss: 0.2165 - accuracy: 0.9034
212/296 [====================>.........] - ETA: 4s - loss: 0.2174 - accuracy: 0.9030
213/296 [====================>.........] - ETA: 4s - loss: 0.2177 - accuracy: 0.9029
214/296 [====================>.........] - ETA: 4s - loss: 0.2181 - accuracy: 0.9030
215/296 [====================>.........] - ETA: 4s - loss: 0.2179 - accuracy: 0.9032
216/296 [====================>.........] - ETA: 4s - loss: 0.2177 - accuracy: 0.9034
217/296 [====================>.........] - ETA: 4s - loss: 0.2170 - accuracy: 0.9038
218/296 [=====================>........] - ETA: 4s - loss: 0.2167 - accuracy: 0.9037
219/296 [=====================>........] - ETA: 4s - loss: 0.2166 - accuracy: 0.9038
220/296 [=====================>........] - ETA: 4s - loss: 0.2164 - accuracy: 0.9040
221/296 [=====================>........] - ETA: 4s - loss: 0.2178 - accuracy: 0.9030
222/296 [=====================>........] - ETA: 4s - loss: 0.2173 - accuracy: 0.9034
223/296 [=====================>........] - ETA: 4s - loss: 0.2171 - accuracy: 0.9039
224/296 [=====================>........] - ETA: 3s - loss: 0.2176 - accuracy: 0.9035
225/296 [=====================>........] - ETA: 3s - loss: 0.2180 - accuracy: 0.9033
226/296 [=====================>........] - ETA: 3s - loss: 0.2180 - accuracy: 0.9032
227/296 [======================>.......] - ETA: 3s - loss: 0.2181 - accuracy: 0.9034
228/296 [======================>.......] - ETA: 3s - loss: 0.2175 - accuracy: 0.9038
229/296 [======================>.......] - ETA: 3s - loss: 0.2174 - accuracy: 0.9039
230/296 [======================>.......] - ETA: 3s - loss: 0.2179 - accuracy: 0.9035
231/296 [======================>.......] - ETA: 3s - loss: 0.2176 - accuracy: 0.9037
232/296 [======================>.......] - ETA: 3s - loss: 0.2179 - accuracy: 0.9036
233/296 [======================>.......] - ETA: 3s - loss: 0.2182 - accuracy: 0.9034
234/296 [======================>.......] - ETA: 3s - loss: 0.2201 - accuracy: 0.9028
235/296 [======================>.......] - ETA: 3s - loss: 0.2195 - accuracy: 0.9032
236/296 [======================>.......] - ETA: 3s - loss: 0.2210 - accuracy: 0.9025
237/296 [=======================>......] - ETA: 3s - loss: 0.2204 - accuracy: 0.9027
238/296 [=======================>......] - ETA: 3s - loss: 0.2206 - accuracy: 0.9026
239/296 [=======================>......] - ETA: 3s - loss: 0.2204 - accuracy: 0.9025
240/296 [=======================>......] - ETA: 3s - loss: 0.2202 - accuracy: 0.9023
241/296 [=======================>......] - ETA: 3s - loss: 0.2202 - accuracy: 0.9022
242/296 [=======================>......] - ETA: 2s - loss: 0.2200 - accuracy: 0.9021
243/296 [=======================>......] - ETA: 2s - loss: 0.2203 - accuracy: 0.9020
244/296 [=======================>......] - ETA: 2s - loss: 0.2203 - accuracy: 0.9019
245/296 [=======================>......] - ETA: 2s - loss: 0.2197 - accuracy: 0.9023
246/296 [=======================>......] - ETA: 2s - loss: 0.2206 - accuracy: 0.9024
247/296 [========================>.....] - ETA: 2s - loss: 0.2207 - accuracy: 0.9023
248/296 [========================>.....] - ETA: 2s - loss: 0.2206 - accuracy: 0.9025
249/296 [========================>.....] - ETA: 2s - loss: 0.2201 - accuracy: 0.9026
250/296 [========================>.....] - ETA: 2s - loss: 0.2199 - accuracy: 0.9028
251/296 [========================>.....] - ETA: 2s - loss: 0.2203 - accuracy: 0.9024
252/296 [========================>.....] - ETA: 2s - loss: 0.2200 - accuracy: 0.9025
253/296 [========================>.....] - ETA: 2s - loss: 0.2206 - accuracy: 0.9019
254/296 [========================>.....] - ETA: 2s - loss: 0.2202 - accuracy: 0.9021
255/296 [========================>.....] - ETA: 2s - loss: 0.2215 - accuracy: 0.9012
256/296 [========================>.....] - ETA: 2s - loss: 0.2219 - accuracy: 0.9006
257/296 [=========================>....] - ETA: 2s - loss: 0.2220 - accuracy: 0.9005
258/296 [=========================>....] - ETA: 2s - loss: 0.2217 - accuracy: 0.9009
259/296 [=========================>....] - ETA: 2s - loss: 0.2215 - accuracy: 0.9011
260/296 [=========================>....] - ETA: 1s - loss: 0.2218 - accuracy: 0.9007
261/296 [=========================>....] - ETA: 1s - loss: 0.2215 - accuracy: 0.9009
262/296 [=========================>....] - ETA: 1s - loss: 0.2212 - accuracy: 0.9010
263/296 [=========================>....] - ETA: 1s - loss: 0.2212 - accuracy: 0.9011
264/296 [=========================>....] - ETA: 1s - loss: 0.2219 - accuracy: 0.9003
265/296 [=========================>....] - ETA: 1s - loss: 0.2215 - accuracy: 0.9005
266/296 [=========================>....] - ETA: 1s - loss: 0.2213 - accuracy: 0.9004
267/296 [==========================>...] - ETA: 1s - loss: 0.2209 - accuracy: 0.9007
268/296 [==========================>...] - ETA: 1s - loss: 0.2209 - accuracy: 0.9007
269/296 [==========================>...] - ETA: 1s - loss: 0.2216 - accuracy: 0.9003
270/296 [==========================>...] - ETA: 1s - loss: 0.2218 - accuracy: 0.9002
271/296 [==========================>...] - ETA: 1s - loss: 0.2215 - accuracy: 0.9004
272/296 [==========================>...] - ETA: 1s - loss: 0.2226 - accuracy: 0.9003
273/296 [==========================>...] - ETA: 1s - loss: 0.2222 - accuracy: 0.9006
274/296 [==========================>...] - ETA: 1s - loss: 0.2224 - accuracy: 0.9003
275/296 [==========================>...] - ETA: 1s - loss: 0.2222 - accuracy: 0.9005
276/296 [==========================>...] - ETA: 1s - loss: 0.2218 - accuracy: 0.9006
277/296 [===========================>..] - ETA: 1s - loss: 0.2219 - accuracy: 0.9003
278/296 [===========================>..] - ETA: 0s - loss: 0.2220 - accuracy: 0.9004
279/296 [===========================>..] - ETA: 0s - loss: 0.2219 - accuracy: 0.9003
280/296 [===========================>..] - ETA: 0s - loss: 0.2217 - accuracy: 0.9002
281/296 [===========================>..] - ETA: 0s - loss: 0.2216 - accuracy: 0.9004
282/296 [===========================>..] - ETA: 0s - loss: 0.2215 - accuracy: 0.9003
283/296 [===========================>..] - ETA: 0s - loss: 0.2215 - accuracy: 0.9002
284/296 [===========================>..] - ETA: 0s - loss: 0.2215 - accuracy: 0.9001
285/296 [===========================>..] - ETA: 0s - loss: 0.2218 - accuracy: 0.9000
286/296 [===========================>..] - ETA: 0s - loss: 0.2223 - accuracy: 0.8997
287/296 [============================>.] - ETA: 0s - loss: 0.2221 - accuracy: 0.8998
288/296 [============================>.] - ETA: 0s - loss: 0.2221 - accuracy: 0.9000
289/296 [============================>.] - ETA: 0s - loss: 0.2219 - accuracy: 0.9001
290/296 [============================>.] - ETA: 0s - loss: 0.2218 - accuracy: 0.9002
291/296 [============================>.] - ETA: 0s - loss: 0.2220 - accuracy: 0.9003
292/296 [============================>.] - ETA: 0s - loss: 0.2218 - accuracy: 0.9003
293/296 [============================>.] - ETA: 0s - loss: 0.2218 - accuracy: 0.9002
294/296 [============================>.] - ETA: 0s - loss: 0.2215 - accuracy: 0.9005
295/296 [============================>.] - ETA: 0s - loss: 0.2209 - accuracy: 0.9008
296/296 [==============================] - 16s 55ms/step - loss: 0.2213 - accuracy: 0.9007

296/296 [==============================] - 18s 59ms/step - loss: 0.2213 - accuracy: 0.9007 - val_loss: 0.2314 - val_accuracy: 0.8973

 1/50 [..............................] - ETA: 7s
 6/50 [==>...........................] - ETA: 0s
10/50 [=====>........................] - ETA: 0s
14/50 [=======>......................] - ETA: 0s
18/50 [=========>....................] - ETA: 0s
22/50 [============>.................] - ETA: 0s
26/50 [==============>...............] - ETA: 0s
30/50 [=================>............] - ETA: 0s
34/50 [===================>..........] - ETA: 0s
38/50 [=====================>........] - ETA: 0s
42/50 [========================>.....] - ETA: 0s
46/50 [==========================>...] - ETA: 0s
50/50 [==============================] - 1s 14ms/step

50/50 [==============================] - 1s 14ms/step
Fold 2 Accuracy: 0.1084337 
Processing fold 3 
Epoch 1/50

  1/296 [..............................] - ETA: 5:12 - loss: 0.6924 - accuracy: 0.8750
  2/296 [..............................] - ETA: 15s - loss: 0.6986 - accuracy: 0.8125 
  3/296 [..............................] - ETA: 15s - loss: 0.6767 - accuracy: 0.8125
  4/296 [..............................] - ETA: 16s - loss: 0.6542 - accuracy: 0.8281
  5/296 [..............................] - ETA: 15s - loss: 0.6277 - accuracy: 0.8250
WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0145s vs `on_train_batch_end` time: 0.0393s). Check your callbacks.

  6/296 [..............................] - ETA: 15s - loss: 0.6125 - accuracy: 0.8229
  7/296 [..............................] - ETA: 15s - loss: 0.6322 - accuracy: 0.8036
  8/296 [..............................] - ETA: 15s - loss: 0.6251 - accuracy: 0.7969
  9/296 [..............................] - ETA: 15s - loss: 0.6150 - accuracy: 0.8125
 10/296 [>.............................] - ETA: 15s - loss: 0.6115 - accuracy: 0.8125
 11/296 [>.............................] - ETA: 15s - loss: 0.6130 - accuracy: 0.8011
 12/296 [>.............................] - ETA: 15s - loss: 0.6013 - accuracy: 0.8073
 13/296 [>.............................] - ETA: 15s - loss: 0.5866 - accuracy: 0.8125
 14/296 [>.............................] - ETA: 15s - loss: 0.5719 - accuracy: 0.8170
 15/296 [>.............................] - ETA: 15s - loss: 0.5744 - accuracy: 0.8167
 16/296 [>.............................] - ETA: 15s - loss: 0.5637 - accuracy: 0.8203
 17/296 [>.............................] - ETA: 15s - loss: 0.5528 - accuracy: 0.8235
 18/296 [>.............................] - ETA: 15s - loss: 0.5491 - accuracy: 0.8229
 19/296 [>.............................] - ETA: 15s - loss: 0.5458 - accuracy: 0.8224
 20/296 [=>............................] - ETA: 15s - loss: 0.5434 - accuracy: 0.8219
 21/296 [=>............................] - ETA: 15s - loss: 0.5500 - accuracy: 0.8125
 22/296 [=>............................] - ETA: 15s - loss: 0.5442 - accuracy: 0.8182
 23/296 [=>............................] - ETA: 14s - loss: 0.5426 - accuracy: 0.8179
 24/296 [=>............................] - ETA: 14s - loss: 0.5404 - accuracy: 0.8177
 25/296 [=>............................] - ETA: 14s - loss: 0.5380 - accuracy: 0.8175
 26/296 [=>............................] - ETA: 14s - loss: 0.5275 - accuracy: 0.8221
 27/296 [=>............................] - ETA: 14s - loss: 0.5327 - accuracy: 0.8194
 28/296 [=>............................] - ETA: 14s - loss: 0.5322 - accuracy: 0.8192
 29/296 [=>............................] - ETA: 14s - loss: 0.5268 - accuracy: 0.8211
 30/296 [==>...........................] - ETA: 14s - loss: 0.5182 - accuracy: 0.8250
 31/296 [==>...........................] - ETA: 14s - loss: 0.5206 - accuracy: 0.8226
 32/296 [==>...........................] - ETA: 14s - loss: 0.5163 - accuracy: 0.8242
 33/296 [==>...........................] - ETA: 14s - loss: 0.5206 - accuracy: 0.8201
 34/296 [==>...........................] - ETA: 14s - loss: 0.5240 - accuracy: 0.8162
 35/296 [==>...........................] - ETA: 14s - loss: 0.5217 - accuracy: 0.8179
 36/296 [==>...........................] - ETA: 14s - loss: 0.5258 - accuracy: 0.8125
 37/296 [==>...........................] - ETA: 14s - loss: 0.5246 - accuracy: 0.8142
 38/296 [==>...........................] - ETA: 14s - loss: 0.5258 - accuracy: 0.8125
 39/296 [==>...........................] - ETA: 14s - loss: 0.5295 - accuracy: 0.8077
 40/296 [===>..........................] - ETA: 14s - loss: 0.5303 - accuracy: 0.8062
 41/296 [===>..........................] - ETA: 14s - loss: 0.5284 - accuracy: 0.8079
 42/296 [===>..........................] - ETA: 13s - loss: 0.5243 - accuracy: 0.8110
 43/296 [===>..........................] - ETA: 13s - loss: 0.5212 - accuracy: 0.8125
 44/296 [===>..........................] - ETA: 13s - loss: 0.5233 - accuracy: 0.8111
 45/296 [===>..........................] - ETA: 13s - loss: 0.5289 - accuracy: 0.8083
 46/296 [===>..........................] - ETA: 13s - loss: 0.5307 - accuracy: 0.8071
 47/296 [===>..........................] - ETA: 13s - loss: 0.5315 - accuracy: 0.8059
 48/296 [===>..........................] - ETA: 13s - loss: 0.5334 - accuracy: 0.8034
 49/296 [===>..........................] - ETA: 13s - loss: 0.5350 - accuracy: 0.8010
 50/296 [====>.........................] - ETA: 13s - loss: 0.5360 - accuracy: 0.8000
 51/296 [====>.........................] - ETA: 13s - loss: 0.5378 - accuracy: 0.7978
 52/296 [====>.........................] - ETA: 13s - loss: 0.5377 - accuracy: 0.8005
 53/296 [====>.........................] - ETA: 13s - loss: 0.5379 - accuracy: 0.8019
 54/296 [====>.........................] - ETA: 13s - loss: 0.5377 - accuracy: 0.8032
 55/296 [====>.........................] - ETA: 13s - loss: 0.5369 - accuracy: 0.8045
 56/296 [====>.........................] - ETA: 13s - loss: 0.5354 - accuracy: 0.8058
 57/296 [====>.........................] - ETA: 13s - loss: 0.5359 - accuracy: 0.8048
 58/296 [====>.........................] - ETA: 13s - loss: 0.5296 - accuracy: 0.8082
 59/296 [====>.........................] - ETA: 12s - loss: 0.5247 - accuracy: 0.8104
 60/296 [=====>........................] - ETA: 12s - loss: 0.5230 - accuracy: 0.8115
 61/296 [=====>........................] - ETA: 12s - loss: 0.5184 - accuracy: 0.8135
 62/296 [=====>........................] - ETA: 12s - loss: 0.5142 - accuracy: 0.8155
 63/296 [=====>........................] - ETA: 12s - loss: 0.5139 - accuracy: 0.8165
 64/296 [=====>........................] - ETA: 12s - loss: 0.5129 - accuracy: 0.8174
 65/296 [=====>........................] - ETA: 12s - loss: 0.5189 - accuracy: 0.8154
 66/296 [=====>........................] - ETA: 12s - loss: 0.5200 - accuracy: 0.8144
 67/296 [=====>........................] - ETA: 12s - loss: 0.5196 - accuracy: 0.8144
 68/296 [=====>........................] - ETA: 12s - loss: 0.5191 - accuracy: 0.8153
 69/296 [=====>........................] - ETA: 12s - loss: 0.5186 - accuracy: 0.8170
 70/296 [======>.......................] - ETA: 12s - loss: 0.5201 - accuracy: 0.8152
 71/296 [======>.......................] - ETA: 12s - loss: 0.5225 - accuracy: 0.8116
 72/296 [======>.......................] - ETA: 12s - loss: 0.5235 - accuracy: 0.8108
 73/296 [======>.......................] - ETA: 12s - loss: 0.5239 - accuracy: 0.8108
 74/296 [======>.......................] - ETA: 12s - loss: 0.5247 - accuracy: 0.8100
 75/296 [======>.......................] - ETA: 12s - loss: 0.5253 - accuracy: 0.8092
 76/296 [======>.......................] - ETA: 12s - loss: 0.5257 - accuracy: 0.8084
 77/296 [======>.......................] - ETA: 12s - loss: 0.5253 - accuracy: 0.8084
 78/296 [======>.......................] - ETA: 11s - loss: 0.5268 - accuracy: 0.8069
 79/296 [=======>......................] - ETA: 11s - loss: 0.5251 - accuracy: 0.8078
 80/296 [=======>......................] - ETA: 11s - loss: 0.5244 - accuracy: 0.8078
 81/296 [=======>......................] - ETA: 11s - loss: 0.5276 - accuracy: 0.8056
 82/296 [=======>......................] - ETA: 11s - loss: 0.5302 - accuracy: 0.8034
 83/296 [=======>......................] - ETA: 11s - loss: 0.5313 - accuracy: 0.8020
 84/296 [=======>......................] - ETA: 11s - loss: 0.5302 - accuracy: 0.8028
 85/296 [=======>......................] - ETA: 11s - loss: 0.5301 - accuracy: 0.8029
 86/296 [=======>......................] - ETA: 11s - loss: 0.5299 - accuracy: 0.8031
 87/296 [=======>......................] - ETA: 11s - loss: 0.5308 - accuracy: 0.8017
 88/296 [=======>......................] - ETA: 11s - loss: 0.5316 - accuracy: 0.8004
 89/296 [========>.....................] - ETA: 11s - loss: 0.5319 - accuracy: 0.7999
 90/296 [========>.....................] - ETA: 11s - loss: 0.5333 - accuracy: 0.7979
 91/296 [========>.....................] - ETA: 11s - loss: 0.5324 - accuracy: 0.7988
 92/296 [========>.....................] - ETA: 11s - loss: 0.5332 - accuracy: 0.7976
 93/296 [========>.....................] - ETA: 11s - loss: 0.5327 - accuracy: 0.7977
 94/296 [========>.....................] - ETA: 11s - loss: 0.5297 - accuracy: 0.7999
 95/296 [========>.....................] - ETA: 11s - loss: 0.5277 - accuracy: 0.8007
 96/296 [========>.....................] - ETA: 11s - loss: 0.5298 - accuracy: 0.7995
 97/296 [========>.....................] - ETA: 10s - loss: 0.5318 - accuracy: 0.7983
 98/296 [========>.....................] - ETA: 10s - loss: 0.5313 - accuracy: 0.7985
 99/296 [=========>....................] - ETA: 10s - loss: 0.5297 - accuracy: 0.7992
100/296 [=========>....................] - ETA: 10s - loss: 0.5291 - accuracy: 0.7987
101/296 [=========>....................] - ETA: 10s - loss: 0.5284 - accuracy: 0.7983
102/296 [=========>....................] - ETA: 10s - loss: 0.5289 - accuracy: 0.7972
103/296 [=========>....................] - ETA: 10s - loss: 0.5294 - accuracy: 0.7961
104/296 [=========>....................] - ETA: 10s - loss: 0.5301 - accuracy: 0.7957
105/296 [=========>....................] - ETA: 10s - loss: 0.5295 - accuracy: 0.7976
106/296 [=========>....................] - ETA: 10s - loss: 0.5283 - accuracy: 0.7983
107/296 [=========>....................] - ETA: 10s - loss: 0.5266 - accuracy: 0.7991
108/296 [=========>....................] - ETA: 10s - loss: 0.5236 - accuracy: 0.8003
109/296 [==========>...................] - ETA: 10s - loss: 0.5292 - accuracy: 0.7993
110/296 [==========>...................] - ETA: 10s - loss: 0.5309 - accuracy: 0.7989
111/296 [==========>...................] - ETA: 10s - loss: 0.5320 - accuracy: 0.7984
112/296 [==========>...................] - ETA: 10s - loss: 0.5314 - accuracy: 0.7985
113/296 [==========>...................] - ETA: 10s - loss: 0.5316 - accuracy: 0.7981
114/296 [==========>...................] - ETA: 10s - loss: 0.5324 - accuracy: 0.7971
115/296 [==========>...................] - ETA: 10s - loss: 0.5323 - accuracy: 0.7973
116/296 [==========>...................] - ETA: 9s - loss: 0.5326 - accuracy: 0.7969 
117/296 [==========>...................] - ETA: 9s - loss: 0.5331 - accuracy: 0.7965
118/296 [==========>...................] - ETA: 9s - loss: 0.5333 - accuracy: 0.7966
119/296 [===========>..................] - ETA: 9s - loss: 0.5342 - accuracy: 0.7952
120/296 [===========>..................] - ETA: 9s - loss: 0.5347 - accuracy: 0.7948
121/296 [===========>..................] - ETA: 9s - loss: 0.5354 - accuracy: 0.7939
122/296 [===========>..................] - ETA: 9s - loss: 0.5354 - accuracy: 0.7941
123/296 [===========>..................] - ETA: 9s - loss: 0.5358 - accuracy: 0.7937
124/296 [===========>..................] - ETA: 9s - loss: 0.5361 - accuracy: 0.7933
125/296 [===========>..................] - ETA: 9s - loss: 0.5359 - accuracy: 0.7935
126/296 [===========>..................] - ETA: 9s - loss: 0.5360 - accuracy: 0.7932
127/296 [===========>..................] - ETA: 9s - loss: 0.5364 - accuracy: 0.7923
128/296 [===========>..................] - ETA: 9s - loss: 0.5346 - accuracy: 0.7935
129/296 [============>.................] - ETA: 9s - loss: 0.5343 - accuracy: 0.7936
130/296 [============>.................] - ETA: 9s - loss: 0.5367 - accuracy: 0.7918
131/296 [============>.................] - ETA: 9s - loss: 0.5367 - accuracy: 0.7915
132/296 [============>.................] - ETA: 9s - loss: 0.5371 - accuracy: 0.7907
133/296 [============>.................] - ETA: 9s - loss: 0.5378 - accuracy: 0.7899
134/296 [============>.................] - ETA: 8s - loss: 0.5384 - accuracy: 0.7878
135/296 [============>.................] - ETA: 8s - loss: 0.5389 - accuracy: 0.7866
136/296 [============>.................] - ETA: 8s - loss: 0.5388 - accuracy: 0.7872
137/296 [============>.................] - ETA: 8s - loss: 0.5389 - accuracy: 0.7870
138/296 [============>.................] - ETA: 8s - loss: 0.5391 - accuracy: 0.7867
139/296 [=============>................] - ETA: 8s - loss: 0.5380 - accuracy: 0.7878
140/296 [=============>................] - ETA: 8s - loss: 0.5375 - accuracy: 0.7879
141/296 [=============>................] - ETA: 8s - loss: 0.5392 - accuracy: 0.7872
142/296 [=============>................] - ETA: 8s - loss: 0.5402 - accuracy: 0.7865
143/296 [=============>................] - ETA: 8s - loss: 0.5398 - accuracy: 0.7867
144/296 [=============>................] - ETA: 8s - loss: 0.5395 - accuracy: 0.7869
145/296 [=============>................] - ETA: 8s - loss: 0.5411 - accuracy: 0.7853
146/296 [=============>................] - ETA: 8s - loss: 0.5407 - accuracy: 0.7855
147/296 [=============>................] - ETA: 8s - loss: 0.5408 - accuracy: 0.7849
148/296 [==============>...............] - ETA: 8s - loss: 0.5397 - accuracy: 0.7863
149/296 [==============>...............] - ETA: 8s - loss: 0.5398 - accuracy: 0.7857
150/296 [==============>...............] - ETA: 8s - loss: 0.5393 - accuracy: 0.7858
151/296 [==============>...............] - ETA: 8s - loss: 0.5398 - accuracy: 0.7844
152/296 [==============>...............] - ETA: 7s - loss: 0.5390 - accuracy: 0.7854
153/296 [==============>...............] - ETA: 7s - loss: 0.5386 - accuracy: 0.7855
154/296 [==============>...............] - ETA: 7s - loss: 0.5380 - accuracy: 0.7861
155/296 [==============>...............] - ETA: 7s - loss: 0.5370 - accuracy: 0.7867
156/296 [==============>...............] - ETA: 7s - loss: 0.5360 - accuracy: 0.7869
157/296 [==============>...............] - ETA: 7s - loss: 0.5369 - accuracy: 0.7862
158/296 [===============>..............] - ETA: 7s - loss: 0.5362 - accuracy: 0.7864
159/296 [===============>..............] - ETA: 7s - loss: 0.5344 - accuracy: 0.7873
160/296 [===============>..............] - ETA: 7s - loss: 0.5331 - accuracy: 0.7879
161/296 [===============>..............] - ETA: 7s - loss: 0.5337 - accuracy: 0.7873
162/296 [===============>..............] - ETA: 7s - loss: 0.5328 - accuracy: 0.7874
163/296 [===============>..............] - ETA: 7s - loss: 0.5335 - accuracy: 0.7868
164/296 [===============>..............] - ETA: 7s - loss: 0.5326 - accuracy: 0.7870
165/296 [===============>..............] - ETA: 7s - loss: 0.5326 - accuracy: 0.7871
166/296 [===============>..............] - ETA: 7s - loss: 0.5331 - accuracy: 0.7861
167/296 [===============>..............] - ETA: 7s - loss: 0.5344 - accuracy: 0.7856
168/296 [================>.............] - ETA: 7s - loss: 0.5345 - accuracy: 0.7857
169/296 [================>.............] - ETA: 7s - loss: 0.5341 - accuracy: 0.7855
170/296 [================>.............] - ETA: 6s - loss: 0.5341 - accuracy: 0.7853
171/296 [================>.............] - ETA: 6s - loss: 0.5336 - accuracy: 0.7847
172/296 [================>.............] - ETA: 6s - loss: 0.5332 - accuracy: 0.7845
173/296 [================>.............] - ETA: 6s - loss: 0.5320 - accuracy: 0.7850
174/296 [================>.............] - ETA: 6s - loss: 0.5316 - accuracy: 0.7852
175/296 [================>.............] - ETA: 6s - loss: 0.5313 - accuracy: 0.7850
176/296 [================>.............] - ETA: 6s - loss: 0.5307 - accuracy: 0.7848
177/296 [================>.............] - ETA: 6s - loss: 0.5303 - accuracy: 0.7850
178/296 [=================>............] - ETA: 6s - loss: 0.5305 - accuracy: 0.7844
179/296 [=================>............] - ETA: 6s - loss: 0.5308 - accuracy: 0.7839
180/296 [=================>............] - ETA: 6s - loss: 0.5305 - accuracy: 0.7833
181/296 [=================>............] - ETA: 6s - loss: 0.5303 - accuracy: 0.7831
182/296 [=================>............] - ETA: 6s - loss: 0.5299 - accuracy: 0.7837
183/296 [=================>............] - ETA: 6s - loss: 0.5297 - accuracy: 0.7831
184/296 [=================>............] - ETA: 6s - loss: 0.5297 - accuracy: 0.7826
185/296 [=================>............] - ETA: 6s - loss: 0.5288 - accuracy: 0.7831
186/296 [=================>............] - ETA: 6s - loss: 0.5280 - accuracy: 0.7836
187/296 [=================>............] - ETA: 6s - loss: 0.5281 - accuracy: 0.7834
188/296 [==================>...........] - ETA: 5s - loss: 0.5272 - accuracy: 0.7839
189/296 [==================>...........] - ETA: 5s - loss: 0.5273 - accuracy: 0.7834
190/296 [==================>...........] - ETA: 5s - loss: 0.5266 - accuracy: 0.7836
191/296 [==================>...........] - ETA: 5s - loss: 0.5265 - accuracy: 0.7830
192/296 [==================>...........] - ETA: 5s - loss: 0.5250 - accuracy: 0.7835
193/296 [==================>...........] - ETA: 5s - loss: 0.5238 - accuracy: 0.7840
194/296 [==================>...........] - ETA: 5s - loss: 0.5226 - accuracy: 0.7845
195/296 [==================>...........] - ETA: 5s - loss: 0.5226 - accuracy: 0.7843
196/296 [==================>...........] - ETA: 5s - loss: 0.5213 - accuracy: 0.7844
197/296 [==================>...........] - ETA: 5s - loss: 0.5198 - accuracy: 0.7846
198/296 [===================>..........] - ETA: 5s - loss: 0.5207 - accuracy: 0.7841
199/296 [===================>..........] - ETA: 5s - loss: 0.5208 - accuracy: 0.7839
200/296 [===================>..........] - ETA: 5s - loss: 0.5201 - accuracy: 0.7837
201/296 [===================>..........] - ETA: 5s - loss: 0.5195 - accuracy: 0.7845
202/296 [===================>..........] - ETA: 5s - loss: 0.5194 - accuracy: 0.7840
203/296 [===================>..........] - ETA: 5s - loss: 0.5189 - accuracy: 0.7845
204/296 [===================>..........] - ETA: 5s - loss: 0.5182 - accuracy: 0.7846
205/296 [===================>..........] - ETA: 5s - loss: 0.5189 - accuracy: 0.7848
206/296 [===================>..........] - ETA: 4s - loss: 0.5190 - accuracy: 0.7843
207/296 [===================>..........] - ETA: 4s - loss: 0.5181 - accuracy: 0.7844
208/296 [====================>.........] - ETA: 4s - loss: 0.5193 - accuracy: 0.7837
209/296 [====================>.........] - ETA: 4s - loss: 0.5191 - accuracy: 0.7835
210/296 [====================>.........] - ETA: 4s - loss: 0.5186 - accuracy: 0.7833
211/296 [====================>.........] - ETA: 4s - loss: 0.5194 - accuracy: 0.7820
212/296 [====================>.........] - ETA: 4s - loss: 0.5201 - accuracy: 0.7812
213/296 [====================>.........] - ETA: 4s - loss: 0.5205 - accuracy: 0.7802
214/296 [====================>.........] - ETA: 4s - loss: 0.5200 - accuracy: 0.7804
215/296 [====================>.........] - ETA: 4s - loss: 0.5199 - accuracy: 0.7802
216/296 [====================>.........] - ETA: 4s - loss: 0.5193 - accuracy: 0.7810
217/296 [====================>.........] - ETA: 4s - loss: 0.5179 - accuracy: 0.7817
218/296 [=====================>........] - ETA: 4s - loss: 0.5181 - accuracy: 0.7812
219/296 [=====================>........] - ETA: 4s - loss: 0.5177 - accuracy: 0.7811
220/296 [=====================>........] - ETA: 4s - loss: 0.5186 - accuracy: 0.7807
221/296 [=====================>........] - ETA: 4s - loss: 0.5185 - accuracy: 0.7803
222/296 [=====================>........] - ETA: 4s - loss: 0.5186 - accuracy: 0.7798
223/296 [=====================>........] - ETA: 4s - loss: 0.5180 - accuracy: 0.7797
224/296 [=====================>........] - ETA: 3s - loss: 0.5179 - accuracy: 0.7790
225/296 [=====================>........] - ETA: 3s - loss: 0.5183 - accuracy: 0.7789
226/296 [=====================>........] - ETA: 3s - loss: 0.5184 - accuracy: 0.7782
227/296 [======================>.......] - ETA: 3s - loss: 0.5181 - accuracy: 0.7781
228/296 [======================>.......] - ETA: 3s - loss: 0.5179 - accuracy: 0.7780
229/296 [======================>.......] - ETA: 3s - loss: 0.5182 - accuracy: 0.7781
230/296 [======================>.......] - ETA: 3s - loss: 0.5174 - accuracy: 0.7785
231/296 [======================>.......] - ETA: 3s - loss: 0.5169 - accuracy: 0.7779
232/296 [======================>.......] - ETA: 3s - loss: 0.5156 - accuracy: 0.7788
233/296 [======================>.......] - ETA: 3s - loss: 0.5150 - accuracy: 0.7790
234/296 [======================>.......] - ETA: 3s - loss: 0.5147 - accuracy: 0.7788
235/296 [======================>.......] - ETA: 3s - loss: 0.5132 - accuracy: 0.7795
236/296 [======================>.......] - ETA: 3s - loss: 0.5149 - accuracy: 0.7783
237/296 [=======================>......] - ETA: 3s - loss: 0.5140 - accuracy: 0.7785
238/296 [=======================>......] - ETA: 3s - loss: 0.5137 - accuracy: 0.7781
239/296 [=======================>......] - ETA: 3s - loss: 0.5127 - accuracy: 0.7785
240/296 [=======================>......] - ETA: 3s - loss: 0.5117 - accuracy: 0.7792
241/296 [=======================>......] - ETA: 3s - loss: 0.5119 - accuracy: 0.7780
242/296 [=======================>......] - ETA: 2s - loss: 0.5110 - accuracy: 0.7782
243/296 [=======================>......] - ETA: 2s - loss: 0.5101 - accuracy: 0.7780
244/296 [=======================>......] - ETA: 2s - loss: 0.5109 - accuracy: 0.7779
245/296 [=======================>......] - ETA: 2s - loss: 0.5099 - accuracy: 0.7783
246/296 [=======================>......] - ETA: 2s - loss: 0.5104 - accuracy: 0.7782
247/296 [========================>.....] - ETA: 2s - loss: 0.5102 - accuracy: 0.7778
248/296 [========================>.....] - ETA: 2s - loss: 0.5098 - accuracy: 0.7777
249/296 [========================>.....] - ETA: 2s - loss: 0.5093 - accuracy: 0.7776
250/296 [========================>.....] - ETA: 2s - loss: 0.5091 - accuracy: 0.7772
251/296 [========================>.....] - ETA: 2s - loss: 0.5080 - accuracy: 0.7781
252/296 [========================>.....] - ETA: 2s - loss: 0.5080 - accuracy: 0.7785
253/296 [========================>.....] - ETA: 2s - loss: 0.5070 - accuracy: 0.7787
254/296 [========================>.....] - ETA: 2s - loss: 0.5056 - accuracy: 0.7793
255/296 [========================>.....] - ETA: 2s - loss: 0.5082 - accuracy: 0.7787
256/296 [========================>.....] - ETA: 2s - loss: 0.5071 - accuracy: 0.7791
257/296 [=========================>....] - ETA: 2s - loss: 0.5078 - accuracy: 0.7785
258/296 [=========================>....] - ETA: 2s - loss: 0.5083 - accuracy: 0.7776
259/296 [=========================>....] - ETA: 2s - loss: 0.5084 - accuracy: 0.7775
260/296 [=========================>....] - ETA: 1s - loss: 0.5080 - accuracy: 0.7779
261/296 [=========================>....] - ETA: 1s - loss: 0.5086 - accuracy: 0.7771
262/296 [=========================>....] - ETA: 1s - loss: 0.5085 - accuracy: 0.7774
263/296 [=========================>....] - ETA: 1s - loss: 0.5086 - accuracy: 0.7776
264/296 [=========================>....] - ETA: 1s - loss: 0.5085 - accuracy: 0.7784
265/296 [=========================>....] - ETA: 1s - loss: 0.5087 - accuracy: 0.7785
266/296 [=========================>....] - ETA: 1s - loss: 0.5089 - accuracy: 0.7784
267/296 [==========================>...] - ETA: 1s - loss: 0.5091 - accuracy: 0.7781
268/296 [==========================>...] - ETA: 1s - loss: 0.5094 - accuracy: 0.7782
269/296 [==========================>...] - ETA: 1s - loss: 0.5094 - accuracy: 0.7783
270/296 [==========================>...] - ETA: 1s - loss: 0.5090 - accuracy: 0.7789
271/296 [==========================>...] - ETA: 1s - loss: 0.5088 - accuracy: 0.7788
272/296 [==========================>...] - ETA: 1s - loss: 0.5092 - accuracy: 0.7785
273/296 [==========================>...] - ETA: 1s - loss: 0.5099 - accuracy: 0.7772
274/296 [==========================>...] - ETA: 1s - loss: 0.5103 - accuracy: 0.7769
275/296 [==========================>...] - ETA: 1s - loss: 0.5104 - accuracy: 0.7764
276/296 [==========================>...] - ETA: 1s - loss: 0.5101 - accuracy: 0.7765
277/296 [===========================>..] - ETA: 1s - loss: 0.5100 - accuracy: 0.7766
278/296 [===========================>..] - ETA: 0s - loss: 0.5101 - accuracy: 0.7763
279/296 [===========================>..] - ETA: 0s - loss: 0.5099 - accuracy: 0.7764
280/296 [===========================>..] - ETA: 0s - loss: 0.5091 - accuracy: 0.7770
281/296 [===========================>..] - ETA: 0s - loss: 0.5086 - accuracy: 0.7774
282/296 [===========================>..] - ETA: 0s - loss: 0.5074 - accuracy: 0.7779
283/296 [===========================>..] - ETA: 0s - loss: 0.5069 - accuracy: 0.7778
284/296 [===========================>..] - ETA: 0s - loss: 0.5073 - accuracy: 0.7775
285/296 [===========================>..] - ETA: 0s - loss: 0.5080 - accuracy: 0.7770
286/296 [===========================>..] - ETA: 0s - loss: 0.5075 - accuracy: 0.7771
287/296 [============================>.] - ETA: 0s - loss: 0.5069 - accuracy: 0.7772
288/296 [============================>.] - ETA: 0s - loss: 0.5068 - accuracy: 0.7771
289/296 [============================>.] - ETA: 0s - loss: 0.5067 - accuracy: 0.7768
290/296 [============================>.] - ETA: 0s - loss: 0.5066 - accuracy: 0.7769
291/296 [============================>.] - ETA: 0s - loss: 0.5067 - accuracy: 0.7766
292/296 [============================>.] - ETA: 0s - loss: 0.5063 - accuracy: 0.7765
293/296 [============================>.] - ETA: 0s - loss: 0.5064 - accuracy: 0.7767
294/296 [============================>.] - ETA: 0s - loss: 0.5063 - accuracy: 0.7766
295/296 [============================>.] - ETA: 0s - loss: 0.5055 - accuracy: 0.7769
296/296 [==============================] - 17s 56ms/step - loss: 0.5056 - accuracy: 0.7770

296/296 [==============================] - 19s 62ms/step - loss: 0.5056 - accuracy: 0.7770 - val_loss: 0.4497 - val_accuracy: 0.8148
Epoch 2/50

  1/296 [..............................] - ETA: 14s - loss: 0.6402 - accuracy: 0.8750
  2/296 [..............................] - ETA: 15s - loss: 0.5769 - accuracy: 0.7812
  3/296 [..............................] - ETA: 15s - loss: 0.4485 - accuracy: 0.8333
  4/296 [..............................] - ETA: 15s - loss: 0.4651 - accuracy: 0.8281
  5/296 [..............................] - ETA: 15s - loss: 0.4971 - accuracy: 0.8250
  6/296 [..............................] - ETA: 15s - loss: 0.4611 - accuracy: 0.8333
  7/296 [..............................] - ETA: 15s - loss: 0.4627 - accuracy: 0.8393
  8/296 [..............................] - ETA: 15s - loss: 0.4925 - accuracy: 0.8281
  9/296 [..............................] - ETA: 15s - loss: 0.4816 - accuracy: 0.8333
 10/296 [>.............................] - ETA: 15s - loss: 0.5255 - accuracy: 0.8062
 11/296 [>.............................] - ETA: 15s - loss: 0.5224 - accuracy: 0.8068
 12/296 [>.............................] - ETA: 15s - loss: 0.5136 - accuracy: 0.8125
 13/296 [>.............................] - ETA: 15s - loss: 0.5294 - accuracy: 0.7933
 14/296 [>.............................] - ETA: 15s - loss: 0.5243 - accuracy: 0.7902
 15/296 [>.............................] - ETA: 15s - loss: 0.5172 - accuracy: 0.8000
 16/296 [>.............................] - ETA: 15s - loss: 0.5171 - accuracy: 0.7969
 17/296 [>.............................] - ETA: 15s - loss: 0.5223 - accuracy: 0.7904
 18/296 [>.............................] - ETA: 15s - loss: 0.5224 - accuracy: 0.7917
 19/296 [>.............................] - ETA: 15s - loss: 0.5228 - accuracy: 0.7928
 20/296 [=>............................] - ETA: 15s - loss: 0.5277 - accuracy: 0.7812
 21/296 [=>............................] - ETA: 15s - loss: 0.5287 - accuracy: 0.7768
 22/296 [=>............................] - ETA: 15s - loss: 0.5245 - accuracy: 0.7784
 23/296 [=>............................] - ETA: 15s - loss: 0.5268 - accuracy: 0.7772
 24/296 [=>............................] - ETA: 15s - loss: 0.5265 - accuracy: 0.7760
 25/296 [=>............................] - ETA: 15s - loss: 0.5302 - accuracy: 0.7725
 26/296 [=>............................] - ETA: 15s - loss: 0.5251 - accuracy: 0.7764
 27/296 [=>............................] - ETA: 15s - loss: 0.5278 - accuracy: 0.7755
 28/296 [=>............................] - ETA: 15s - loss: 0.5239 - accuracy: 0.7746
 29/296 [=>............................] - ETA: 15s - loss: 0.5143 - accuracy: 0.7823
 30/296 [==>...........................] - ETA: 14s - loss: 0.5126 - accuracy: 0.7792
 31/296 [==>...........................] - ETA: 14s - loss: 0.5224 - accuracy: 0.7742
 32/296 [==>...........................] - ETA: 14s - loss: 0.5139 - accuracy: 0.7773
 33/296 [==>...........................] - ETA: 14s - loss: 0.5078 - accuracy: 0.7803
 34/296 [==>...........................] - ETA: 14s - loss: 0.5053 - accuracy: 0.7794
 35/296 [==>...........................] - ETA: 14s - loss: 0.5120 - accuracy: 0.7750
 36/296 [==>...........................] - ETA: 14s - loss: 0.5114 - accuracy: 0.7708
 37/296 [==>...........................] - ETA: 14s - loss: 0.5090 - accuracy: 0.7736
 38/296 [==>...........................] - ETA: 14s - loss: 0.5087 - accuracy: 0.7730
 39/296 [==>...........................] - ETA: 14s - loss: 0.5063 - accuracy: 0.7724
 40/296 [===>..........................] - ETA: 14s - loss: 0.5073 - accuracy: 0.7688
 41/296 [===>..........................] - ETA: 14s - loss: 0.5091 - accuracy: 0.7668
 42/296 [===>..........................] - ETA: 14s - loss: 0.5076 - accuracy: 0.7693
 43/296 [===>..........................] - ETA: 14s - loss: 0.5023 - accuracy: 0.7718
 44/296 [===>..........................] - ETA: 14s - loss: 0.5078 - accuracy: 0.7642
 45/296 [===>..........................] - ETA: 14s - loss: 0.5018 - accuracy: 0.7653
 46/296 [===>..........................] - ETA: 13s - loss: 0.4999 - accuracy: 0.7663
 47/296 [===>..........................] - ETA: 13s - loss: 0.5024 - accuracy: 0.7660
 48/296 [===>..........................] - ETA: 13s - loss: 0.5002 - accuracy: 0.7669
 49/296 [===>..........................] - ETA: 13s - loss: 0.4949 - accuracy: 0.7691
 50/296 [====>.........................] - ETA: 13s - loss: 0.4938 - accuracy: 0.7688
 51/296 [====>.........................] - ETA: 13s - loss: 0.4890 - accuracy: 0.7708
 52/296 [====>.........................] - ETA: 13s - loss: 0.4913 - accuracy: 0.7692
 53/296 [====>.........................] - ETA: 13s - loss: 0.4892 - accuracy: 0.7689
 54/296 [====>.........................] - ETA: 13s - loss: 0.4947 - accuracy: 0.7650
 55/296 [====>.........................] - ETA: 13s - loss: 0.4922 - accuracy: 0.7670
 56/296 [====>.........................] - ETA: 13s - loss: 0.4945 - accuracy: 0.7667
 57/296 [====>.........................] - ETA: 13s - loss: 0.4914 - accuracy: 0.7686
 58/296 [====>.........................] - ETA: 13s - loss: 0.4915 - accuracy: 0.7683
 59/296 [====>.........................] - ETA: 13s - loss: 0.4898 - accuracy: 0.7680
 60/296 [=====>........................] - ETA: 13s - loss: 0.4893 - accuracy: 0.7677
 61/296 [=====>........................] - ETA: 13s - loss: 0.4896 - accuracy: 0.7674
 62/296 [=====>........................] - ETA: 13s - loss: 0.4898 - accuracy: 0.7661
 63/296 [=====>........................] - ETA: 12s - loss: 0.4950 - accuracy: 0.7629
 64/296 [=====>........................] - ETA: 12s - loss: 0.4926 - accuracy: 0.7656
 65/296 [=====>........................] - ETA: 12s - loss: 0.4923 - accuracy: 0.7644
 66/296 [=====>........................] - ETA: 12s - loss: 0.4914 - accuracy: 0.7642
 67/296 [=====>........................] - ETA: 12s - loss: 0.4871 - accuracy: 0.7677
 68/296 [=====>........................] - ETA: 12s - loss: 0.4862 - accuracy: 0.7665
 69/296 [=====>........................] - ETA: 12s - loss: 0.4845 - accuracy: 0.7663
 70/296 [======>.......................] - ETA: 12s - loss: 0.4831 - accuracy: 0.7670
 71/296 [======>.......................] - ETA: 12s - loss: 0.4805 - accuracy: 0.7694
 72/296 [======>.......................] - ETA: 12s - loss: 0.4800 - accuracy: 0.7700
 73/296 [======>.......................] - ETA: 12s - loss: 0.4791 - accuracy: 0.7714
 74/296 [======>.......................] - ETA: 12s - loss: 0.4809 - accuracy: 0.7711
 75/296 [======>.......................] - ETA: 12s - loss: 0.4823 - accuracy: 0.7708
 76/296 [======>.......................] - ETA: 12s - loss: 0.4817 - accuracy: 0.7706
 77/296 [======>.......................] - ETA: 12s - loss: 0.4813 - accuracy: 0.7711
 78/296 [======>.......................] - ETA: 12s - loss: 0.4783 - accuracy: 0.7740
 79/296 [=======>......................] - ETA: 12s - loss: 0.4788 - accuracy: 0.7729
 80/296 [=======>......................] - ETA: 12s - loss: 0.4799 - accuracy: 0.7711
 81/296 [=======>......................] - ETA: 11s - loss: 0.4782 - accuracy: 0.7724
 82/296 [=======>......................] - ETA: 11s - loss: 0.4781 - accuracy: 0.7713
 83/296 [=======>......................] - ETA: 11s - loss: 0.4749 - accuracy: 0.7733
 84/296 [=======>......................] - ETA: 11s - loss: 0.4752 - accuracy: 0.7731
 85/296 [=======>......................] - ETA: 11s - loss: 0.4745 - accuracy: 0.7735
 86/296 [=======>......................] - ETA: 11s - loss: 0.4739 - accuracy: 0.7725
 87/296 [=======>......................] - ETA: 11s - loss: 0.4731 - accuracy: 0.7737
 88/296 [=======>......................] - ETA: 11s - loss: 0.4724 - accuracy: 0.7749
 89/296 [========>.....................] - ETA: 11s - loss: 0.4697 - accuracy: 0.7760
 90/296 [========>.....................] - ETA: 11s - loss: 0.4688 - accuracy: 0.7764
 91/296 [========>.....................] - ETA: 11s - loss: 0.4682 - accuracy: 0.7768
 92/296 [========>.....................] - ETA: 11s - loss: 0.4675 - accuracy: 0.7765
 93/296 [========>.....................] - ETA: 11s - loss: 0.4650 - accuracy: 0.7776
 94/296 [========>.....................] - ETA: 11s - loss: 0.4689 - accuracy: 0.7753
 95/296 [========>.....................] - ETA: 11s - loss: 0.4668 - accuracy: 0.7770
 96/296 [========>.....................] - ETA: 11s - loss: 0.4659 - accuracy: 0.7767
 97/296 [========>.....................] - ETA: 11s - loss: 0.4665 - accuracy: 0.7777
 98/296 [========>.....................] - ETA: 11s - loss: 0.4660 - accuracy: 0.7774
 99/296 [=========>....................] - ETA: 10s - loss: 0.4646 - accuracy: 0.7784
100/296 [=========>....................] - ETA: 10s - loss: 0.4636 - accuracy: 0.7788
101/296 [=========>....................] - ETA: 10s - loss: 0.4629 - accuracy: 0.7785
102/296 [=========>....................] - ETA: 10s - loss: 0.4634 - accuracy: 0.7782
103/296 [=========>....................] - ETA: 10s - loss: 0.4631 - accuracy: 0.7779
104/296 [=========>....................] - ETA: 10s - loss: 0.4611 - accuracy: 0.7788
105/296 [=========>....................] - ETA: 10s - loss: 0.4610 - accuracy: 0.7786
106/296 [=========>....................] - ETA: 10s - loss: 0.4608 - accuracy: 0.7783
107/296 [=========>....................] - ETA: 10s - loss: 0.4585 - accuracy: 0.7792
108/296 [=========>....................] - ETA: 10s - loss: 0.4562 - accuracy: 0.7807
109/296 [==========>...................] - ETA: 10s - loss: 0.4570 - accuracy: 0.7810
110/296 [==========>...................] - ETA: 10s - loss: 0.4548 - accuracy: 0.7824
111/296 [==========>...................] - ETA: 10s - loss: 0.4530 - accuracy: 0.7832
112/296 [==========>...................] - ETA: 10s - loss: 0.4533 - accuracy: 0.7829
113/296 [==========>...................] - ETA: 10s - loss: 0.4546 - accuracy: 0.7821
114/296 [==========>...................] - ETA: 10s - loss: 0.4566 - accuracy: 0.7807
115/296 [==========>...................] - ETA: 10s - loss: 0.4552 - accuracy: 0.7804
116/296 [==========>...................] - ETA: 10s - loss: 0.4537 - accuracy: 0.7812
117/296 [==========>...................] - ETA: 10s - loss: 0.4536 - accuracy: 0.7804
118/296 [==========>...................] - ETA: 9s - loss: 0.4537 - accuracy: 0.7807 
119/296 [===========>..................] - ETA: 9s - loss: 0.4534 - accuracy: 0.7810
120/296 [===========>..................] - ETA: 9s - loss: 0.4530 - accuracy: 0.7818
121/296 [===========>..................] - ETA: 9s - loss: 0.4529 - accuracy: 0.7810
122/296 [===========>..................] - ETA: 9s - loss: 0.4532 - accuracy: 0.7807
123/296 [===========>..................] - ETA: 9s - loss: 0.4537 - accuracy: 0.7800
124/296 [===========>..................] - ETA: 9s - loss: 0.4537 - accuracy: 0.7797
125/296 [===========>..................] - ETA: 9s - loss: 0.4548 - accuracy: 0.7800
126/296 [===========>..................] - ETA: 9s - loss: 0.4538 - accuracy: 0.7808
127/296 [===========>..................] - ETA: 9s - loss: 0.4525 - accuracy: 0.7815
128/296 [===========>..................] - ETA: 9s - loss: 0.4531 - accuracy: 0.7817
129/296 [============>.................] - ETA: 9s - loss: 0.4521 - accuracy: 0.7820
130/296 [============>.................] - ETA: 9s - loss: 0.4512 - accuracy: 0.7832
131/296 [============>.................] - ETA: 9s - loss: 0.4489 - accuracy: 0.7848
132/296 [============>.................] - ETA: 9s - loss: 0.4487 - accuracy: 0.7855
133/296 [============>.................] - ETA: 9s - loss: 0.4491 - accuracy: 0.7852
134/296 [============>.................] - ETA: 9s - loss: 0.4494 - accuracy: 0.7854
135/296 [============>.................] - ETA: 8s - loss: 0.4491 - accuracy: 0.7856
136/296 [============>.................] - ETA: 8s - loss: 0.4503 - accuracy: 0.7858
137/296 [============>.................] - ETA: 8s - loss: 0.4518 - accuracy: 0.7856
138/296 [============>.................] - ETA: 8s - loss: 0.4524 - accuracy: 0.7853
139/296 [=============>................] - ETA: 8s - loss: 0.4541 - accuracy: 0.7846
140/296 [=============>................] - ETA: 8s - loss: 0.4550 - accuracy: 0.7839
141/296 [=============>................] - ETA: 8s - loss: 0.4542 - accuracy: 0.7846
142/296 [=============>................] - ETA: 8s - loss: 0.4546 - accuracy: 0.7843
143/296 [=============>................] - ETA: 8s - loss: 0.4555 - accuracy: 0.7828
144/296 [=============>................] - ETA: 8s - loss: 0.4557 - accuracy: 0.7834
145/296 [=============>................] - ETA: 8s - loss: 0.4568 - accuracy: 0.7819
146/296 [=============>................] - ETA: 8s - loss: 0.4570 - accuracy: 0.7825
147/296 [=============>................] - ETA: 8s - loss: 0.4573 - accuracy: 0.7823
148/296 [==============>...............] - ETA: 8s - loss: 0.4576 - accuracy: 0.7829
149/296 [==============>...............] - ETA: 8s - loss: 0.4568 - accuracy: 0.7840
150/296 [==============>...............] - ETA: 8s - loss: 0.4565 - accuracy: 0.7850
151/296 [==============>...............] - ETA: 8s - loss: 0.4565 - accuracy: 0.7844
152/296 [==============>...............] - ETA: 8s - loss: 0.4586 - accuracy: 0.7825
153/296 [==============>...............] - ETA: 7s - loss: 0.4587 - accuracy: 0.7823
154/296 [==============>...............] - ETA: 7s - loss: 0.4581 - accuracy: 0.7829
155/296 [==============>...............] - ETA: 7s - loss: 0.4584 - accuracy: 0.7827
156/296 [==============>...............] - ETA: 7s - loss: 0.4601 - accuracy: 0.7817
157/296 [==============>...............] - ETA: 7s - loss: 0.4609 - accuracy: 0.7811
158/296 [===============>..............] - ETA: 7s - loss: 0.4600 - accuracy: 0.7816
159/296 [===============>..............] - ETA: 7s - loss: 0.4613 - accuracy: 0.7799
160/296 [===============>..............] - ETA: 7s - loss: 0.4603 - accuracy: 0.7805
161/296 [===============>..............] - ETA: 7s - loss: 0.4592 - accuracy: 0.7814
162/296 [===============>..............] - ETA: 7s - loss: 0.4595 - accuracy: 0.7809
163/296 [===============>..............] - ETA: 7s - loss: 0.4597 - accuracy: 0.7803
164/296 [===============>..............] - ETA: 7s - loss: 0.4589 - accuracy: 0.7805
165/296 [===============>..............] - ETA: 7s - loss: 0.4579 - accuracy: 0.7811
166/296 [===============>..............] - ETA: 7s - loss: 0.4565 - accuracy: 0.7820
167/296 [===============>..............] - ETA: 7s - loss: 0.4575 - accuracy: 0.7814
168/296 [================>.............] - ETA: 7s - loss: 0.4562 - accuracy: 0.7824
169/296 [================>.............] - ETA: 7s - loss: 0.4574 - accuracy: 0.7818
170/296 [================>.............] - ETA: 7s - loss: 0.4582 - accuracy: 0.7809
171/296 [================>.............] - ETA: 6s - loss: 0.4581 - accuracy: 0.7803
172/296 [================>.............] - ETA: 6s - loss: 0.4562 - accuracy: 0.7816
173/296 [================>.............] - ETA: 6s - loss: 0.4553 - accuracy: 0.7818
174/296 [================>.............] - ETA: 6s - loss: 0.4552 - accuracy: 0.7809
175/296 [================>.............] - ETA: 6s - loss: 0.4546 - accuracy: 0.7807
176/296 [================>.............] - ETA: 6s - loss: 0.4542 - accuracy: 0.7809
177/296 [================>.............] - ETA: 6s - loss: 0.4541 - accuracy: 0.7811
178/296 [=================>............] - ETA: 6s - loss: 0.4542 - accuracy: 0.7802
179/296 [=================>............] - ETA: 6s - loss: 0.4542 - accuracy: 0.7804
180/296 [=================>............] - ETA: 6s - loss: 0.4536 - accuracy: 0.7809
181/296 [=================>............] - ETA: 6s - loss: 0.4529 - accuracy: 0.7811
182/296 [=================>............] - ETA: 6s - loss: 0.4521 - accuracy: 0.7809
183/296 [=================>............] - ETA: 6s - loss: 0.4519 - accuracy: 0.7811
184/296 [=================>............] - ETA: 6s - loss: 0.4521 - accuracy: 0.7799
185/296 [=================>............] - ETA: 6s - loss: 0.4514 - accuracy: 0.7804
186/296 [=================>............] - ETA: 6s - loss: 0.4518 - accuracy: 0.7802
187/296 [=================>............] - ETA: 6s - loss: 0.4527 - accuracy: 0.7794
188/296 [==================>...........] - ETA: 6s - loss: 0.4525 - accuracy: 0.7793
189/296 [==================>...........] - ETA: 5s - loss: 0.4522 - accuracy: 0.7791
190/296 [==================>...........] - ETA: 5s - loss: 0.4524 - accuracy: 0.7793
191/296 [==================>...........] - ETA: 5s - loss: 0.4529 - accuracy: 0.7795
192/296 [==================>...........] - ETA: 5s - loss: 0.4532 - accuracy: 0.7793
193/296 [==================>...........] - ETA: 5s - loss: 0.4527 - accuracy: 0.7798
194/296 [==================>...........] - ETA: 5s - loss: 0.4534 - accuracy: 0.7793
195/296 [==================>...........] - ETA: 5s - loss: 0.4523 - accuracy: 0.7798
196/296 [==================>...........] - ETA: 5s - loss: 0.4538 - accuracy: 0.7790
197/296 [==================>...........] - ETA: 5s - loss: 0.4539 - accuracy: 0.7782
198/296 [===================>..........] - ETA: 5s - loss: 0.4544 - accuracy: 0.7781
199/296 [===================>..........] - ETA: 5s - loss: 0.4550 - accuracy: 0.7783
200/296 [===================>..........] - ETA: 5s - loss: 0.4543 - accuracy: 0.7784
201/296 [===================>..........] - ETA: 5s - loss: 0.4539 - accuracy: 0.7783
202/296 [===================>..........] - ETA: 5s - loss: 0.4528 - accuracy: 0.7788
203/296 [===================>..........] - ETA: 5s - loss: 0.4521 - accuracy: 0.7789
204/296 [===================>..........] - ETA: 5s - loss: 0.4527 - accuracy: 0.7788
205/296 [===================>..........] - ETA: 5s - loss: 0.4545 - accuracy: 0.7784
206/296 [===================>..........] - ETA: 5s - loss: 0.4537 - accuracy: 0.7785
207/296 [===================>..........] - ETA: 4s - loss: 0.4549 - accuracy: 0.7784
208/296 [====================>.........] - ETA: 4s - loss: 0.4544 - accuracy: 0.7782
209/296 [====================>.........] - ETA: 4s - loss: 0.4544 - accuracy: 0.7781
210/296 [====================>.........] - ETA: 4s - loss: 0.4538 - accuracy: 0.7789
211/296 [====================>.........] - ETA: 4s - loss: 0.4534 - accuracy: 0.7793
212/296 [====================>.........] - ETA: 4s - loss: 0.4532 - accuracy: 0.7798
213/296 [====================>.........] - ETA: 4s - loss: 0.4535 - accuracy: 0.7802
214/296 [====================>.........] - ETA: 4s - loss: 0.4535 - accuracy: 0.7810
215/296 [====================>.........] - ETA: 4s - loss: 0.4544 - accuracy: 0.7802
216/296 [====================>.........] - ETA: 4s - loss: 0.4548 - accuracy: 0.7798
217/296 [====================>.........] - ETA: 4s - loss: 0.4540 - accuracy: 0.7805
218/296 [=====================>........] - ETA: 4s - loss: 0.4544 - accuracy: 0.7801
219/296 [=====================>........] - ETA: 4s - loss: 0.4540 - accuracy: 0.7805
220/296 [=====================>........] - ETA: 4s - loss: 0.4532 - accuracy: 0.7810
221/296 [=====================>........] - ETA: 4s - loss: 0.4528 - accuracy: 0.7811
222/296 [=====================>........] - ETA: 4s - loss: 0.4521 - accuracy: 0.7815
223/296 [=====================>........] - ETA: 4s - loss: 0.4522 - accuracy: 0.7814
224/296 [=====================>........] - ETA: 4s - loss: 0.4527 - accuracy: 0.7810
225/296 [=====================>........] - ETA: 3s - loss: 0.4532 - accuracy: 0.7806
226/296 [=====================>........] - ETA: 3s - loss: 0.4530 - accuracy: 0.7807
227/296 [======================>.......] - ETA: 3s - loss: 0.4531 - accuracy: 0.7803
228/296 [======================>.......] - ETA: 3s - loss: 0.4528 - accuracy: 0.7804
229/296 [======================>.......] - ETA: 3s - loss: 0.4523 - accuracy: 0.7808
230/296 [======================>.......] - ETA: 3s - loss: 0.4521 - accuracy: 0.7810
231/296 [======================>.......] - ETA: 3s - loss: 0.4518 - accuracy: 0.7814
232/296 [======================>.......] - ETA: 3s - loss: 0.4512 - accuracy: 0.7818
233/296 [======================>.......] - ETA: 3s - loss: 0.4524 - accuracy: 0.7817
234/296 [======================>.......] - ETA: 3s - loss: 0.4525 - accuracy: 0.7818
235/296 [======================>.......] - ETA: 3s - loss: 0.4523 - accuracy: 0.7816
236/296 [======================>.......] - ETA: 3s - loss: 0.4511 - accuracy: 0.7826
237/296 [=======================>......] - ETA: 3s - loss: 0.4501 - accuracy: 0.7830
238/296 [=======================>......] - ETA: 3s - loss: 0.4492 - accuracy: 0.7834
239/296 [=======================>......] - ETA: 3s - loss: 0.4486 - accuracy: 0.7837
240/296 [=======================>......] - ETA: 3s - loss: 0.4505 - accuracy: 0.7826
241/296 [=======================>......] - ETA: 3s - loss: 0.4518 - accuracy: 0.7819
242/296 [=======================>......] - ETA: 3s - loss: 0.4516 - accuracy: 0.7818
243/296 [=======================>......] - ETA: 2s - loss: 0.4518 - accuracy: 0.7814
244/296 [=======================>......] - ETA: 2s - loss: 0.4513 - accuracy: 0.7820
245/296 [=======================>......] - ETA: 2s - loss: 0.4510 - accuracy: 0.7819
246/296 [=======================>......] - ETA: 2s - loss: 0.4501 - accuracy: 0.7828
247/296 [========================>.....] - ETA: 2s - loss: 0.4497 - accuracy: 0.7834
248/296 [========================>.....] - ETA: 2s - loss: 0.4495 - accuracy: 0.7838
249/296 [========================>.....] - ETA: 2s - loss: 0.4490 - accuracy: 0.7841
250/296 [========================>.....] - ETA: 2s - loss: 0.4493 - accuracy: 0.7837
251/296 [========================>.....] - ETA: 2s - loss: 0.4485 - accuracy: 0.7841
252/296 [========================>.....] - ETA: 2s - loss: 0.4489 - accuracy: 0.7840
253/296 [========================>.....] - ETA: 2s - loss: 0.4496 - accuracy: 0.7836
254/296 [========================>.....] - ETA: 2s - loss: 0.4498 - accuracy: 0.7835
255/296 [========================>.....] - ETA: 2s - loss: 0.4491 - accuracy: 0.7838
256/296 [========================>.....] - ETA: 2s - loss: 0.4483 - accuracy: 0.7844
257/296 [=========================>....] - ETA: 2s - loss: 0.4483 - accuracy: 0.7838
258/296 [=========================>....] - ETA: 2s - loss: 0.4485 - accuracy: 0.7842
259/296 [=========================>....] - ETA: 2s - loss: 0.4482 - accuracy: 0.7843
260/296 [=========================>....] - ETA: 2s - loss: 0.4477 - accuracy: 0.7846
261/296 [=========================>....] - ETA: 1s - loss: 0.4476 - accuracy: 0.7845
262/296 [=========================>....] - ETA: 1s - loss: 0.4480 - accuracy: 0.7844
263/296 [=========================>....] - ETA: 1s - loss: 0.4483 - accuracy: 0.7845
264/296 [=========================>....] - ETA: 1s - loss: 0.4478 - accuracy: 0.7846
265/296 [=========================>....] - ETA: 1s - loss: 0.4476 - accuracy: 0.7847
266/296 [=========================>....] - ETA: 1s - loss: 0.4478 - accuracy: 0.7850
267/296 [==========================>...] - ETA: 1s - loss: 0.4478 - accuracy: 0.7846
268/296 [==========================>...] - ETA: 1s - loss: 0.4479 - accuracy: 0.7847
269/296 [==========================>...] - ETA: 1s - loss: 0.4475 - accuracy: 0.7849
270/296 [==========================>...] - ETA: 1s - loss: 0.4473 - accuracy: 0.7845
271/296 [==========================>...] - ETA: 1s - loss: 0.4469 - accuracy: 0.7848
272/296 [==========================>...] - ETA: 1s - loss: 0.4465 - accuracy: 0.7849
273/296 [==========================>...] - ETA: 1s - loss: 0.4473 - accuracy: 0.7846
274/296 [==========================>...] - ETA: 1s - loss: 0.4464 - accuracy: 0.7851
275/296 [==========================>...] - ETA: 1s - loss: 0.4460 - accuracy: 0.7850
276/296 [==========================>...] - ETA: 1s - loss: 0.4462 - accuracy: 0.7851
277/296 [===========================>..] - ETA: 1s - loss: 0.4478 - accuracy: 0.7850
278/296 [===========================>..] - ETA: 1s - loss: 0.4481 - accuracy: 0.7851
279/296 [===========================>..] - ETA: 0s - loss: 0.4489 - accuracy: 0.7843
280/296 [===========================>..] - ETA: 0s - loss: 0.4489 - accuracy: 0.7839
281/296 [===========================>..] - ETA: 0s - loss: 0.4493 - accuracy: 0.7836
282/296 [===========================>..] - ETA: 0s - loss: 0.4489 - accuracy: 0.7839
283/296 [===========================>..] - ETA: 0s - loss: 0.4487 - accuracy: 0.7840
284/296 [===========================>..] - ETA: 0s - loss: 0.4493 - accuracy: 0.7832
285/296 [===========================>..] - ETA: 0s - loss: 0.4496 - accuracy: 0.7827
286/296 [===========================>..] - ETA: 0s - loss: 0.4495 - accuracy: 0.7826
287/296 [============================>.] - ETA: 0s - loss: 0.4493 - accuracy: 0.7829
288/296 [============================>.] - ETA: 0s - loss: 0.4491 - accuracy: 0.7832
289/296 [============================>.] - ETA: 0s - loss: 0.4487 - accuracy: 0.7833
290/296 [============================>.] - ETA: 0s - loss: 0.4486 - accuracy: 0.7836
291/296 [============================>.] - ETA: 0s - loss: 0.4481 - accuracy: 0.7839
292/296 [============================>.] - ETA: 0s - loss: 0.4475 - accuracy: 0.7842
293/296 [============================>.] - ETA: 0s - loss: 0.4480 - accuracy: 0.7839
294/296 [============================>.] - ETA: 0s - loss: 0.4481 - accuracy: 0.7842
295/296 [============================>.] - ETA: 0s - loss: 0.4472 - accuracy: 0.7845
296/296 [==============================] - 17s 56ms/step - loss: 0.4472 - accuracy: 0.7846

296/296 [==============================] - 18s 60ms/step - loss: 0.4472 - accuracy: 0.7846 - val_loss: 0.5041 - val_accuracy: 0.7616
Epoch 3/50

  1/296 [..............................] - ETA: 15s - loss: 0.4182 - accuracy: 0.8125
  2/296 [..............................] - ETA: 16s - loss: 0.6394 - accuracy: 0.6875
  3/296 [..............................] - ETA: 16s - loss: 0.6365 - accuracy: 0.7083
  4/296 [..............................] - ETA: 16s - loss: 0.5165 - accuracy: 0.7812
  5/296 [..............................] - ETA: 15s - loss: 0.4649 - accuracy: 0.8000
  6/296 [..............................] - ETA: 15s - loss: 0.4439 - accuracy: 0.8125
  7/296 [..............................] - ETA: 15s - loss: 0.4243 - accuracy: 0.8125
  8/296 [..............................] - ETA: 15s - loss: 0.4056 - accuracy: 0.8281
  9/296 [..............................] - ETA: 15s - loss: 0.4009 - accuracy: 0.8194
 10/296 [>.............................] - ETA: 15s - loss: 0.3994 - accuracy: 0.8188
 11/296 [>.............................] - ETA: 15s - loss: 0.4130 - accuracy: 0.8068
 12/296 [>.............................] - ETA: 15s - loss: 0.3977 - accuracy: 0.8177
 13/296 [>.............................] - ETA: 15s - loss: 0.3980 - accuracy: 0.8173
 14/296 [>.............................] - ETA: 15s - loss: 0.3914 - accuracy: 0.8214
 15/296 [>.............................] - ETA: 15s - loss: 0.3868 - accuracy: 0.8250
 16/296 [>.............................] - ETA: 15s - loss: 0.3834 - accuracy: 0.8320
 17/296 [>.............................] - ETA: 15s - loss: 0.3982 - accuracy: 0.8162
 18/296 [>.............................] - ETA: 15s - loss: 0.4089 - accuracy: 0.8125
 19/296 [>.............................] - ETA: 14s - loss: 0.4174 - accuracy: 0.8092
 20/296 [=>............................] - ETA: 14s - loss: 0.4103 - accuracy: 0.8156
 21/296 [=>............................] - ETA: 14s - loss: 0.4143 - accuracy: 0.8125
 22/296 [=>............................] - ETA: 14s - loss: 0.4091 - accuracy: 0.8153
 23/296 [=>............................] - ETA: 14s - loss: 0.4098 - accuracy: 0.8152
 24/296 [=>............................] - ETA: 14s - loss: 0.4057 - accuracy: 0.8177
 25/296 [=>............................] - ETA: 14s - loss: 0.4032 - accuracy: 0.8200
 26/296 [=>............................] - ETA: 14s - loss: 0.4006 - accuracy: 0.8269
 27/296 [=>............................] - ETA: 14s - loss: 0.3998 - accuracy: 0.8264
 28/296 [=>............................] - ETA: 14s - loss: 0.4005 - accuracy: 0.8281
 29/296 [=>............................] - ETA: 14s - loss: 0.3960 - accuracy: 0.8276
 30/296 [==>...........................] - ETA: 14s - loss: 0.4125 - accuracy: 0.8188
 31/296 [==>...........................] - ETA: 14s - loss: 0.4134 - accuracy: 0.8165
 32/296 [==>...........................] - ETA: 14s - loss: 0.4121 - accuracy: 0.8164
 33/296 [==>...........................] - ETA: 14s - loss: 0.4106 - accuracy: 0.8163
 34/296 [==>...........................] - ETA: 14s - loss: 0.4070 - accuracy: 0.8199
 35/296 [==>...........................] - ETA: 14s - loss: 0.4078 - accuracy: 0.8161
 36/296 [==>...........................] - ETA: 14s - loss: 0.4076 - accuracy: 0.8160
 37/296 [==>...........................] - ETA: 14s - loss: 0.4055 - accuracy: 0.8176
 38/296 [==>...........................] - ETA: 14s - loss: 0.4029 - accuracy: 0.8191
 39/296 [==>...........................] - ETA: 14s - loss: 0.4162 - accuracy: 0.8125
 40/296 [===>..........................] - ETA: 14s - loss: 0.4185 - accuracy: 0.8094
 41/296 [===>..........................] - ETA: 14s - loss: 0.4159 - accuracy: 0.8095
 42/296 [===>..........................] - ETA: 14s - loss: 0.4143 - accuracy: 0.8095
 43/296 [===>..........................] - ETA: 13s - loss: 0.4162 - accuracy: 0.8096
 44/296 [===>..........................] - ETA: 13s - loss: 0.4168 - accuracy: 0.8082
 45/296 [===>..........................] - ETA: 13s - loss: 0.4177 - accuracy: 0.8069
 46/296 [===>..........................] - ETA: 13s - loss: 0.4191 - accuracy: 0.8084
 47/296 [===>..........................] - ETA: 13s - loss: 0.4181 - accuracy: 0.8085
 48/296 [===>..........................] - ETA: 13s - loss: 0.4139 - accuracy: 0.8125
 49/296 [===>..........................] - ETA: 13s - loss: 0.4151 - accuracy: 0.8112
 50/296 [====>.........................] - ETA: 13s - loss: 0.4148 - accuracy: 0.8100
 51/296 [====>.........................] - ETA: 13s - loss: 0.4128 - accuracy: 0.8100
 52/296 [====>.........................] - ETA: 13s - loss: 0.4138 - accuracy: 0.8089
 53/296 [====>.........................] - ETA: 13s - loss: 0.4121 - accuracy: 0.8113
 54/296 [====>.........................] - ETA: 13s - loss: 0.4155 - accuracy: 0.8056
 55/296 [====>.........................] - ETA: 13s - loss: 0.4132 - accuracy: 0.8068
 56/296 [====>.........................] - ETA: 13s - loss: 0.4133 - accuracy: 0.8047
 57/296 [====>.........................] - ETA: 13s - loss: 0.4117 - accuracy: 0.8059
 58/296 [====>.........................] - ETA: 13s - loss: 0.4124 - accuracy: 0.8050
 59/296 [====>.........................] - ETA: 13s - loss: 0.4086 - accuracy: 0.8072
 60/296 [=====>........................] - ETA: 12s - loss: 0.4076 - accuracy: 0.8083
 61/296 [=====>........................] - ETA: 12s - loss: 0.4072 - accuracy: 0.8074
 62/296 [=====>........................] - ETA: 12s - loss: 0.4054 - accuracy: 0.8085
 63/296 [=====>........................] - ETA: 12s - loss: 0.4039 - accuracy: 0.8095
 64/296 [=====>........................] - ETA: 12s - loss: 0.3995 - accuracy: 0.8115
 65/296 [=====>........................] - ETA: 12s - loss: 0.3963 - accuracy: 0.8144
 66/296 [=====>........................] - ETA: 12s - loss: 0.3943 - accuracy: 0.8153
 67/296 [=====>........................] - ETA: 12s - loss: 0.3965 - accuracy: 0.8144
 68/296 [=====>........................] - ETA: 12s - loss: 0.3975 - accuracy: 0.8153
 69/296 [=====>........................] - ETA: 12s - loss: 0.3965 - accuracy: 0.8152
 70/296 [======>.......................] - ETA: 12s - loss: 0.3961 - accuracy: 0.8161
 71/296 [======>.......................] - ETA: 12s - loss: 0.3976 - accuracy: 0.8143
 72/296 [======>.......................] - ETA: 12s - loss: 0.4003 - accuracy: 0.8142
 73/296 [======>.......................] - ETA: 12s - loss: 0.4017 - accuracy: 0.8142
 74/296 [======>.......................] - ETA: 12s - loss: 0.4042 - accuracy: 0.8133
 75/296 [======>.......................] - ETA: 12s - loss: 0.4045 - accuracy: 0.8133
 76/296 [======>.......................] - ETA: 12s - loss: 0.4060 - accuracy: 0.8150
 77/296 [======>.......................] - ETA: 12s - loss: 0.4075 - accuracy: 0.8149
 78/296 [======>.......................] - ETA: 12s - loss: 0.4095 - accuracy: 0.8133
 79/296 [=======>......................] - ETA: 11s - loss: 0.4103 - accuracy: 0.8141
 80/296 [=======>......................] - ETA: 11s - loss: 0.4123 - accuracy: 0.8109
 81/296 [=======>......................] - ETA: 11s - loss: 0.4134 - accuracy: 0.8102
 82/296 [=======>......................] - ETA: 11s - loss: 0.4131 - accuracy: 0.8110
 83/296 [=======>......................] - ETA: 11s - loss: 0.4127 - accuracy: 0.8110
 84/296 [=======>......................] - ETA: 11s - loss: 0.4137 - accuracy: 0.8095
 85/296 [=======>......................] - ETA: 11s - loss: 0.4173 - accuracy: 0.8059
 86/296 [=======>......................] - ETA: 11s - loss: 0.4205 - accuracy: 0.8031
 87/296 [=======>......................] - ETA: 11s - loss: 0.4200 - accuracy: 0.8039
 88/296 [=======>......................] - ETA: 11s - loss: 0.4185 - accuracy: 0.8047
 89/296 [========>.....................] - ETA: 11s - loss: 0.4177 - accuracy: 0.8048
 90/296 [========>.....................] - ETA: 11s - loss: 0.4158 - accuracy: 0.8062
 91/296 [========>.....................] - ETA: 11s - loss: 0.4156 - accuracy: 0.8077
 92/296 [========>.....................] - ETA: 11s - loss: 0.4146 - accuracy: 0.8077
 93/296 [========>.....................] - ETA: 11s - loss: 0.4214 - accuracy: 0.8038
 94/296 [========>.....................] - ETA: 11s - loss: 0.4251 - accuracy: 0.8025
 95/296 [========>.....................] - ETA: 11s - loss: 0.4248 - accuracy: 0.8020
 96/296 [========>.....................] - ETA: 11s - loss: 0.4235 - accuracy: 0.8034
 97/296 [========>.....................] - ETA: 11s - loss: 0.4242 - accuracy: 0.8035
 98/296 [========>.....................] - ETA: 10s - loss: 0.4253 - accuracy: 0.8029
 99/296 [=========>....................] - ETA: 10s - loss: 0.4256 - accuracy: 0.8024
100/296 [=========>....................] - ETA: 10s - loss: 0.4274 - accuracy: 0.8006
101/296 [=========>....................] - ETA: 10s - loss: 0.4275 - accuracy: 0.8007
102/296 [=========>....................] - ETA: 10s - loss: 0.4281 - accuracy: 0.8009
103/296 [=========>....................] - ETA: 10s - loss: 0.4305 - accuracy: 0.7985
104/296 [=========>....................] - ETA: 10s - loss: 0.4307 - accuracy: 0.7993
105/296 [=========>....................] - ETA: 10s - loss: 0.4301 - accuracy: 0.8006
106/296 [=========>....................] - ETA: 10s - loss: 0.4305 - accuracy: 0.8007
107/296 [=========>....................] - ETA: 10s - loss: 0.4298 - accuracy: 0.8014
108/296 [=========>....................] - ETA: 10s - loss: 0.4291 - accuracy: 0.8015
109/296 [==========>...................] - ETA: 10s - loss: 0.4296 - accuracy: 0.8016
110/296 [==========>...................] - ETA: 10s - loss: 0.4288 - accuracy: 0.8023
111/296 [==========>...................] - ETA: 10s - loss: 0.4272 - accuracy: 0.8029
112/296 [==========>...................] - ETA: 10s - loss: 0.4265 - accuracy: 0.8030
113/296 [==========>...................] - ETA: 10s - loss: 0.4269 - accuracy: 0.8025
114/296 [==========>...................] - ETA: 10s - loss: 0.4283 - accuracy: 0.8021
115/296 [==========>...................] - ETA: 9s - loss: 0.4289 - accuracy: 0.8016 
116/296 [==========>...................] - ETA: 9s - loss: 0.4292 - accuracy: 0.8006
117/296 [==========>...................] - ETA: 9s - loss: 0.4295 - accuracy: 0.8007
118/296 [==========>...................] - ETA: 9s - loss: 0.4297 - accuracy: 0.8008
119/296 [===========>..................] - ETA: 9s - loss: 0.4313 - accuracy: 0.7999
120/296 [===========>..................] - ETA: 9s - loss: 0.4311 - accuracy: 0.8000
121/296 [===========>..................] - ETA: 9s - loss: 0.4318 - accuracy: 0.7996
122/296 [===========>..................] - ETA: 9s - loss: 0.4334 - accuracy: 0.7976
123/296 [===========>..................] - ETA: 9s - loss: 0.4333 - accuracy: 0.7973
124/296 [===========>..................] - ETA: 9s - loss: 0.4326 - accuracy: 0.7979
125/296 [===========>..................] - ETA: 9s - loss: 0.4326 - accuracy: 0.7970
126/296 [===========>..................] - ETA: 9s - loss: 0.4323 - accuracy: 0.7966
127/296 [===========>..................] - ETA: 9s - loss: 0.4304 - accuracy: 0.7968
128/296 [===========>..................] - ETA: 9s - loss: 0.4295 - accuracy: 0.7979
129/296 [============>.................] - ETA: 9s - loss: 0.4273 - accuracy: 0.7989
130/296 [============>.................] - ETA: 9s - loss: 0.4268 - accuracy: 0.7995
131/296 [============>.................] - ETA: 9s - loss: 0.4276 - accuracy: 0.7996
132/296 [============>.................] - ETA: 9s - loss: 0.4254 - accuracy: 0.8007
133/296 [============>.................] - ETA: 8s - loss: 0.4270 - accuracy: 0.8008
134/296 [============>.................] - ETA: 8s - loss: 0.4292 - accuracy: 0.7994
135/296 [============>.................] - ETA: 8s - loss: 0.4289 - accuracy: 0.7991
136/296 [============>.................] - ETA: 8s - loss: 0.4276 - accuracy: 0.7996
137/296 [============>.................] - ETA: 8s - loss: 0.4278 - accuracy: 0.7993
138/296 [============>.................] - ETA: 8s - loss: 0.4276 - accuracy: 0.7994
139/296 [=============>................] - ETA: 8s - loss: 0.4262 - accuracy: 0.8008
140/296 [=============>................] - ETA: 8s - loss: 0.4265 - accuracy: 0.8009
141/296 [=============>................] - ETA: 8s - loss: 0.4255 - accuracy: 0.8010
142/296 [=============>................] - ETA: 8s - loss: 0.4251 - accuracy: 0.8015
143/296 [=============>................] - ETA: 8s - loss: 0.4258 - accuracy: 0.7998
144/296 [=============>................] - ETA: 8s - loss: 0.4253 - accuracy: 0.7999
145/296 [=============>................] - ETA: 8s - loss: 0.4251 - accuracy: 0.7996
146/296 [=============>................] - ETA: 8s - loss: 0.4247 - accuracy: 0.7997
147/296 [=============>................] - ETA: 8s - loss: 0.4246 - accuracy: 0.8002
148/296 [==============>...............] - ETA: 8s - loss: 0.4245 - accuracy: 0.7998
149/296 [==============>...............] - ETA: 8s - loss: 0.4239 - accuracy: 0.8003
150/296 [==============>...............] - ETA: 8s - loss: 0.4271 - accuracy: 0.7992
151/296 [==============>...............] - ETA: 7s - loss: 0.4263 - accuracy: 0.7997
152/296 [==============>...............] - ETA: 7s - loss: 0.4271 - accuracy: 0.7993
153/296 [==============>...............] - ETA: 7s - loss: 0.4274 - accuracy: 0.7998
154/296 [==============>...............] - ETA: 7s - loss: 0.4279 - accuracy: 0.7987
155/296 [==============>...............] - ETA: 7s - loss: 0.4292 - accuracy: 0.7976
156/296 [==============>...............] - ETA: 7s - loss: 0.4294 - accuracy: 0.7977
157/296 [==============>...............] - ETA: 7s - loss: 0.4293 - accuracy: 0.7982
158/296 [===============>..............] - ETA: 7s - loss: 0.4287 - accuracy: 0.7994
159/296 [===============>..............] - ETA: 7s - loss: 0.4288 - accuracy: 0.7995
160/296 [===============>..............] - ETA: 7s - loss: 0.4283 - accuracy: 0.8000
161/296 [===============>..............] - ETA: 7s - loss: 0.4285 - accuracy: 0.8001
162/296 [===============>..............] - ETA: 7s - loss: 0.4287 - accuracy: 0.8002
163/296 [===============>..............] - ETA: 7s - loss: 0.4299 - accuracy: 0.7991
164/296 [===============>..............] - ETA: 7s - loss: 0.4310 - accuracy: 0.7980
165/296 [===============>..............] - ETA: 7s - loss: 0.4318 - accuracy: 0.7970
166/296 [===============>..............] - ETA: 7s - loss: 0.4310 - accuracy: 0.7974
167/296 [===============>..............] - ETA: 7s - loss: 0.4326 - accuracy: 0.7972
168/296 [================>.............] - ETA: 7s - loss: 0.4336 - accuracy: 0.7969
169/296 [================>.............] - ETA: 7s - loss: 0.4356 - accuracy: 0.7951
170/296 [================>.............] - ETA: 6s - loss: 0.4363 - accuracy: 0.7945
171/296 [================>.............] - ETA: 6s - loss: 0.4355 - accuracy: 0.7950
172/296 [================>.............] - ETA: 6s - loss: 0.4358 - accuracy: 0.7943
173/296 [================>.............] - ETA: 6s - loss: 0.4348 - accuracy: 0.7955
174/296 [================>.............] - ETA: 6s - loss: 0.4343 - accuracy: 0.7953
175/296 [================>.............] - ETA: 6s - loss: 0.4357 - accuracy: 0.7939
176/296 [================>.............] - ETA: 6s - loss: 0.4357 - accuracy: 0.7944
177/296 [================>.............] - ETA: 6s - loss: 0.4350 - accuracy: 0.7952
178/296 [=================>............] - ETA: 6s - loss: 0.4345 - accuracy: 0.7956
179/296 [=================>............] - ETA: 6s - loss: 0.4341 - accuracy: 0.7964
180/296 [=================>............] - ETA: 6s - loss: 0.4345 - accuracy: 0.7958
181/296 [=================>............] - ETA: 6s - loss: 0.4351 - accuracy: 0.7959
182/296 [=================>............] - ETA: 6s - loss: 0.4364 - accuracy: 0.7946
183/296 [=================>............] - ETA: 6s - loss: 0.4374 - accuracy: 0.7937
184/296 [=================>............] - ETA: 6s - loss: 0.4383 - accuracy: 0.7935
185/296 [=================>............] - ETA: 6s - loss: 0.4389 - accuracy: 0.7926
186/296 [=================>............] - ETA: 6s - loss: 0.4387 - accuracy: 0.7930
187/296 [=================>............] - ETA: 6s - loss: 0.4390 - accuracy: 0.7931
188/296 [==================>...........] - ETA: 5s - loss: 0.4395 - accuracy: 0.7929
189/296 [==================>...........] - ETA: 5s - loss: 0.4391 - accuracy: 0.7933
190/296 [==================>...........] - ETA: 5s - loss: 0.4403 - accuracy: 0.7918
191/296 [==================>...........] - ETA: 5s - loss: 0.4403 - accuracy: 0.7916
192/296 [==================>...........] - ETA: 5s - loss: 0.4398 - accuracy: 0.7926
193/296 [==================>...........] - ETA: 5s - loss: 0.4394 - accuracy: 0.7931
194/296 [==================>...........] - ETA: 5s - loss: 0.4390 - accuracy: 0.7932
195/296 [==================>...........] - ETA: 5s - loss: 0.4388 - accuracy: 0.7936
196/296 [==================>...........] - ETA: 5s - loss: 0.4378 - accuracy: 0.7940
197/296 [==================>...........] - ETA: 5s - loss: 0.4392 - accuracy: 0.7938
198/296 [===================>..........] - ETA: 5s - loss: 0.4387 - accuracy: 0.7945
199/296 [===================>..........] - ETA: 5s - loss: 0.4382 - accuracy: 0.7949
200/296 [===================>..........] - ETA: 5s - loss: 0.4389 - accuracy: 0.7950
201/296 [===================>..........] - ETA: 5s - loss: 0.4382 - accuracy: 0.7957
202/296 [===================>..........] - ETA: 5s - loss: 0.4387 - accuracy: 0.7955
203/296 [===================>..........] - ETA: 5s - loss: 0.4400 - accuracy: 0.7950
204/296 [===================>..........] - ETA: 5s - loss: 0.4402 - accuracy: 0.7947
205/296 [===================>..........] - ETA: 5s - loss: 0.4394 - accuracy: 0.7954
206/296 [===================>..........] - ETA: 4s - loss: 0.4388 - accuracy: 0.7958
207/296 [===================>..........] - ETA: 4s - loss: 0.4392 - accuracy: 0.7953
208/296 [====================>.........] - ETA: 4s - loss: 0.4384 - accuracy: 0.7957
209/296 [====================>.........] - ETA: 4s - loss: 0.4375 - accuracy: 0.7964
210/296 [====================>.........] - ETA: 4s - loss: 0.4375 - accuracy: 0.7961
211/296 [====================>.........] - ETA: 4s - loss: 0.4369 - accuracy: 0.7968
212/296 [====================>.........] - ETA: 4s - loss: 0.4364 - accuracy: 0.7972
213/296 [====================>.........] - ETA: 4s - loss: 0.4362 - accuracy: 0.7972
214/296 [====================>.........] - ETA: 4s - loss: 0.4363 - accuracy: 0.7976
215/296 [====================>.........] - ETA: 4s - loss: 0.4356 - accuracy: 0.7983
216/296 [====================>.........] - ETA: 4s - loss: 0.4351 - accuracy: 0.7983
217/296 [====================>.........] - ETA: 4s - loss: 0.4340 - accuracy: 0.7990
218/296 [=====================>........] - ETA: 4s - loss: 0.4342 - accuracy: 0.7990
219/296 [=====================>........] - ETA: 4s - loss: 0.4346 - accuracy: 0.7991
220/296 [=====================>........] - ETA: 4s - loss: 0.4344 - accuracy: 0.7989
221/296 [=====================>........] - ETA: 4s - loss: 0.4343 - accuracy: 0.7986
222/296 [=====================>........] - ETA: 4s - loss: 0.4348 - accuracy: 0.7987
223/296 [=====================>........] - ETA: 4s - loss: 0.4342 - accuracy: 0.7990
224/296 [=====================>........] - ETA: 3s - loss: 0.4342 - accuracy: 0.7991
225/296 [=====================>........] - ETA: 3s - loss: 0.4338 - accuracy: 0.7992
226/296 [=====================>........] - ETA: 3s - loss: 0.4340 - accuracy: 0.7989
227/296 [======================>.......] - ETA: 3s - loss: 0.4335 - accuracy: 0.7993
228/296 [======================>.......] - ETA: 3s - loss: 0.4329 - accuracy: 0.7996
229/296 [======================>.......] - ETA: 3s - loss: 0.4324 - accuracy: 0.8002
230/296 [======================>.......] - ETA: 3s - loss: 0.4339 - accuracy: 0.7995
231/296 [======================>.......] - ETA: 3s - loss: 0.4339 - accuracy: 0.7992
232/296 [======================>.......] - ETA: 3s - loss: 0.4334 - accuracy: 0.8001
233/296 [======================>.......] - ETA: 3s - loss: 0.4336 - accuracy: 0.8002
234/296 [======================>.......] - ETA: 3s - loss: 0.4337 - accuracy: 0.7999
235/296 [======================>.......] - ETA: 3s - loss: 0.4334 - accuracy: 0.8003
236/296 [======================>.......] - ETA: 3s - loss: 0.4329 - accuracy: 0.8008
237/296 [=======================>......] - ETA: 3s - loss: 0.4321 - accuracy: 0.8012
238/296 [=======================>......] - ETA: 3s - loss: 0.4325 - accuracy: 0.8007
239/296 [=======================>......] - ETA: 3s - loss: 0.4322 - accuracy: 0.8010
240/296 [=======================>......] - ETA: 3s - loss: 0.4325 - accuracy: 0.8010
241/296 [=======================>......] - ETA: 3s - loss: 0.4319 - accuracy: 0.8011
242/296 [=======================>......] - ETA: 2s - loss: 0.4316 - accuracy: 0.8009
243/296 [=======================>......] - ETA: 2s - loss: 0.4312 - accuracy: 0.8012
244/296 [=======================>......] - ETA: 2s - loss: 0.4312 - accuracy: 0.8015
245/296 [=======================>......] - ETA: 2s - loss: 0.4312 - accuracy: 0.8015
246/296 [=======================>......] - ETA: 2s - loss: 0.4325 - accuracy: 0.7998
247/296 [========================>.....] - ETA: 2s - loss: 0.4312 - accuracy: 0.8006
248/296 [========================>.....] - ETA: 2s - loss: 0.4309 - accuracy: 0.8009
249/296 [========================>.....] - ETA: 2s - loss: 0.4304 - accuracy: 0.8012
250/296 [========================>.....] - ETA: 2s - loss: 0.4297 - accuracy: 0.8018
251/296 [========================>.....] - ETA: 2s - loss: 0.4295 - accuracy: 0.8020
252/296 [========================>.....] - ETA: 2s - loss: 0.4297 - accuracy: 0.8018
253/296 [========================>.....] - ETA: 2s - loss: 0.4301 - accuracy: 0.8019
254/296 [========================>.....] - ETA: 2s - loss: 0.4291 - accuracy: 0.8027
255/296 [========================>.....] - ETA: 2s - loss: 0.4291 - accuracy: 0.8025
256/296 [========================>.....] - ETA: 2s - loss: 0.4283 - accuracy: 0.8030
257/296 [=========================>....] - ETA: 2s - loss: 0.4278 - accuracy: 0.8033
258/296 [=========================>....] - ETA: 2s - loss: 0.4283 - accuracy: 0.8033
259/296 [=========================>....] - ETA: 2s - loss: 0.4282 - accuracy: 0.8031
260/296 [=========================>....] - ETA: 1s - loss: 0.4281 - accuracy: 0.8031
261/296 [=========================>....] - ETA: 1s - loss: 0.4293 - accuracy: 0.8024
262/296 [=========================>....] - ETA: 1s - loss: 0.4292 - accuracy: 0.8020
263/296 [=========================>....] - ETA: 1s - loss: 0.4295 - accuracy: 0.8020
264/296 [=========================>....] - ETA: 1s - loss: 0.4302 - accuracy: 0.8016
265/296 [=========================>....] - ETA: 1s - loss: 0.4307 - accuracy: 0.8009
266/296 [=========================>....] - ETA: 1s - loss: 0.4307 - accuracy: 0.8010
267/296 [==========================>...] - ETA: 1s - loss: 0.4303 - accuracy: 0.8013
268/296 [==========================>...] - ETA: 1s - loss: 0.4296 - accuracy: 0.8018
269/296 [==========================>...] - ETA: 1s - loss: 0.4293 - accuracy: 0.8016
270/296 [==========================>...] - ETA: 1s - loss: 0.4295 - accuracy: 0.8012
271/296 [==========================>...] - ETA: 1s - loss: 0.4289 - accuracy: 0.8017
272/296 [==========================>...] - ETA: 1s - loss: 0.4284 - accuracy: 0.8019
273/296 [==========================>...] - ETA: 1s - loss: 0.4284 - accuracy: 0.8017
274/296 [==========================>...] - ETA: 1s - loss: 0.4281 - accuracy: 0.8016
275/296 [==========================>...] - ETA: 1s - loss: 0.4292 - accuracy: 0.8016
276/296 [==========================>...] - ETA: 1s - loss: 0.4286 - accuracy: 0.8019
277/296 [===========================>..] - ETA: 1s - loss: 0.4283 - accuracy: 0.8021
278/296 [===========================>..] - ETA: 0s - loss: 0.4286 - accuracy: 0.8017
279/296 [===========================>..] - ETA: 0s - loss: 0.4292 - accuracy: 0.8009
280/296 [===========================>..] - ETA: 0s - loss: 0.4294 - accuracy: 0.8007
281/296 [===========================>..] - ETA: 0s - loss: 0.4290 - accuracy: 0.8007
282/296 [===========================>..] - ETA: 0s - loss: 0.4298 - accuracy: 0.8003
283/296 [===========================>..] - ETA: 0s - loss: 0.4296 - accuracy: 0.8006
284/296 [===========================>..] - ETA: 0s - loss: 0.4298 - accuracy: 0.8008
285/296 [===========================>..] - ETA: 0s - loss: 0.4298 - accuracy: 0.8009
286/296 [===========================>..] - ETA: 0s - loss: 0.4301 - accuracy: 0.8003
287/296 [============================>.] - ETA: 0s - loss: 0.4301 - accuracy: 0.8007
288/296 [============================>.] - ETA: 0s - loss: 0.4300 - accuracy: 0.8006
289/296 [============================>.] - ETA: 0s - loss: 0.4301 - accuracy: 0.8006
290/296 [============================>.] - ETA: 0s - loss: 0.4299 - accuracy: 0.8006
291/296 [============================>.] - ETA: 0s - loss: 0.4301 - accuracy: 0.8005
292/296 [============================>.] - ETA: 0s - loss: 0.4305 - accuracy: 0.7997
293/296 [============================>.] - ETA: 0s - loss: 0.4312 - accuracy: 0.7993
294/296 [============================>.] - ETA: 0s - loss: 0.4316 - accuracy: 0.7985
295/296 [============================>.] - ETA: 0s - loss: 0.4308 - accuracy: 0.7989
296/296 [==============================] - 16s 55ms/step - loss: 0.4310 - accuracy: 0.7988

296/296 [==============================] - 18s 59ms/step - loss: 0.4310 - accuracy: 0.7988 - val_loss: 0.4244 - val_accuracy: 0.8174
Epoch 4/50

  1/296 [..............................] - ETA: 16s - loss: 0.4384 - accuracy: 0.8750
  2/296 [..............................] - ETA: 15s - loss: 0.3673 - accuracy: 0.8750
  3/296 [..............................] - ETA: 15s - loss: 0.4486 - accuracy: 0.7500
  4/296 [..............................] - ETA: 15s - loss: 0.4653 - accuracy: 0.7500
  5/296 [..............................] - ETA: 15s - loss: 0.4773 - accuracy: 0.7500
  6/296 [..............................] - ETA: 15s - loss: 0.4795 - accuracy: 0.7500
  7/296 [..............................] - ETA: 15s - loss: 0.4452 - accuracy: 0.7857
  8/296 [..............................] - ETA: 15s - loss: 0.4368 - accuracy: 0.7734
  9/296 [..............................] - ETA: 15s - loss: 0.4355 - accuracy: 0.7778
 10/296 [>.............................] - ETA: 15s - loss: 0.4426 - accuracy: 0.7812
 11/296 [>.............................] - ETA: 15s - loss: 0.4508 - accuracy: 0.7670
 12/296 [>.............................] - ETA: 15s - loss: 0.4540 - accuracy: 0.7656
 13/296 [>.............................] - ETA: 15s - loss: 0.4704 - accuracy: 0.7644
 14/296 [>.............................] - ETA: 15s - loss: 0.4652 - accuracy: 0.7679
 15/296 [>.............................] - ETA: 15s - loss: 0.4507 - accuracy: 0.7708
 16/296 [>.............................] - ETA: 15s - loss: 0.4503 - accuracy: 0.7734
 17/296 [>.............................] - ETA: 15s - loss: 0.4473 - accuracy: 0.7757
 18/296 [>.............................] - ETA: 15s - loss: 0.4329 - accuracy: 0.7882
 19/296 [>.............................] - ETA: 15s - loss: 0.4332 - accuracy: 0.7895
 20/296 [=>............................] - ETA: 15s - loss: 0.4439 - accuracy: 0.7906
 21/296 [=>............................] - ETA: 15s - loss: 0.4316 - accuracy: 0.7946
 22/296 [=>............................] - ETA: 15s - loss: 0.4269 - accuracy: 0.7926
 23/296 [=>............................] - ETA: 15s - loss: 0.4254 - accuracy: 0.7962
 24/296 [=>............................] - ETA: 15s - loss: 0.4175 - accuracy: 0.7995
 25/296 [=>............................] - ETA: 14s - loss: 0.4266 - accuracy: 0.7950
 26/296 [=>............................] - ETA: 14s - loss: 0.4237 - accuracy: 0.7981
 27/296 [=>............................] - ETA: 14s - loss: 0.4231 - accuracy: 0.7986
 28/296 [=>............................] - ETA: 14s - loss: 0.4202 - accuracy: 0.7991
 29/296 [=>............................] - ETA: 14s - loss: 0.4176 - accuracy: 0.7996
 30/296 [==>...........................] - ETA: 14s - loss: 0.4130 - accuracy: 0.8042
 31/296 [==>...........................] - ETA: 14s - loss: 0.4115 - accuracy: 0.8044
 32/296 [==>...........................] - ETA: 14s - loss: 0.4146 - accuracy: 0.8047
 33/296 [==>...........................] - ETA: 14s - loss: 0.4191 - accuracy: 0.8011
 34/296 [==>...........................] - ETA: 14s - loss: 0.4203 - accuracy: 0.7996
 35/296 [==>...........................] - ETA: 14s - loss: 0.4217 - accuracy: 0.7964
 36/296 [==>...........................] - ETA: 14s - loss: 0.4227 - accuracy: 0.7969
 37/296 [==>...........................] - ETA: 14s - loss: 0.4248 - accuracy: 0.7939
 38/296 [==>...........................] - ETA: 14s - loss: 0.4304 - accuracy: 0.7862
 39/296 [==>...........................] - ETA: 14s - loss: 0.4328 - accuracy: 0.7837
 40/296 [===>..........................] - ETA: 14s - loss: 0.4329 - accuracy: 0.7828
 41/296 [===>..........................] - ETA: 14s - loss: 0.4311 - accuracy: 0.7835
 42/296 [===>..........................] - ETA: 14s - loss: 0.4313 - accuracy: 0.7827
 43/296 [===>..........................] - ETA: 14s - loss: 0.4315 - accuracy: 0.7820
 44/296 [===>..........................] - ETA: 13s - loss: 0.4359 - accuracy: 0.7827
 45/296 [===>..........................] - ETA: 13s - loss: 0.4374 - accuracy: 0.7819
 46/296 [===>..........................] - ETA: 13s - loss: 0.4322 - accuracy: 0.7853
 47/296 [===>..........................] - ETA: 13s - loss: 0.4298 - accuracy: 0.7859
 48/296 [===>..........................] - ETA: 13s - loss: 0.4260 - accuracy: 0.7878
 49/296 [===>..........................] - ETA: 13s - loss: 0.4309 - accuracy: 0.7857
 50/296 [====>.........................] - ETA: 13s - loss: 0.4275 - accuracy: 0.7875
 51/296 [====>.........................] - ETA: 13s - loss: 0.4211 - accuracy: 0.7917
 52/296 [====>.........................] - ETA: 13s - loss: 0.4177 - accuracy: 0.7933
 53/296 [====>.........................] - ETA: 13s - loss: 0.4206 - accuracy: 0.7913
 54/296 [====>.........................] - ETA: 13s - loss: 0.4174 - accuracy: 0.7928
 55/296 [====>.........................] - ETA: 13s - loss: 0.4159 - accuracy: 0.7943
 56/296 [====>.........................] - ETA: 13s - loss: 0.4139 - accuracy: 0.7969
 57/296 [====>.........................] - ETA: 13s - loss: 0.4147 - accuracy: 0.7961
 58/296 [====>.........................] - ETA: 13s - loss: 0.4133 - accuracy: 0.7974
 59/296 [====>.........................] - ETA: 13s - loss: 0.4119 - accuracy: 0.7977
 60/296 [=====>........................] - ETA: 13s - loss: 0.4128 - accuracy: 0.7990
 61/296 [=====>........................] - ETA: 13s - loss: 0.4114 - accuracy: 0.8012
 62/296 [=====>........................] - ETA: 13s - loss: 0.4108 - accuracy: 0.8004
 63/296 [=====>........................] - ETA: 13s - loss: 0.4150 - accuracy: 0.7986
 64/296 [=====>........................] - ETA: 13s - loss: 0.4132 - accuracy: 0.7998
 65/296 [=====>........................] - ETA: 12s - loss: 0.4111 - accuracy: 0.8019
 66/296 [=====>........................] - ETA: 12s - loss: 0.4127 - accuracy: 0.8021
 67/296 [=====>........................] - ETA: 12s - loss: 0.4122 - accuracy: 0.8022
 68/296 [=====>........................] - ETA: 12s - loss: 0.4132 - accuracy: 0.8033
 69/296 [=====>........................] - ETA: 12s - loss: 0.4130 - accuracy: 0.8025
 70/296 [======>.......................] - ETA: 12s - loss: 0.4129 - accuracy: 0.8027
 71/296 [======>.......................] - ETA: 12s - loss: 0.4148 - accuracy: 0.8019
 72/296 [======>.......................] - ETA: 12s - loss: 0.4183 - accuracy: 0.7977
 73/296 [======>.......................] - ETA: 12s - loss: 0.4172 - accuracy: 0.7979
 74/296 [======>.......................] - ETA: 12s - loss: 0.4179 - accuracy: 0.7990
 75/296 [======>.......................] - ETA: 12s - loss: 0.4170 - accuracy: 0.7992
 76/296 [======>.......................] - ETA: 12s - loss: 0.4186 - accuracy: 0.7993
 77/296 [======>.......................] - ETA: 12s - loss: 0.4191 - accuracy: 0.7995
 78/296 [======>.......................] - ETA: 12s - loss: 0.4199 - accuracy: 0.7981
 79/296 [=======>......................] - ETA: 12s - loss: 0.4205 - accuracy: 0.7951
 80/296 [=======>......................] - ETA: 12s - loss: 0.4225 - accuracy: 0.7937
 81/296 [=======>......................] - ETA: 11s - loss: 0.4202 - accuracy: 0.7963
 82/296 [=======>......................] - ETA: 11s - loss: 0.4188 - accuracy: 0.7973
 83/296 [=======>......................] - ETA: 11s - loss: 0.4222 - accuracy: 0.7944
 84/296 [=======>......................] - ETA: 11s - loss: 0.4208 - accuracy: 0.7954
 85/296 [=======>......................] - ETA: 11s - loss: 0.4191 - accuracy: 0.7963
 86/296 [=======>......................] - ETA: 11s - loss: 0.4201 - accuracy: 0.7943
 87/296 [=======>......................] - ETA: 11s - loss: 0.4186 - accuracy: 0.7953
 88/296 [=======>......................] - ETA: 11s - loss: 0.4162 - accuracy: 0.7962
 89/296 [========>.....................] - ETA: 11s - loss: 0.4150 - accuracy: 0.7971
 90/296 [========>.....................] - ETA: 11s - loss: 0.4156 - accuracy: 0.7965
 91/296 [========>.....................] - ETA: 11s - loss: 0.4143 - accuracy: 0.7967
 92/296 [========>.....................] - ETA: 11s - loss: 0.4149 - accuracy: 0.7969
 93/296 [========>.....................] - ETA: 11s - loss: 0.4130 - accuracy: 0.7984
 94/296 [========>.....................] - ETA: 11s - loss: 0.4137 - accuracy: 0.7965
 95/296 [========>.....................] - ETA: 11s - loss: 0.4147 - accuracy: 0.7954
 96/296 [========>.....................] - ETA: 11s - loss: 0.4157 - accuracy: 0.7949
 97/296 [========>.....................] - ETA: 11s - loss: 0.4147 - accuracy: 0.7951
 98/296 [========>.....................] - ETA: 11s - loss: 0.4142 - accuracy: 0.7953
 99/296 [=========>....................] - ETA: 10s - loss: 0.4149 - accuracy: 0.7948
100/296 [=========>....................] - ETA: 10s - loss: 0.4156 - accuracy: 0.7925
101/296 [=========>....................] - ETA: 10s - loss: 0.4206 - accuracy: 0.7890
102/296 [=========>....................] - ETA: 10s - loss: 0.4211 - accuracy: 0.7880
103/296 [=========>....................] - ETA: 10s - loss: 0.4211 - accuracy: 0.7870
104/296 [=========>....................] - ETA: 10s - loss: 0.4229 - accuracy: 0.7873
105/296 [=========>....................] - ETA: 10s - loss: 0.4239 - accuracy: 0.7857
106/296 [=========>....................] - ETA: 10s - loss: 0.4245 - accuracy: 0.7842
107/296 [=========>....................] - ETA: 10s - loss: 0.4234 - accuracy: 0.7845
108/296 [=========>....................] - ETA: 10s - loss: 0.4231 - accuracy: 0.7853
109/296 [==========>...................] - ETA: 10s - loss: 0.4254 - accuracy: 0.7861
110/296 [==========>...................] - ETA: 10s - loss: 0.4243 - accuracy: 0.7869
111/296 [==========>...................] - ETA: 10s - loss: 0.4296 - accuracy: 0.7860
112/296 [==========>...................] - ETA: 10s - loss: 0.4329 - accuracy: 0.7852
113/296 [==========>...................] - ETA: 10s - loss: 0.4324 - accuracy: 0.7865
114/296 [==========>...................] - ETA: 10s - loss: 0.4320 - accuracy: 0.7862
115/296 [==========>...................] - ETA: 10s - loss: 0.4309 - accuracy: 0.7875
116/296 [==========>...................] - ETA: 9s - loss: 0.4312 - accuracy: 0.7877 
117/296 [==========>...................] - ETA: 9s - loss: 0.4302 - accuracy: 0.7879
118/296 [==========>...................] - ETA: 9s - loss: 0.4302 - accuracy: 0.7881
119/296 [===========>..................] - ETA: 9s - loss: 0.4300 - accuracy: 0.7878
120/296 [===========>..................] - ETA: 9s - loss: 0.4289 - accuracy: 0.7880
121/296 [===========>..................] - ETA: 9s - loss: 0.4306 - accuracy: 0.7872
122/296 [===========>..................] - ETA: 9s - loss: 0.4305 - accuracy: 0.7864
123/296 [===========>..................] - ETA: 9s - loss: 0.4291 - accuracy: 0.7871
124/296 [===========>..................] - ETA: 9s - loss: 0.4280 - accuracy: 0.7878
125/296 [===========>..................] - ETA: 9s - loss: 0.4279 - accuracy: 0.7875
126/296 [===========>..................] - ETA: 9s - loss: 0.4275 - accuracy: 0.7882
127/296 [===========>..................] - ETA: 9s - loss: 0.4290 - accuracy: 0.7874
128/296 [===========>..................] - ETA: 9s - loss: 0.4302 - accuracy: 0.7871
129/296 [============>.................] - ETA: 9s - loss: 0.4302 - accuracy: 0.7873
130/296 [============>.................] - ETA: 9s - loss: 0.4287 - accuracy: 0.7885
131/296 [============>.................] - ETA: 9s - loss: 0.4293 - accuracy: 0.7877
132/296 [============>.................] - ETA: 9s - loss: 0.4294 - accuracy: 0.7874
133/296 [============>.................] - ETA: 9s - loss: 0.4278 - accuracy: 0.7881
134/296 [============>.................] - ETA: 9s - loss: 0.4285 - accuracy: 0.7882
135/296 [============>.................] - ETA: 8s - loss: 0.4301 - accuracy: 0.7880
136/296 [============>.................] - ETA: 8s - loss: 0.4309 - accuracy: 0.7877
137/296 [============>.................] - ETA: 8s - loss: 0.4315 - accuracy: 0.7870
138/296 [============>.................] - ETA: 8s - loss: 0.4301 - accuracy: 0.7880
139/296 [=============>................] - ETA: 8s - loss: 0.4289 - accuracy: 0.7891
140/296 [=============>................] - ETA: 8s - loss: 0.4284 - accuracy: 0.7893
141/296 [=============>................] - ETA: 8s - loss: 0.4287 - accuracy: 0.7890
142/296 [=============>................] - ETA: 8s - loss: 0.4291 - accuracy: 0.7874
143/296 [=============>................] - ETA: 8s - loss: 0.4276 - accuracy: 0.7889
144/296 [=============>................] - ETA: 8s - loss: 0.4284 - accuracy: 0.7882
145/296 [=============>................] - ETA: 8s - loss: 0.4277 - accuracy: 0.7884
146/296 [=============>................] - ETA: 8s - loss: 0.4269 - accuracy: 0.7890
147/296 [=============>................] - ETA: 8s - loss: 0.4261 - accuracy: 0.7891
148/296 [==============>...............] - ETA: 8s - loss: 0.4263 - accuracy: 0.7889
149/296 [==============>...............] - ETA: 8s - loss: 0.4255 - accuracy: 0.7890
150/296 [==============>...............] - ETA: 8s - loss: 0.4257 - accuracy: 0.7887
151/296 [==============>...............] - ETA: 8s - loss: 0.4246 - accuracy: 0.7893
152/296 [==============>...............] - ETA: 8s - loss: 0.4250 - accuracy: 0.7891
153/296 [==============>...............] - ETA: 7s - loss: 0.4249 - accuracy: 0.7888
154/296 [==============>...............] - ETA: 7s - loss: 0.4249 - accuracy: 0.7886
155/296 [==============>...............] - ETA: 7s - loss: 0.4237 - accuracy: 0.7895
156/296 [==============>...............] - ETA: 7s - loss: 0.4252 - accuracy: 0.7885
157/296 [==============>...............] - ETA: 7s - loss: 0.4255 - accuracy: 0.7882
158/296 [===============>..............] - ETA: 7s - loss: 0.4253 - accuracy: 0.7880
159/296 [===============>..............] - ETA: 7s - loss: 0.4251 - accuracy: 0.7889
160/296 [===============>..............] - ETA: 7s - loss: 0.4252 - accuracy: 0.7883
161/296 [===============>..............] - ETA: 7s - loss: 0.4247 - accuracy: 0.7884
162/296 [===============>..............] - ETA: 7s - loss: 0.4241 - accuracy: 0.7886
163/296 [===============>..............] - ETA: 7s - loss: 0.4227 - accuracy: 0.7895
164/296 [===============>..............] - ETA: 7s - loss: 0.4236 - accuracy: 0.7889
165/296 [===============>..............] - ETA: 7s - loss: 0.4241 - accuracy: 0.7890
166/296 [===============>..............] - ETA: 7s - loss: 0.4238 - accuracy: 0.7895
167/296 [===============>..............] - ETA: 7s - loss: 0.4230 - accuracy: 0.7904
168/296 [================>.............] - ETA: 7s - loss: 0.4239 - accuracy: 0.7902
169/296 [================>.............] - ETA: 7s - loss: 0.4229 - accuracy: 0.7907
170/296 [================>.............] - ETA: 7s - loss: 0.4224 - accuracy: 0.7908
171/296 [================>.............] - ETA: 7s - loss: 0.4223 - accuracy: 0.7913
172/296 [================>.............] - ETA: 6s - loss: 0.4217 - accuracy: 0.7925
173/296 [================>.............] - ETA: 6s - loss: 0.4219 - accuracy: 0.7923
174/296 [================>.............] - ETA: 6s - loss: 0.4211 - accuracy: 0.7931
175/296 [================>.............] - ETA: 6s - loss: 0.4202 - accuracy: 0.7939
176/296 [================>.............] - ETA: 6s - loss: 0.4208 - accuracy: 0.7933
177/296 [================>.............] - ETA: 6s - loss: 0.4211 - accuracy: 0.7931
178/296 [=================>............] - ETA: 6s - loss: 0.4206 - accuracy: 0.7935
179/296 [=================>............] - ETA: 6s - loss: 0.4200 - accuracy: 0.7940
180/296 [=================>............] - ETA: 6s - loss: 0.4192 - accuracy: 0.7941
181/296 [=================>............] - ETA: 6s - loss: 0.4209 - accuracy: 0.7942
182/296 [=================>............] - ETA: 6s - loss: 0.4218 - accuracy: 0.7943
183/296 [=================>............] - ETA: 6s - loss: 0.4219 - accuracy: 0.7941
184/296 [=================>............] - ETA: 6s - loss: 0.4223 - accuracy: 0.7942
185/296 [=================>............] - ETA: 6s - loss: 0.4225 - accuracy: 0.7939
186/296 [=================>............] - ETA: 6s - loss: 0.4225 - accuracy: 0.7947
187/296 [=================>............] - ETA: 6s - loss: 0.4223 - accuracy: 0.7948
188/296 [==================>...........] - ETA: 6s - loss: 0.4216 - accuracy: 0.7955
189/296 [==================>...........] - ETA: 5s - loss: 0.4214 - accuracy: 0.7953
190/296 [==================>...........] - ETA: 5s - loss: 0.4214 - accuracy: 0.7947
191/296 [==================>...........] - ETA: 5s - loss: 0.4216 - accuracy: 0.7948
192/296 [==================>...........] - ETA: 5s - loss: 0.4216 - accuracy: 0.7952
193/296 [==================>...........] - ETA: 5s - loss: 0.4212 - accuracy: 0.7960
194/296 [==================>...........] - ETA: 5s - loss: 0.4211 - accuracy: 0.7961
195/296 [==================>...........] - ETA: 5s - loss: 0.4219 - accuracy: 0.7955
196/296 [==================>...........] - ETA: 5s - loss: 0.4226 - accuracy: 0.7943
197/296 [==================>...........] - ETA: 5s - loss: 0.4220 - accuracy: 0.7947
198/296 [===================>..........] - ETA: 5s - loss: 0.4230 - accuracy: 0.7945
199/296 [===================>..........] - ETA: 5s - loss: 0.4218 - accuracy: 0.7952
200/296 [===================>..........] - ETA: 5s - loss: 0.4226 - accuracy: 0.7947
201/296 [===================>..........] - ETA: 5s - loss: 0.4225 - accuracy: 0.7948
202/296 [===================>..........] - ETA: 5s - loss: 0.4232 - accuracy: 0.7939
203/296 [===================>..........] - ETA: 5s - loss: 0.4246 - accuracy: 0.7931
204/296 [===================>..........] - ETA: 5s - loss: 0.4254 - accuracy: 0.7920
205/296 [===================>..........] - ETA: 5s - loss: 0.4256 - accuracy: 0.7918
206/296 [===================>..........] - ETA: 5s - loss: 0.4256 - accuracy: 0.7925
207/296 [===================>..........] - ETA: 4s - loss: 0.4253 - accuracy: 0.7926
208/296 [====================>.........] - ETA: 4s - loss: 0.4251 - accuracy: 0.7930
209/296 [====================>.........] - ETA: 4s - loss: 0.4249 - accuracy: 0.7925
210/296 [====================>.........] - ETA: 4s - loss: 0.4245 - accuracy: 0.7929
211/296 [====================>.........] - ETA: 4s - loss: 0.4239 - accuracy: 0.7932
212/296 [====================>.........] - ETA: 4s - loss: 0.4240 - accuracy: 0.7939
213/296 [====================>.........] - ETA: 4s - loss: 0.4236 - accuracy: 0.7943
214/296 [====================>.........] - ETA: 4s - loss: 0.4228 - accuracy: 0.7947
215/296 [====================>.........] - ETA: 4s - loss: 0.4222 - accuracy: 0.7951
216/296 [====================>.........] - ETA: 4s - loss: 0.4214 - accuracy: 0.7954
217/296 [====================>.........] - ETA: 4s - loss: 0.4208 - accuracy: 0.7958
218/296 [=====================>........] - ETA: 4s - loss: 0.4209 - accuracy: 0.7959
219/296 [=====================>........] - ETA: 4s - loss: 0.4218 - accuracy: 0.7954
220/296 [=====================>........] - ETA: 4s - loss: 0.4207 - accuracy: 0.7957
221/296 [=====================>........] - ETA: 4s - loss: 0.4202 - accuracy: 0.7958
222/296 [=====================>........] - ETA: 4s - loss: 0.4198 - accuracy: 0.7959
223/296 [=====================>........] - ETA: 4s - loss: 0.4182 - accuracy: 0.7968
224/296 [=====================>........] - ETA: 4s - loss: 0.4191 - accuracy: 0.7966
225/296 [=====================>........] - ETA: 3s - loss: 0.4204 - accuracy: 0.7961
226/296 [=====================>........] - ETA: 3s - loss: 0.4199 - accuracy: 0.7962
227/296 [======================>.......] - ETA: 3s - loss: 0.4190 - accuracy: 0.7965
228/296 [======================>.......] - ETA: 3s - loss: 0.4190 - accuracy: 0.7969
229/296 [======================>.......] - ETA: 3s - loss: 0.4190 - accuracy: 0.7969
230/296 [======================>.......] - ETA: 3s - loss: 0.4184 - accuracy: 0.7973
231/296 [======================>.......] - ETA: 3s - loss: 0.4181 - accuracy: 0.7979
232/296 [======================>.......] - ETA: 3s - loss: 0.4194 - accuracy: 0.7971
233/296 [======================>.......] - ETA: 3s - loss: 0.4195 - accuracy: 0.7975
234/296 [======================>.......] - ETA: 3s - loss: 0.4187 - accuracy: 0.7978
235/296 [======================>.......] - ETA: 3s - loss: 0.4183 - accuracy: 0.7979
236/296 [======================>.......] - ETA: 3s - loss: 0.4180 - accuracy: 0.7979
237/296 [=======================>......] - ETA: 3s - loss: 0.4186 - accuracy: 0.7975
238/296 [=======================>......] - ETA: 3s - loss: 0.4190 - accuracy: 0.7970
239/296 [=======================>......] - ETA: 3s - loss: 0.4184 - accuracy: 0.7973
240/296 [=======================>......] - ETA: 3s - loss: 0.4186 - accuracy: 0.7979
241/296 [=======================>......] - ETA: 3s - loss: 0.4192 - accuracy: 0.7975
242/296 [=======================>......] - ETA: 3s - loss: 0.4190 - accuracy: 0.7973
243/296 [=======================>......] - ETA: 2s - loss: 0.4199 - accuracy: 0.7966
244/296 [=======================>......] - ETA: 2s - loss: 0.4199 - accuracy: 0.7966
245/296 [=======================>......] - ETA: 2s - loss: 0.4200 - accuracy: 0.7962
246/296 [=======================>......] - ETA: 2s - loss: 0.4198 - accuracy: 0.7962
247/296 [========================>.....] - ETA: 2s - loss: 0.4194 - accuracy: 0.7966
248/296 [========================>.....] - ETA: 2s - loss: 0.4188 - accuracy: 0.7971
249/296 [========================>.....] - ETA: 2s - loss: 0.4183 - accuracy: 0.7977
250/296 [========================>.....] - ETA: 2s - loss: 0.4184 - accuracy: 0.7980
251/296 [========================>.....] - ETA: 2s - loss: 0.4187 - accuracy: 0.7976
252/296 [========================>.....] - ETA: 2s - loss: 0.4185 - accuracy: 0.7976
253/296 [========================>.....] - ETA: 2s - loss: 0.4189 - accuracy: 0.7972
254/296 [========================>.....] - ETA: 2s - loss: 0.4190 - accuracy: 0.7972
255/296 [========================>.....] - ETA: 2s - loss: 0.4203 - accuracy: 0.7966
256/296 [========================>.....] - ETA: 2s - loss: 0.4213 - accuracy: 0.7959
257/296 [=========================>....] - ETA: 2s - loss: 0.4216 - accuracy: 0.7960
258/296 [=========================>....] - ETA: 2s - loss: 0.4211 - accuracy: 0.7960
259/296 [=========================>....] - ETA: 2s - loss: 0.4212 - accuracy: 0.7958
260/296 [=========================>....] - ETA: 2s - loss: 0.4208 - accuracy: 0.7966
261/296 [=========================>....] - ETA: 1s - loss: 0.4211 - accuracy: 0.7967
262/296 [=========================>....] - ETA: 1s - loss: 0.4211 - accuracy: 0.7965
263/296 [=========================>....] - ETA: 1s - loss: 0.4211 - accuracy: 0.7966
264/296 [=========================>....] - ETA: 1s - loss: 0.4209 - accuracy: 0.7969
265/296 [=========================>....] - ETA: 1s - loss: 0.4210 - accuracy: 0.7969
266/296 [=========================>....] - ETA: 1s - loss: 0.4212 - accuracy: 0.7968
267/296 [==========================>...] - ETA: 1s - loss: 0.4205 - accuracy: 0.7973
268/296 [==========================>...] - ETA: 1s - loss: 0.4204 - accuracy: 0.7973
269/296 [==========================>...] - ETA: 1s - loss: 0.4199 - accuracy: 0.7976
270/296 [==========================>...] - ETA: 1s - loss: 0.4198 - accuracy: 0.7977
271/296 [==========================>...] - ETA: 1s - loss: 0.4192 - accuracy: 0.7982
272/296 [==========================>...] - ETA: 1s - loss: 0.4193 - accuracy: 0.7983
273/296 [==========================>...] - ETA: 1s - loss: 0.4193 - accuracy: 0.7981
274/296 [==========================>...] - ETA: 1s - loss: 0.4195 - accuracy: 0.7974
275/296 [==========================>...] - ETA: 1s - loss: 0.4190 - accuracy: 0.7975
276/296 [==========================>...] - ETA: 1s - loss: 0.4200 - accuracy: 0.7971
277/296 [===========================>..] - ETA: 1s - loss: 0.4212 - accuracy: 0.7969
278/296 [===========================>..] - ETA: 1s - loss: 0.4209 - accuracy: 0.7972
279/296 [===========================>..] - ETA: 0s - loss: 0.4207 - accuracy: 0.7973
280/296 [===========================>..] - ETA: 0s - loss: 0.4203 - accuracy: 0.7975
281/296 [===========================>..] - ETA: 0s - loss: 0.4201 - accuracy: 0.7978
282/296 [===========================>..] - ETA: 0s - loss: 0.4204 - accuracy: 0.7977
283/296 [===========================>..] - ETA: 0s - loss: 0.4206 - accuracy: 0.7975
284/296 [===========================>..] - ETA: 0s - loss: 0.4208 - accuracy: 0.7973
285/296 [===========================>..] - ETA: 0s - loss: 0.4215 - accuracy: 0.7967
286/296 [===========================>..] - ETA: 0s - loss: 0.4217 - accuracy: 0.7965
287/296 [============================>.] - ETA: 0s - loss: 0.4212 - accuracy: 0.7968
288/296 [============================>.] - ETA: 0s - loss: 0.4217 - accuracy: 0.7967
289/296 [============================>.] - ETA: 0s - loss: 0.4214 - accuracy: 0.7974
290/296 [============================>.] - ETA: 0s - loss: 0.4209 - accuracy: 0.7976
291/296 [============================>.] - ETA: 0s - loss: 0.4205 - accuracy: 0.7981
292/296 [============================>.] - ETA: 0s - loss: 0.4206 - accuracy: 0.7982
293/296 [============================>.] - ETA: 0s - loss: 0.4207 - accuracy: 0.7980
294/296 [============================>.] - ETA: 0s - loss: 0.4210 - accuracy: 0.7980
295/296 [============================>.] - ETA: 0s - loss: 0.4207 - accuracy: 0.7983
296/296 [==============================] - 16s 56ms/step - loss: 0.4211 - accuracy: 0.7981

296/296 [==============================] - 18s 60ms/step - loss: 0.4211 - accuracy: 0.7981 - val_loss: 0.4357 - val_accuracy: 0.7971
Epoch 5/50

  1/296 [..............................] - ETA: 15s - loss: 0.5620 - accuracy: 0.6250
  2/296 [..............................] - ETA: 15s - loss: 0.5774 - accuracy: 0.6875
  3/296 [..............................] - ETA: 16s - loss: 0.5172 - accuracy: 0.7292
  4/296 [..............................] - ETA: 16s - loss: 0.4576 - accuracy: 0.7812
  5/296 [..............................] - ETA: 16s - loss: 0.4612 - accuracy: 0.7875
  6/296 [..............................] - ETA: 16s - loss: 0.4366 - accuracy: 0.7917
  7/296 [..............................] - ETA: 16s - loss: 0.4234 - accuracy: 0.7857
  8/296 [..............................] - ETA: 16s - loss: 0.4134 - accuracy: 0.7969
  9/296 [..............................] - ETA: 15s - loss: 0.4199 - accuracy: 0.7847
 10/296 [>.............................] - ETA: 15s - loss: 0.4164 - accuracy: 0.7812
 11/296 [>.............................] - ETA: 15s - loss: 0.4291 - accuracy: 0.7614
 12/296 [>.............................] - ETA: 15s - loss: 0.4233 - accuracy: 0.7656
 13/296 [>.............................] - ETA: 15s - loss: 0.4139 - accuracy: 0.7692
 14/296 [>.............................] - ETA: 15s - loss: 0.4227 - accuracy: 0.7679
 15/296 [>.............................] - ETA: 15s - loss: 0.4256 - accuracy: 0.7708
 16/296 [>.............................] - ETA: 15s - loss: 0.4243 - accuracy: 0.7734
 17/296 [>.............................] - ETA: 15s - loss: 0.4154 - accuracy: 0.7831
 18/296 [>.............................] - ETA: 15s - loss: 0.4163 - accuracy: 0.7847
 19/296 [>.............................] - ETA: 15s - loss: 0.4128 - accuracy: 0.7895
 20/296 [=>............................] - ETA: 15s - loss: 0.4059 - accuracy: 0.7937
 21/296 [=>............................] - ETA: 15s - loss: 0.3972 - accuracy: 0.8006
 22/296 [=>............................] - ETA: 15s - loss: 0.3894 - accuracy: 0.8040
 23/296 [=>............................] - ETA: 15s - loss: 0.4134 - accuracy: 0.7962
 24/296 [=>............................] - ETA: 15s - loss: 0.4303 - accuracy: 0.7943
 25/296 [=>............................] - ETA: 14s - loss: 0.4282 - accuracy: 0.7950
 26/296 [=>............................] - ETA: 14s - loss: 0.4204 - accuracy: 0.7981
 27/296 [=>............................] - ETA: 14s - loss: 0.4190 - accuracy: 0.7963
 28/296 [=>............................] - ETA: 14s - loss: 0.4215 - accuracy: 0.7969
 29/296 [=>............................] - ETA: 14s - loss: 0.4227 - accuracy: 0.7953
 30/296 [==>...........................] - ETA: 14s - loss: 0.4189 - accuracy: 0.7979
 31/296 [==>...........................] - ETA: 14s - loss: 0.4154 - accuracy: 0.8044
 32/296 [==>...........................] - ETA: 14s - loss: 0.4131 - accuracy: 0.8047
 33/296 [==>...........................] - ETA: 14s - loss: 0.4123 - accuracy: 0.8087
 34/296 [==>...........................] - ETA: 14s - loss: 0.4051 - accuracy: 0.8107
 35/296 [==>...........................] - ETA: 14s - loss: 0.3961 - accuracy: 0.8161
 36/296 [==>...........................] - ETA: 14s - loss: 0.3911 - accuracy: 0.8177
 37/296 [==>...........................] - ETA: 14s - loss: 0.3850 - accuracy: 0.8209
 38/296 [==>...........................] - ETA: 14s - loss: 0.3959 - accuracy: 0.8191
 39/296 [==>...........................] - ETA: 14s - loss: 0.3947 - accuracy: 0.8189
 40/296 [===>..........................] - ETA: 14s - loss: 0.3986 - accuracy: 0.8188
 41/296 [===>..........................] - ETA: 14s - loss: 0.3965 - accuracy: 0.8186
 42/296 [===>..........................] - ETA: 14s - loss: 0.3914 - accuracy: 0.8199
 43/296 [===>..........................] - ETA: 13s - loss: 0.3934 - accuracy: 0.8183
 44/296 [===>..........................] - ETA: 13s - loss: 0.3939 - accuracy: 0.8168
 45/296 [===>..........................] - ETA: 13s - loss: 0.3891 - accuracy: 0.8208
 46/296 [===>..........................] - ETA: 13s - loss: 0.3922 - accuracy: 0.8207
 47/296 [===>..........................] - ETA: 13s - loss: 0.3885 - accuracy: 0.8231
 48/296 [===>..........................] - ETA: 13s - loss: 0.3872 - accuracy: 0.8255
 49/296 [===>..........................] - ETA: 13s - loss: 0.3914 - accuracy: 0.8240
 50/296 [====>.........................] - ETA: 13s - loss: 0.3899 - accuracy: 0.8250
 51/296 [====>.........................] - ETA: 13s - loss: 0.3866 - accuracy: 0.8260
 52/296 [====>.........................] - ETA: 13s - loss: 0.3849 - accuracy: 0.8257
 53/296 [====>.........................] - ETA: 13s - loss: 0.3879 - accuracy: 0.8243
 54/296 [====>.........................] - ETA: 13s - loss: 0.3897 - accuracy: 0.8229
 55/296 [====>.........................] - ETA: 13s - loss: 0.3899 - accuracy: 0.8239
 56/296 [====>.........................] - ETA: 13s - loss: 0.3898 - accuracy: 0.8214
 57/296 [====>.........................] - ETA: 13s - loss: 0.3887 - accuracy: 0.8213
 58/296 [====>.........................] - ETA: 13s - loss: 0.3878 - accuracy: 0.8211
 59/296 [====>.........................] - ETA: 13s - loss: 0.3894 - accuracy: 0.8210
 60/296 [=====>........................] - ETA: 13s - loss: 0.3913 - accuracy: 0.8198
 61/296 [=====>........................] - ETA: 12s - loss: 0.3896 - accuracy: 0.8217
 62/296 [=====>........................] - ETA: 12s - loss: 0.3920 - accuracy: 0.8206
 63/296 [=====>........................] - ETA: 12s - loss: 0.3904 - accuracy: 0.8214
 64/296 [=====>........................] - ETA: 12s - loss: 0.3906 - accuracy: 0.8203
 65/296 [=====>........................] - ETA: 12s - loss: 0.3877 - accuracy: 0.8221
 66/296 [=====>........................] - ETA: 12s - loss: 0.3858 - accuracy: 0.8229
 67/296 [=====>........................] - ETA: 12s - loss: 0.3862 - accuracy: 0.8209
 68/296 [=====>........................] - ETA: 12s - loss: 0.3884 - accuracy: 0.8208
 69/296 [=====>........................] - ETA: 12s - loss: 0.3877 - accuracy: 0.8188
 70/296 [======>.......................] - ETA: 12s - loss: 0.3873 - accuracy: 0.8196
 71/296 [======>.......................] - ETA: 12s - loss: 0.3860 - accuracy: 0.8213
 72/296 [======>.......................] - ETA: 12s - loss: 0.3854 - accuracy: 0.8203
 73/296 [======>.......................] - ETA: 12s - loss: 0.3880 - accuracy: 0.8202
 74/296 [======>.......................] - ETA: 12s - loss: 0.3911 - accuracy: 0.8193
 75/296 [======>.......................] - ETA: 12s - loss: 0.3898 - accuracy: 0.8200
 76/296 [======>.......................] - ETA: 12s - loss: 0.3886 - accuracy: 0.8199
 77/296 [======>.......................] - ETA: 12s - loss: 0.3868 - accuracy: 0.8206
 78/296 [======>.......................] - ETA: 12s - loss: 0.3863 - accuracy: 0.8221
 79/296 [=======>......................] - ETA: 11s - loss: 0.3866 - accuracy: 0.8228
 80/296 [=======>......................] - ETA: 11s - loss: 0.3846 - accuracy: 0.8242
 81/296 [=======>......................] - ETA: 11s - loss: 0.3819 - accuracy: 0.8256
 82/296 [=======>......................] - ETA: 11s - loss: 0.3832 - accuracy: 0.8255
 83/296 [=======>......................] - ETA: 11s - loss: 0.3841 - accuracy: 0.8253
 84/296 [=======>......................] - ETA: 11s - loss: 0.3828 - accuracy: 0.8266
 85/296 [=======>......................] - ETA: 11s - loss: 0.3834 - accuracy: 0.8265
 86/296 [=======>......................] - ETA: 11s - loss: 0.3837 - accuracy: 0.8270
 87/296 [=======>......................] - ETA: 11s - loss: 0.3829 - accuracy: 0.8276
 88/296 [=======>......................] - ETA: 11s - loss: 0.3874 - accuracy: 0.8246
 89/296 [========>.....................] - ETA: 11s - loss: 0.3867 - accuracy: 0.8251
 90/296 [========>.....................] - ETA: 11s - loss: 0.3864 - accuracy: 0.8257
 91/296 [========>.....................] - ETA: 11s - loss: 0.3872 - accuracy: 0.8249
 92/296 [========>.....................] - ETA: 11s - loss: 0.3862 - accuracy: 0.8261
 93/296 [========>.....................] - ETA: 11s - loss: 0.3880 - accuracy: 0.8246
 94/296 [========>.....................] - ETA: 11s - loss: 0.3887 - accuracy: 0.8238
 95/296 [========>.....................] - ETA: 11s - loss: 0.3900 - accuracy: 0.8224
 96/296 [========>.....................] - ETA: 11s - loss: 0.3912 - accuracy: 0.8223
 97/296 [========>.....................] - ETA: 10s - loss: 0.3917 - accuracy: 0.8215
 98/296 [========>.....................] - ETA: 10s - loss: 0.3916 - accuracy: 0.8208
 99/296 [=========>....................] - ETA: 10s - loss: 0.3911 - accuracy: 0.8201
100/296 [=========>....................] - ETA: 10s - loss: 0.3922 - accuracy: 0.8206
101/296 [=========>....................] - ETA: 10s - loss: 0.3933 - accuracy: 0.8212
102/296 [=========>....................] - ETA: 10s - loss: 0.3944 - accuracy: 0.8199
103/296 [=========>....................] - ETA: 10s - loss: 0.3932 - accuracy: 0.8210
104/296 [=========>....................] - ETA: 10s - loss: 0.3926 - accuracy: 0.8209
105/296 [=========>....................] - ETA: 10s - loss: 0.3910 - accuracy: 0.8214
106/296 [=========>....................] - ETA: 10s - loss: 0.3932 - accuracy: 0.8208
107/296 [=========>....................] - ETA: 10s - loss: 0.3929 - accuracy: 0.8207
108/296 [=========>....................] - ETA: 10s - loss: 0.3969 - accuracy: 0.8171
109/296 [==========>...................] - ETA: 10s - loss: 0.3963 - accuracy: 0.8177
110/296 [==========>...................] - ETA: 10s - loss: 0.3970 - accuracy: 0.8165
111/296 [==========>...................] - ETA: 10s - loss: 0.3976 - accuracy: 0.8153
112/296 [==========>...................] - ETA: 10s - loss: 0.3979 - accuracy: 0.8158
113/296 [==========>...................] - ETA: 10s - loss: 0.3975 - accuracy: 0.8158
114/296 [==========>...................] - ETA: 10s - loss: 0.3966 - accuracy: 0.8169
115/296 [==========>...................] - ETA: 9s - loss: 0.3957 - accuracy: 0.8174 
116/296 [==========>...................] - ETA: 9s - loss: 0.3963 - accuracy: 0.8173
117/296 [==========>...................] - ETA: 9s - loss: 0.3979 - accuracy: 0.8157
118/296 [==========>...................] - ETA: 9s - loss: 0.3973 - accuracy: 0.8157
119/296 [===========>..................] - ETA: 9s - loss: 0.3981 - accuracy: 0.8146
120/296 [===========>..................] - ETA: 9s - loss: 0.3965 - accuracy: 0.8161
121/296 [===========>..................] - ETA: 9s - loss: 0.3964 - accuracy: 0.8156
122/296 [===========>..................] - ETA: 9s - loss: 0.3963 - accuracy: 0.8161
123/296 [===========>..................] - ETA: 9s - loss: 0.3992 - accuracy: 0.8155
124/296 [===========>..................] - ETA: 9s - loss: 0.3980 - accuracy: 0.8160
125/296 [===========>..................] - ETA: 9s - loss: 0.3985 - accuracy: 0.8165
126/296 [===========>..................] - ETA: 9s - loss: 0.4005 - accuracy: 0.8155
127/296 [===========>..................] - ETA: 9s - loss: 0.4016 - accuracy: 0.8164
128/296 [===========>..................] - ETA: 9s - loss: 0.4047 - accuracy: 0.8159
129/296 [============>.................] - ETA: 9s - loss: 0.4057 - accuracy: 0.8154
130/296 [============>.................] - ETA: 9s - loss: 0.4051 - accuracy: 0.8154
131/296 [============>.................] - ETA: 9s - loss: 0.4046 - accuracy: 0.8163
132/296 [============>.................] - ETA: 9s - loss: 0.4051 - accuracy: 0.8153
133/296 [============>.................] - ETA: 9s - loss: 0.4047 - accuracy: 0.8153
134/296 [============>.................] - ETA: 8s - loss: 0.4056 - accuracy: 0.8139
135/296 [============>.................] - ETA: 8s - loss: 0.4071 - accuracy: 0.8120
136/296 [============>.................] - ETA: 8s - loss: 0.4051 - accuracy: 0.8134
137/296 [============>.................] - ETA: 8s - loss: 0.4064 - accuracy: 0.8125
138/296 [============>.................] - ETA: 8s - loss: 0.4056 - accuracy: 0.8130
139/296 [=============>................] - ETA: 8s - loss: 0.4074 - accuracy: 0.8129
140/296 [=============>................] - ETA: 8s - loss: 0.4069 - accuracy: 0.8134
141/296 [=============>................] - ETA: 8s - loss: 0.4077 - accuracy: 0.8134
142/296 [=============>................] - ETA: 8s - loss: 0.4069 - accuracy: 0.8138
143/296 [=============>................] - ETA: 8s - loss: 0.4074 - accuracy: 0.8129
144/296 [=============>................] - ETA: 8s - loss: 0.4074 - accuracy: 0.8129
145/296 [=============>................] - ETA: 8s - loss: 0.4078 - accuracy: 0.8129
146/296 [=============>................] - ETA: 8s - loss: 0.4083 - accuracy: 0.8121
147/296 [=============>................] - ETA: 8s - loss: 0.4079 - accuracy: 0.8116
148/296 [==============>...............] - ETA: 8s - loss: 0.4075 - accuracy: 0.8121
149/296 [==============>...............] - ETA: 8s - loss: 0.4065 - accuracy: 0.8125
150/296 [==============>...............] - ETA: 8s - loss: 0.4052 - accuracy: 0.8133
151/296 [==============>...............] - ETA: 8s - loss: 0.4044 - accuracy: 0.8137
152/296 [==============>...............] - ETA: 7s - loss: 0.4042 - accuracy: 0.8137
153/296 [==============>...............] - ETA: 7s - loss: 0.4046 - accuracy: 0.8137
154/296 [==============>...............] - ETA: 7s - loss: 0.4042 - accuracy: 0.8137
155/296 [==============>...............] - ETA: 7s - loss: 0.4042 - accuracy: 0.8137
156/296 [==============>...............] - ETA: 7s - loss: 0.4033 - accuracy: 0.8137
157/296 [==============>...............] - ETA: 7s - loss: 0.4022 - accuracy: 0.8137
158/296 [===============>..............] - ETA: 7s - loss: 0.4024 - accuracy: 0.8141
159/296 [===============>..............] - ETA: 7s - loss: 0.4022 - accuracy: 0.8137
160/296 [===============>..............] - ETA: 7s - loss: 0.4008 - accuracy: 0.8145
161/296 [===============>..............] - ETA: 7s - loss: 0.4027 - accuracy: 0.8141
162/296 [===============>..............] - ETA: 7s - loss: 0.4035 - accuracy: 0.8140
163/296 [===============>..............] - ETA: 7s - loss: 0.4044 - accuracy: 0.8140
164/296 [===============>..............] - ETA: 7s - loss: 0.4046 - accuracy: 0.8140
165/296 [===============>..............] - ETA: 7s - loss: 0.4045 - accuracy: 0.8140
166/296 [===============>..............] - ETA: 7s - loss: 0.4028 - accuracy: 0.8151
167/296 [===============>..............] - ETA: 7s - loss: 0.4023 - accuracy: 0.8155
168/296 [================>.............] - ETA: 7s - loss: 0.4025 - accuracy: 0.8155
169/296 [================>.............] - ETA: 7s - loss: 0.4022 - accuracy: 0.8155
170/296 [================>.............] - ETA: 6s - loss: 0.4025 - accuracy: 0.8151
171/296 [================>.............] - ETA: 6s - loss: 0.4025 - accuracy: 0.8147
172/296 [================>.............] - ETA: 6s - loss: 0.4023 - accuracy: 0.8147
173/296 [================>.............] - ETA: 6s - loss: 0.4027 - accuracy: 0.8143
174/296 [================>.............] - ETA: 6s - loss: 0.4028 - accuracy: 0.8143
175/296 [================>.............] - ETA: 6s - loss: 0.4021 - accuracy: 0.8146
176/296 [================>.............] - ETA: 6s - loss: 0.4015 - accuracy: 0.8150
177/296 [================>.............] - ETA: 6s - loss: 0.4017 - accuracy: 0.8150
178/296 [=================>............] - ETA: 6s - loss: 0.4019 - accuracy: 0.8143
179/296 [=================>............] - ETA: 6s - loss: 0.4007 - accuracy: 0.8149
180/296 [=================>............] - ETA: 6s - loss: 0.4023 - accuracy: 0.8139
181/296 [=================>............] - ETA: 6s - loss: 0.4008 - accuracy: 0.8149
182/296 [=================>............] - ETA: 6s - loss: 0.4005 - accuracy: 0.8149
183/296 [=================>............] - ETA: 6s - loss: 0.4015 - accuracy: 0.8142
184/296 [=================>............] - ETA: 6s - loss: 0.4014 - accuracy: 0.8142
185/296 [=================>............] - ETA: 6s - loss: 0.4009 - accuracy: 0.8142
186/296 [=================>............] - ETA: 6s - loss: 0.4006 - accuracy: 0.8142
187/296 [=================>............] - ETA: 6s - loss: 0.4031 - accuracy: 0.8128
188/296 [==================>...........] - ETA: 5s - loss: 0.4031 - accuracy: 0.8128
189/296 [==================>...........] - ETA: 5s - loss: 0.4026 - accuracy: 0.8135
190/296 [==================>...........] - ETA: 5s - loss: 0.4042 - accuracy: 0.8132
191/296 [==================>...........] - ETA: 5s - loss: 0.4039 - accuracy: 0.8132
192/296 [==================>...........] - ETA: 5s - loss: 0.4039 - accuracy: 0.8138
193/296 [==================>...........] - ETA: 5s - loss: 0.4044 - accuracy: 0.8135
194/296 [==================>...........] - ETA: 5s - loss: 0.4052 - accuracy: 0.8131
195/296 [==================>...........] - ETA: 5s - loss: 0.4060 - accuracy: 0.8125
196/296 [==================>...........] - ETA: 5s - loss: 0.4062 - accuracy: 0.8125
197/296 [==================>...........] - ETA: 5s - loss: 0.4055 - accuracy: 0.8128
198/296 [===================>..........] - ETA: 5s - loss: 0.4064 - accuracy: 0.8119
199/296 [===================>..........] - ETA: 5s - loss: 0.4062 - accuracy: 0.8122
200/296 [===================>..........] - ETA: 5s - loss: 0.4069 - accuracy: 0.8125
201/296 [===================>..........] - ETA: 5s - loss: 0.4060 - accuracy: 0.8134
202/296 [===================>..........] - ETA: 5s - loss: 0.4073 - accuracy: 0.8128
203/296 [===================>..........] - ETA: 5s - loss: 0.4081 - accuracy: 0.8125
204/296 [===================>..........] - ETA: 5s - loss: 0.4078 - accuracy: 0.8122
205/296 [===================>..........] - ETA: 5s - loss: 0.4079 - accuracy: 0.8122
206/296 [===================>..........] - ETA: 4s - loss: 0.4069 - accuracy: 0.8131
207/296 [===================>..........] - ETA: 4s - loss: 0.4064 - accuracy: 0.8134
208/296 [====================>.........] - ETA: 4s - loss: 0.4065 - accuracy: 0.8134
209/296 [====================>.........] - ETA: 4s - loss: 0.4057 - accuracy: 0.8140
210/296 [====================>.........] - ETA: 4s - loss: 0.4048 - accuracy: 0.8146
211/296 [====================>.........] - ETA: 4s - loss: 0.4036 - accuracy: 0.8152
212/296 [====================>.........] - ETA: 4s - loss: 0.4049 - accuracy: 0.8146
213/296 [====================>.........] - ETA: 4s - loss: 0.4059 - accuracy: 0.8146
214/296 [====================>.........] - ETA: 4s - loss: 0.4058 - accuracy: 0.8140
215/296 [====================>.........] - ETA: 4s - loss: 0.4057 - accuracy: 0.8140
216/296 [====================>.........] - ETA: 4s - loss: 0.4058 - accuracy: 0.8139
217/296 [====================>.........] - ETA: 4s - loss: 0.4047 - accuracy: 0.8148
218/296 [=====================>........] - ETA: 4s - loss: 0.4048 - accuracy: 0.8145
219/296 [=====================>........] - ETA: 4s - loss: 0.4038 - accuracy: 0.8154
220/296 [=====================>........] - ETA: 4s - loss: 0.4043 - accuracy: 0.8151
221/296 [=====================>........] - ETA: 4s - loss: 0.4030 - accuracy: 0.8159
222/296 [=====================>........] - ETA: 4s - loss: 0.4022 - accuracy: 0.8162
223/296 [=====================>........] - ETA: 4s - loss: 0.4039 - accuracy: 0.8153
224/296 [=====================>........] - ETA: 3s - loss: 0.4044 - accuracy: 0.8147
225/296 [=====================>........] - ETA: 3s - loss: 0.4047 - accuracy: 0.8142
226/296 [=====================>........] - ETA: 3s - loss: 0.4050 - accuracy: 0.8144
227/296 [======================>.......] - ETA: 3s - loss: 0.4052 - accuracy: 0.8142
228/296 [======================>.......] - ETA: 3s - loss: 0.4055 - accuracy: 0.8136
229/296 [======================>.......] - ETA: 3s - loss: 0.4063 - accuracy: 0.8122
230/296 [======================>.......] - ETA: 3s - loss: 0.4063 - accuracy: 0.8125
231/296 [======================>.......] - ETA: 3s - loss: 0.4059 - accuracy: 0.8130
232/296 [======================>.......] - ETA: 3s - loss: 0.4063 - accuracy: 0.8125
233/296 [======================>.......] - ETA: 3s - loss: 0.4068 - accuracy: 0.8125
234/296 [======================>.......] - ETA: 3s - loss: 0.4083 - accuracy: 0.8117
235/296 [======================>.......] - ETA: 3s - loss: 0.4088 - accuracy: 0.8114
236/296 [======================>.......] - ETA: 3s - loss: 0.4084 - accuracy: 0.8122
237/296 [=======================>......] - ETA: 3s - loss: 0.4084 - accuracy: 0.8120
238/296 [=======================>......] - ETA: 3s - loss: 0.4088 - accuracy: 0.8117
239/296 [=======================>......] - ETA: 3s - loss: 0.4089 - accuracy: 0.8120
240/296 [=======================>......] - ETA: 3s - loss: 0.4088 - accuracy: 0.8122
241/296 [=======================>......] - ETA: 3s - loss: 0.4091 - accuracy: 0.8120
242/296 [=======================>......] - ETA: 2s - loss: 0.4096 - accuracy: 0.8112
243/296 [=======================>......] - ETA: 2s - loss: 0.4092 - accuracy: 0.8115
244/296 [=======================>......] - ETA: 2s - loss: 0.4091 - accuracy: 0.8115
245/296 [=======================>......] - ETA: 2s - loss: 0.4091 - accuracy: 0.8112
246/296 [=======================>......] - ETA: 2s - loss: 0.4089 - accuracy: 0.8110
247/296 [========================>.....] - ETA: 2s - loss: 0.4082 - accuracy: 0.8115
248/296 [========================>.....] - ETA: 2s - loss: 0.4076 - accuracy: 0.8117
249/296 [========================>.....] - ETA: 2s - loss: 0.4078 - accuracy: 0.8115
250/296 [========================>.....] - ETA: 2s - loss: 0.4073 - accuracy: 0.8117
251/296 [========================>.....] - ETA: 2s - loss: 0.4066 - accuracy: 0.8123
252/296 [========================>.....] - ETA: 2s - loss: 0.4070 - accuracy: 0.8120
253/296 [========================>.....] - ETA: 2s - loss: 0.4065 - accuracy: 0.8123
254/296 [========================>.....] - ETA: 2s - loss: 0.4055 - accuracy: 0.8125
255/296 [========================>.....] - ETA: 2s - loss: 0.4061 - accuracy: 0.8125
256/296 [========================>.....] - ETA: 2s - loss: 0.4056 - accuracy: 0.8130
257/296 [=========================>....] - ETA: 2s - loss: 0.4061 - accuracy: 0.8130
258/296 [=========================>....] - ETA: 2s - loss: 0.4065 - accuracy: 0.8127
259/296 [=========================>....] - ETA: 2s - loss: 0.4071 - accuracy: 0.8123
260/296 [=========================>....] - ETA: 1s - loss: 0.4066 - accuracy: 0.8125
261/296 [=========================>....] - ETA: 1s - loss: 0.4067 - accuracy: 0.8123
262/296 [=========================>....] - ETA: 1s - loss: 0.4062 - accuracy: 0.8123
263/296 [=========================>....] - ETA: 1s - loss: 0.4078 - accuracy: 0.8115
264/296 [=========================>....] - ETA: 1s - loss: 0.4079 - accuracy: 0.8113
265/296 [=========================>....] - ETA: 1s - loss: 0.4077 - accuracy: 0.8113
266/296 [=========================>....] - ETA: 1s - loss: 0.4073 - accuracy: 0.8116
267/296 [==========================>...] - ETA: 1s - loss: 0.4078 - accuracy: 0.8109
268/296 [==========================>...] - ETA: 1s - loss: 0.4081 - accuracy: 0.8109
269/296 [==========================>...] - ETA: 1s - loss: 0.4079 - accuracy: 0.8111
270/296 [==========================>...] - ETA: 1s - loss: 0.4079 - accuracy: 0.8116
271/296 [==========================>...] - ETA: 1s - loss: 0.4073 - accuracy: 0.8120
272/296 [==========================>...] - ETA: 1s - loss: 0.4068 - accuracy: 0.8125
273/296 [==========================>...] - ETA: 1s - loss: 0.4068 - accuracy: 0.8123
274/296 [==========================>...] - ETA: 1s - loss: 0.4062 - accuracy: 0.8127
275/296 [==========================>...] - ETA: 1s - loss: 0.4063 - accuracy: 0.8130
276/296 [==========================>...] - ETA: 1s - loss: 0.4065 - accuracy: 0.8130
277/296 [===========================>..] - ETA: 1s - loss: 0.4063 - accuracy: 0.8132
278/296 [===========================>..] - ETA: 0s - loss: 0.4066 - accuracy: 0.8132
279/296 [===========================>..] - ETA: 0s - loss: 0.4061 - accuracy: 0.8134
280/296 [===========================>..] - ETA: 0s - loss: 0.4055 - accuracy: 0.8136
281/296 [===========================>..] - ETA: 0s - loss: 0.4064 - accuracy: 0.8136
282/296 [===========================>..] - ETA: 0s - loss: 0.4067 - accuracy: 0.8132
283/296 [===========================>..] - ETA: 0s - loss: 0.4069 - accuracy: 0.8127
284/296 [===========================>..] - ETA: 0s - loss: 0.4069 - accuracy: 0.8127
285/296 [===========================>..] - ETA: 0s - loss: 0.4072 - accuracy: 0.8125
286/296 [===========================>..] - ETA: 0s - loss: 0.4074 - accuracy: 0.8129
287/296 [============================>.] - ETA: 0s - loss: 0.4073 - accuracy: 0.8132
288/296 [============================>.] - ETA: 0s - loss: 0.4072 - accuracy: 0.8134
289/296 [============================>.] - ETA: 0s - loss: 0.4077 - accuracy: 0.8127
290/296 [============================>.] - ETA: 0s - loss: 0.4074 - accuracy: 0.8131
291/296 [============================>.] - ETA: 0s - loss: 0.4080 - accuracy: 0.8131
292/296 [============================>.] - ETA: 0s - loss: 0.4071 - accuracy: 0.8138
293/296 [============================>.] - ETA: 0s - loss: 0.4086 - accuracy: 0.8131
294/296 [============================>.] - ETA: 0s - loss: 0.4085 - accuracy: 0.8134
295/296 [============================>.] - ETA: 0s - loss: 0.4091 - accuracy: 0.8129
296/296 [==============================] - 16s 55ms/step - loss: 0.4085 - accuracy: 0.8131

296/296 [==============================] - 18s 59ms/step - loss: 0.4085 - accuracy: 0.8131 - val_loss: 0.4409 - val_accuracy: 0.7755
Epoch 6/50

  1/296 [..............................] - ETA: 15s - loss: 0.3759 - accuracy: 0.8125
  2/296 [..............................] - ETA: 15s - loss: 0.3264 - accuracy: 0.8750
  3/296 [..............................] - ETA: 15s - loss: 0.2860 - accuracy: 0.8750
  4/296 [..............................] - ETA: 15s - loss: 0.2997 - accuracy: 0.8750
  5/296 [..............................] - ETA: 15s - loss: 0.3317 - accuracy: 0.8625
  6/296 [..............................] - ETA: 15s - loss: 0.3540 - accuracy: 0.8646
  7/296 [..............................] - ETA: 15s - loss: 0.3764 - accuracy: 0.8571
  8/296 [..............................] - ETA: 15s - loss: 0.3902 - accuracy: 0.8516
  9/296 [..............................] - ETA: 15s - loss: 0.3911 - accuracy: 0.8542
 10/296 [>.............................] - ETA: 15s - loss: 0.3884 - accuracy: 0.8500
 11/296 [>.............................] - ETA: 15s - loss: 0.3779 - accuracy: 0.8466
 12/296 [>.............................] - ETA: 15s - loss: 0.3902 - accuracy: 0.8385
 13/296 [>.............................] - ETA: 15s - loss: 0.3841 - accuracy: 0.8413
 14/296 [>.............................] - ETA: 15s - loss: 0.3873 - accuracy: 0.8393
 15/296 [>.............................] - ETA: 15s - loss: 0.3851 - accuracy: 0.8417
 16/296 [>.............................] - ETA: 15s - loss: 0.3909 - accuracy: 0.8359
 17/296 [>.............................] - ETA: 14s - loss: 0.3916 - accuracy: 0.8382
 18/296 [>.............................] - ETA: 14s - loss: 0.3914 - accuracy: 0.8403
 19/296 [>.............................] - ETA: 14s - loss: 0.3884 - accuracy: 0.8421
 20/296 [=>............................] - ETA: 14s - loss: 0.3735 - accuracy: 0.8500
 21/296 [=>............................] - ETA: 14s - loss: 0.3763 - accuracy: 0.8482
 22/296 [=>............................] - ETA: 14s - loss: 0.3730 - accuracy: 0.8466
 23/296 [=>............................] - ETA: 14s - loss: 0.3896 - accuracy: 0.8424
 24/296 [=>............................] - ETA: 14s - loss: 0.3880 - accuracy: 0.8411
 25/296 [=>............................] - ETA: 14s - loss: 0.3860 - accuracy: 0.8400
 26/296 [=>............................] - ETA: 14s - loss: 0.3878 - accuracy: 0.8389
 27/296 [=>............................] - ETA: 14s - loss: 0.3878 - accuracy: 0.8356
 28/296 [=>............................] - ETA: 14s - loss: 0.3884 - accuracy: 0.8371
 29/296 [=>............................] - ETA: 14s - loss: 0.3923 - accuracy: 0.8319
 30/296 [==>...........................] - ETA: 14s - loss: 0.3878 - accuracy: 0.8354
 31/296 [==>...........................] - ETA: 14s - loss: 0.3840 - accuracy: 0.8347
 32/296 [==>...........................] - ETA: 14s - loss: 0.3815 - accuracy: 0.8340
 33/296 [==>...........................] - ETA: 14s - loss: 0.3855 - accuracy: 0.8295
 34/296 [==>...........................] - ETA: 14s - loss: 0.3846 - accuracy: 0.8272
 35/296 [==>...........................] - ETA: 13s - loss: 0.3822 - accuracy: 0.8268
 36/296 [==>...........................] - ETA: 13s - loss: 0.3846 - accuracy: 0.8264
 37/296 [==>...........................] - ETA: 13s - loss: 0.3802 - accuracy: 0.8294
 38/296 [==>...........................] - ETA: 13s - loss: 0.3774 - accuracy: 0.8289
 39/296 [==>...........................] - ETA: 13s - loss: 0.3776 - accuracy: 0.8269
 40/296 [===>..........................] - ETA: 13s - loss: 0.3773 - accuracy: 0.8234
 41/296 [===>..........................] - ETA: 13s - loss: 0.3793 - accuracy: 0.8232
 42/296 [===>..........................] - ETA: 13s - loss: 0.3784 - accuracy: 0.8229
 43/296 [===>..........................] - ETA: 13s - loss: 0.3806 - accuracy: 0.8212
 44/296 [===>..........................] - ETA: 13s - loss: 0.3771 - accuracy: 0.8210
 45/296 [===>..........................] - ETA: 13s - loss: 0.3737 - accuracy: 0.8222
 46/296 [===>..........................] - ETA: 13s - loss: 0.3700 - accuracy: 0.8247
 47/296 [===>..........................] - ETA: 13s - loss: 0.3739 - accuracy: 0.8245
 48/296 [===>..........................] - ETA: 13s - loss: 0.3716 - accuracy: 0.8255
 49/296 [===>..........................] - ETA: 13s - loss: 0.3726 - accuracy: 0.8278
 50/296 [====>.........................] - ETA: 13s - loss: 0.3786 - accuracy: 0.8275
 51/296 [====>.........................] - ETA: 13s - loss: 0.3797 - accuracy: 0.8260
 52/296 [====>.........................] - ETA: 13s - loss: 0.3776 - accuracy: 0.8269
 53/296 [====>.........................] - ETA: 13s - loss: 0.3756 - accuracy: 0.8278
 54/296 [====>.........................] - ETA: 12s - loss: 0.3750 - accuracy: 0.8287
 55/296 [====>.........................] - ETA: 12s - loss: 0.3727 - accuracy: 0.8295
 56/296 [====>.........................] - ETA: 12s - loss: 0.3736 - accuracy: 0.8281
 57/296 [====>.........................] - ETA: 12s - loss: 0.3745 - accuracy: 0.8268
 58/296 [====>.........................] - ETA: 12s - loss: 0.3755 - accuracy: 0.8265
 59/296 [====>.........................] - ETA: 12s - loss: 0.3731 - accuracy: 0.8284
 60/296 [=====>........................] - ETA: 12s - loss: 0.3693 - accuracy: 0.8313
 61/296 [=====>........................] - ETA: 12s - loss: 0.3731 - accuracy: 0.8279
 62/296 [=====>........................] - ETA: 12s - loss: 0.3752 - accuracy: 0.8286
 63/296 [=====>........................] - ETA: 12s - loss: 0.3748 - accuracy: 0.8274
 64/296 [=====>........................] - ETA: 12s - loss: 0.3754 - accuracy: 0.8271
 65/296 [=====>........................] - ETA: 12s - loss: 0.3747 - accuracy: 0.8279
 66/296 [=====>........................] - ETA: 12s - loss: 0.3740 - accuracy: 0.8277
 67/296 [=====>........................] - ETA: 12s - loss: 0.3723 - accuracy: 0.8293
 68/296 [=====>........................] - ETA: 12s - loss: 0.3740 - accuracy: 0.8272
 69/296 [=====>........................] - ETA: 12s - loss: 0.3767 - accuracy: 0.8261
 70/296 [======>.......................] - ETA: 12s - loss: 0.3773 - accuracy: 0.8259
 71/296 [======>.......................] - ETA: 12s - loss: 0.3772 - accuracy: 0.8257
 72/296 [======>.......................] - ETA: 12s - loss: 0.3768 - accuracy: 0.8264
 73/296 [======>.......................] - ETA: 11s - loss: 0.3775 - accuracy: 0.8262
 74/296 [======>.......................] - ETA: 11s - loss: 0.3773 - accuracy: 0.8260
 75/296 [======>.......................] - ETA: 11s - loss: 0.3817 - accuracy: 0.8233
 76/296 [======>.......................] - ETA: 11s - loss: 0.3807 - accuracy: 0.8224
 77/296 [======>.......................] - ETA: 11s - loss: 0.3798 - accuracy: 0.8222
 78/296 [======>.......................] - ETA: 11s - loss: 0.3844 - accuracy: 0.8197
 79/296 [=======>......................] - ETA: 11s - loss: 0.3838 - accuracy: 0.8204
 80/296 [=======>......................] - ETA: 11s - loss: 0.3852 - accuracy: 0.8188
 81/296 [=======>......................] - ETA: 11s - loss: 0.3847 - accuracy: 0.8179
 82/296 [=======>......................] - ETA: 11s - loss: 0.3851 - accuracy: 0.8178
 83/296 [=======>......................] - ETA: 11s - loss: 0.3831 - accuracy: 0.8193
 84/296 [=======>......................] - ETA: 11s - loss: 0.3825 - accuracy: 0.8199
 85/296 [=======>......................] - ETA: 11s - loss: 0.3836 - accuracy: 0.8184
 86/296 [=======>......................] - ETA: 11s - loss: 0.3850 - accuracy: 0.8183
 87/296 [=======>......................] - ETA: 11s - loss: 0.3859 - accuracy: 0.8175
 88/296 [=======>......................] - ETA: 11s - loss: 0.3850 - accuracy: 0.8175
 89/296 [========>.....................] - ETA: 11s - loss: 0.3845 - accuracy: 0.8167
 90/296 [========>.....................] - ETA: 11s - loss: 0.3856 - accuracy: 0.8160
 91/296 [========>.....................] - ETA: 10s - loss: 0.3848 - accuracy: 0.8173
 92/296 [========>.....................] - ETA: 10s - loss: 0.3835 - accuracy: 0.8179
 93/296 [========>.....................] - ETA: 10s - loss: 0.3856 - accuracy: 0.8165
 94/296 [========>.....................] - ETA: 10s - loss: 0.3876 - accuracy: 0.8152
 95/296 [========>.....................] - ETA: 10s - loss: 0.3894 - accuracy: 0.8132
 96/296 [========>.....................] - ETA: 10s - loss: 0.3891 - accuracy: 0.8132
 97/296 [========>.....................] - ETA: 10s - loss: 0.3884 - accuracy: 0.8138
 98/296 [========>.....................] - ETA: 10s - loss: 0.3867 - accuracy: 0.8144
 99/296 [=========>....................] - ETA: 10s - loss: 0.3850 - accuracy: 0.8150
100/296 [=========>....................] - ETA: 10s - loss: 0.3876 - accuracy: 0.8144
101/296 [=========>....................] - ETA: 10s - loss: 0.3947 - accuracy: 0.8125
102/296 [=========>....................] - ETA: 10s - loss: 0.3966 - accuracy: 0.8119
103/296 [=========>....................] - ETA: 10s - loss: 0.3959 - accuracy: 0.8119
104/296 [=========>....................] - ETA: 10s - loss: 0.3950 - accuracy: 0.8125
105/296 [=========>....................] - ETA: 10s - loss: 0.3973 - accuracy: 0.8113
106/296 [=========>....................] - ETA: 10s - loss: 0.3964 - accuracy: 0.8125
107/296 [=========>....................] - ETA: 10s - loss: 0.3976 - accuracy: 0.8113
108/296 [=========>....................] - ETA: 10s - loss: 0.3970 - accuracy: 0.8119
109/296 [==========>...................] - ETA: 10s - loss: 0.3967 - accuracy: 0.8114
110/296 [==========>...................] - ETA: 9s - loss: 0.3951 - accuracy: 0.8119 
111/296 [==========>...................] - ETA: 9s - loss: 0.3944 - accuracy: 0.8125
112/296 [==========>...................] - ETA: 9s - loss: 0.3935 - accuracy: 0.8131
113/296 [==========>...................] - ETA: 9s - loss: 0.3936 - accuracy: 0.8125
114/296 [==========>...................] - ETA: 9s - loss: 0.3917 - accuracy: 0.8141
115/296 [==========>...................] - ETA: 9s - loss: 0.3902 - accuracy: 0.8152
116/296 [==========>...................] - ETA: 9s - loss: 0.3891 - accuracy: 0.8157
117/296 [==========>...................] - ETA: 9s - loss: 0.3921 - accuracy: 0.8141
118/296 [==========>...................] - ETA: 9s - loss: 0.3922 - accuracy: 0.8141
119/296 [===========>..................] - ETA: 9s - loss: 0.3956 - accuracy: 0.8136
120/296 [===========>..................] - ETA: 9s - loss: 0.3939 - accuracy: 0.8141
121/296 [===========>..................] - ETA: 9s - loss: 0.3958 - accuracy: 0.8130
122/296 [===========>..................] - ETA: 9s - loss: 0.3964 - accuracy: 0.8125
123/296 [===========>..................] - ETA: 9s - loss: 0.3954 - accuracy: 0.8140
124/296 [===========>..................] - ETA: 9s - loss: 0.3947 - accuracy: 0.8150
125/296 [===========>..................] - ETA: 9s - loss: 0.3952 - accuracy: 0.8145
126/296 [===========>..................] - ETA: 9s - loss: 0.3960 - accuracy: 0.8140
127/296 [===========>..................] - ETA: 9s - loss: 0.3964 - accuracy: 0.8140
128/296 [===========>..................] - ETA: 9s - loss: 0.3965 - accuracy: 0.8140
129/296 [============>.................] - ETA: 8s - loss: 0.3958 - accuracy: 0.8154
130/296 [============>.................] - ETA: 8s - loss: 0.3947 - accuracy: 0.8159
131/296 [============>.................] - ETA: 8s - loss: 0.3952 - accuracy: 0.8154
132/296 [============>.................] - ETA: 8s - loss: 0.3947 - accuracy: 0.8158
133/296 [============>.................] - ETA: 8s - loss: 0.3941 - accuracy: 0.8163
134/296 [============>.................] - ETA: 8s - loss: 0.3957 - accuracy: 0.8158
135/296 [============>.................] - ETA: 8s - loss: 0.3949 - accuracy: 0.8157
136/296 [============>.................] - ETA: 8s - loss: 0.3934 - accuracy: 0.8166
137/296 [============>.................] - ETA: 8s - loss: 0.3931 - accuracy: 0.8166
138/296 [============>.................] - ETA: 8s - loss: 0.3924 - accuracy: 0.8166
139/296 [=============>................] - ETA: 8s - loss: 0.3947 - accuracy: 0.8156
140/296 [=============>................] - ETA: 8s - loss: 0.3936 - accuracy: 0.8165
141/296 [=============>................] - ETA: 8s - loss: 0.3950 - accuracy: 0.8156
142/296 [=============>................] - ETA: 8s - loss: 0.3955 - accuracy: 0.8151
143/296 [=============>................] - ETA: 8s - loss: 0.3953 - accuracy: 0.8156
144/296 [=============>................] - ETA: 8s - loss: 0.3952 - accuracy: 0.8155
145/296 [=============>................] - ETA: 8s - loss: 0.3943 - accuracy: 0.8155
146/296 [=============>................] - ETA: 8s - loss: 0.3961 - accuracy: 0.8142
147/296 [=============>................] - ETA: 7s - loss: 0.3949 - accuracy: 0.8151
148/296 [==============>...............] - ETA: 7s - loss: 0.3956 - accuracy: 0.8150
149/296 [==============>...............] - ETA: 7s - loss: 0.3950 - accuracy: 0.8159
150/296 [==============>...............] - ETA: 7s - loss: 0.3958 - accuracy: 0.8150
151/296 [==============>...............] - ETA: 7s - loss: 0.3951 - accuracy: 0.8162
152/296 [==============>...............] - ETA: 7s - loss: 0.3959 - accuracy: 0.8158
153/296 [==============>...............] - ETA: 7s - loss: 0.3965 - accuracy: 0.8141
154/296 [==============>...............] - ETA: 7s - loss: 0.3975 - accuracy: 0.8141
155/296 [==============>...............] - ETA: 7s - loss: 0.3980 - accuracy: 0.8137
156/296 [==============>...............] - ETA: 7s - loss: 0.3985 - accuracy: 0.8129
157/296 [==============>...............] - ETA: 7s - loss: 0.3980 - accuracy: 0.8137
158/296 [===============>..............] - ETA: 7s - loss: 0.3991 - accuracy: 0.8129
159/296 [===============>..............] - ETA: 7s - loss: 0.3987 - accuracy: 0.8129
160/296 [===============>..............] - ETA: 7s - loss: 0.3984 - accuracy: 0.8133
161/296 [===============>..............] - ETA: 7s - loss: 0.3981 - accuracy: 0.8137
162/296 [===============>..............] - ETA: 7s - loss: 0.3981 - accuracy: 0.8133
163/296 [===============>..............] - ETA: 7s - loss: 0.3977 - accuracy: 0.8137
164/296 [===============>..............] - ETA: 7s - loss: 0.3997 - accuracy: 0.8129
165/296 [===============>..............] - ETA: 7s - loss: 0.4004 - accuracy: 0.8129
166/296 [===============>..............] - ETA: 6s - loss: 0.4004 - accuracy: 0.8125
167/296 [===============>..............] - ETA: 6s - loss: 0.4011 - accuracy: 0.8121
168/296 [================>.............] - ETA: 6s - loss: 0.4007 - accuracy: 0.8121
169/296 [================>.............] - ETA: 6s - loss: 0.4002 - accuracy: 0.8118
170/296 [================>.............] - ETA: 6s - loss: 0.3994 - accuracy: 0.8118
171/296 [================>.............] - ETA: 6s - loss: 0.4001 - accuracy: 0.8110
172/296 [================>.............] - ETA: 6s - loss: 0.3997 - accuracy: 0.8118
173/296 [================>.............] - ETA: 6s - loss: 0.3994 - accuracy: 0.8118
174/296 [================>.............] - ETA: 6s - loss: 0.3993 - accuracy: 0.8114
175/296 [================>.............] - ETA: 6s - loss: 0.3996 - accuracy: 0.8114
176/296 [================>.............] - ETA: 6s - loss: 0.3997 - accuracy: 0.8114
177/296 [================>.............] - ETA: 6s - loss: 0.4013 - accuracy: 0.8114
178/296 [=================>............] - ETA: 6s - loss: 0.4015 - accuracy: 0.8118
179/296 [=================>............] - ETA: 6s - loss: 0.4016 - accuracy: 0.8115
180/296 [=================>............] - ETA: 6s - loss: 0.4021 - accuracy: 0.8115
181/296 [=================>............] - ETA: 6s - loss: 0.4026 - accuracy: 0.8111
182/296 [=================>............] - ETA: 6s - loss: 0.4032 - accuracy: 0.8104
183/296 [=================>............] - ETA: 6s - loss: 0.4028 - accuracy: 0.8108
184/296 [=================>............] - ETA: 6s - loss: 0.4021 - accuracy: 0.8115
185/296 [=================>............] - ETA: 5s - loss: 0.4020 - accuracy: 0.8115
186/296 [=================>............] - ETA: 5s - loss: 0.4020 - accuracy: 0.8115
187/296 [=================>............] - ETA: 5s - loss: 0.4022 - accuracy: 0.8115
188/296 [==================>...........] - ETA: 5s - loss: 0.4018 - accuracy: 0.8115
189/296 [==================>...........] - ETA: 5s - loss: 0.4011 - accuracy: 0.8122
190/296 [==================>...........] - ETA: 5s - loss: 0.4013 - accuracy: 0.8115
191/296 [==================>...........] - ETA: 5s - loss: 0.4007 - accuracy: 0.8122
192/296 [==================>...........] - ETA: 5s - loss: 0.3998 - accuracy: 0.8128
193/296 [==================>...........] - ETA: 5s - loss: 0.3990 - accuracy: 0.8135
194/296 [==================>...........] - ETA: 5s - loss: 0.4011 - accuracy: 0.8125
195/296 [==================>...........] - ETA: 5s - loss: 0.4026 - accuracy: 0.8119
196/296 [==================>...........] - ETA: 5s - loss: 0.4033 - accuracy: 0.8115
197/296 [==================>...........] - ETA: 5s - loss: 0.4041 - accuracy: 0.8112
198/296 [===================>..........] - ETA: 5s - loss: 0.4041 - accuracy: 0.8106
199/296 [===================>..........] - ETA: 5s - loss: 0.4046 - accuracy: 0.8103
200/296 [===================>..........] - ETA: 5s - loss: 0.4045 - accuracy: 0.8106
201/296 [===================>..........] - ETA: 5s - loss: 0.4049 - accuracy: 0.8106
202/296 [===================>..........] - ETA: 5s - loss: 0.4054 - accuracy: 0.8100
203/296 [===================>..........] - ETA: 4s - loss: 0.4049 - accuracy: 0.8100
204/296 [===================>..........] - ETA: 4s - loss: 0.4043 - accuracy: 0.8107
205/296 [===================>..........] - ETA: 4s - loss: 0.4045 - accuracy: 0.8104
206/296 [===================>..........] - ETA: 4s - loss: 0.4046 - accuracy: 0.8107
207/296 [===================>..........] - ETA: 4s - loss: 0.4044 - accuracy: 0.8110
208/296 [====================>.........] - ETA: 4s - loss: 0.4039 - accuracy: 0.8116
209/296 [====================>.........] - ETA: 4s - loss: 0.4054 - accuracy: 0.8107
210/296 [====================>.........] - ETA: 4s - loss: 0.4045 - accuracy: 0.8110
211/296 [====================>.........] - ETA: 4s - loss: 0.4047 - accuracy: 0.8113
212/296 [====================>.........] - ETA: 4s - loss: 0.4049 - accuracy: 0.8116
213/296 [====================>.........] - ETA: 4s - loss: 0.4044 - accuracy: 0.8119
214/296 [====================>.........] - ETA: 4s - loss: 0.4042 - accuracy: 0.8122
215/296 [====================>.........] - ETA: 4s - loss: 0.4039 - accuracy: 0.8122
216/296 [====================>.........] - ETA: 4s - loss: 0.4041 - accuracy: 0.8122
217/296 [====================>.........] - ETA: 4s - loss: 0.4046 - accuracy: 0.8119
218/296 [=====================>........] - ETA: 4s - loss: 0.4051 - accuracy: 0.8116
219/296 [=====================>........] - ETA: 4s - loss: 0.4051 - accuracy: 0.8116
220/296 [=====================>........] - ETA: 4s - loss: 0.4051 - accuracy: 0.8116
221/296 [=====================>........] - ETA: 4s - loss: 0.4053 - accuracy: 0.8111
222/296 [=====================>........] - ETA: 3s - loss: 0.4064 - accuracy: 0.8105
223/296 [=====================>........] - ETA: 3s - loss: 0.4062 - accuracy: 0.8105
224/296 [=====================>........] - ETA: 3s - loss: 0.4063 - accuracy: 0.8100
225/296 [=====================>........] - ETA: 3s - loss: 0.4058 - accuracy: 0.8100
226/296 [=====================>........] - ETA: 3s - loss: 0.4055 - accuracy: 0.8103
227/296 [======================>.......] - ETA: 3s - loss: 0.4054 - accuracy: 0.8100
228/296 [======================>.......] - ETA: 3s - loss: 0.4050 - accuracy: 0.8100
229/296 [======================>.......] - ETA: 3s - loss: 0.4038 - accuracy: 0.8109
230/296 [======================>.......] - ETA: 3s - loss: 0.4043 - accuracy: 0.8106
231/296 [======================>.......] - ETA: 3s - loss: 0.4058 - accuracy: 0.8101
232/296 [======================>.......] - ETA: 3s - loss: 0.4055 - accuracy: 0.8103
233/296 [======================>.......] - ETA: 3s - loss: 0.4068 - accuracy: 0.8093
234/296 [======================>.......] - ETA: 3s - loss: 0.4071 - accuracy: 0.8090
235/296 [======================>.......] - ETA: 3s - loss: 0.4071 - accuracy: 0.8090
236/296 [======================>.......] - ETA: 3s - loss: 0.4073 - accuracy: 0.8093
237/296 [=======================>......] - ETA: 3s - loss: 0.4074 - accuracy: 0.8093
238/296 [=======================>......] - ETA: 3s - loss: 0.4074 - accuracy: 0.8091
239/296 [=======================>......] - ETA: 3s - loss: 0.4077 - accuracy: 0.8088
240/296 [=======================>......] - ETA: 3s - loss: 0.4081 - accuracy: 0.8083
241/296 [=======================>......] - ETA: 2s - loss: 0.4081 - accuracy: 0.8078
242/296 [=======================>......] - ETA: 2s - loss: 0.4082 - accuracy: 0.8079
243/296 [=======================>......] - ETA: 2s - loss: 0.4082 - accuracy: 0.8081
244/296 [=======================>......] - ETA: 2s - loss: 0.4082 - accuracy: 0.8081
245/296 [=======================>......] - ETA: 2s - loss: 0.4086 - accuracy: 0.8079
246/296 [=======================>......] - ETA: 2s - loss: 0.4089 - accuracy: 0.8074
247/296 [========================>.....] - ETA: 2s - loss: 0.4087 - accuracy: 0.8077
248/296 [========================>.....] - ETA: 2s - loss: 0.4083 - accuracy: 0.8082
249/296 [========================>.....] - ETA: 2s - loss: 0.4077 - accuracy: 0.8085
250/296 [========================>.....] - ETA: 2s - loss: 0.4075 - accuracy: 0.8083
251/296 [========================>.....] - ETA: 2s - loss: 0.4072 - accuracy: 0.8088
252/296 [========================>.....] - ETA: 2s - loss: 0.4071 - accuracy: 0.8088
253/296 [========================>.....] - ETA: 2s - loss: 0.4068 - accuracy: 0.8090
254/296 [========================>.....] - ETA: 2s - loss: 0.4070 - accuracy: 0.8088
255/296 [========================>.....] - ETA: 2s - loss: 0.4081 - accuracy: 0.8078
256/296 [========================>.....] - ETA: 2s - loss: 0.4084 - accuracy: 0.8076
257/296 [=========================>....] - ETA: 2s - loss: 0.4079 - accuracy: 0.8079
258/296 [=========================>....] - ETA: 2s - loss: 0.4082 - accuracy: 0.8074
259/296 [=========================>....] - ETA: 1s - loss: 0.4080 - accuracy: 0.8077
260/296 [=========================>....] - ETA: 1s - loss: 0.4083 - accuracy: 0.8077
261/296 [=========================>....] - ETA: 1s - loss: 0.4077 - accuracy: 0.8084
262/296 [=========================>....] - ETA: 1s - loss: 0.4076 - accuracy: 0.8087
263/296 [=========================>....] - ETA: 1s - loss: 0.4075 - accuracy: 0.8087
264/296 [=========================>....] - ETA: 1s - loss: 0.4072 - accuracy: 0.8089
265/296 [=========================>....] - ETA: 1s - loss: 0.4070 - accuracy: 0.8092
266/296 [=========================>....] - ETA: 1s - loss: 0.4060 - accuracy: 0.8099
267/296 [==========================>...] - ETA: 1s - loss: 0.4062 - accuracy: 0.8102
268/296 [==========================>...] - ETA: 1s - loss: 0.4059 - accuracy: 0.8102
269/296 [==========================>...] - ETA: 1s - loss: 0.4064 - accuracy: 0.8097
270/296 [==========================>...] - ETA: 1s - loss: 0.4062 - accuracy: 0.8100
271/296 [==========================>...] - ETA: 1s - loss: 0.4054 - accuracy: 0.8104
272/296 [==========================>...] - ETA: 1s - loss: 0.4045 - accuracy: 0.8111
273/296 [==========================>...] - ETA: 1s - loss: 0.4035 - accuracy: 0.8118
274/296 [==========================>...] - ETA: 1s - loss: 0.4044 - accuracy: 0.8116
275/296 [==========================>...] - ETA: 1s - loss: 0.4059 - accuracy: 0.8107
276/296 [==========================>...] - ETA: 1s - loss: 0.4055 - accuracy: 0.8107
277/296 [===========================>..] - ETA: 1s - loss: 0.4062 - accuracy: 0.8102
278/296 [===========================>..] - ETA: 0s - loss: 0.4062 - accuracy: 0.8103
279/296 [===========================>..] - ETA: 0s - loss: 0.4073 - accuracy: 0.8096
280/296 [===========================>..] - ETA: 0s - loss: 0.4105 - accuracy: 0.8085
281/296 [===========================>..] - ETA: 0s - loss: 0.4104 - accuracy: 0.8083
282/296 [===========================>..] - ETA: 0s - loss: 0.4108 - accuracy: 0.8083
283/296 [===========================>..] - ETA: 0s - loss: 0.4108 - accuracy: 0.8083
284/296 [===========================>..] - ETA: 0s - loss: 0.4107 - accuracy: 0.8085
285/296 [===========================>..] - ETA: 0s - loss: 0.4104 - accuracy: 0.8088
286/296 [===========================>..] - ETA: 0s - loss: 0.4105 - accuracy: 0.8083
287/296 [============================>.] - ETA: 0s - loss: 0.4108 - accuracy: 0.8081
288/296 [============================>.] - ETA: 0s - loss: 0.4112 - accuracy: 0.8082
289/296 [============================>.] - ETA: 0s - loss: 0.4112 - accuracy: 0.8086
290/296 [============================>.] - ETA: 0s - loss: 0.4115 - accuracy: 0.8084
291/296 [============================>.] - ETA: 0s - loss: 0.4122 - accuracy: 0.8078
292/296 [============================>.] - ETA: 0s - loss: 0.4125 - accuracy: 0.8074
293/296 [============================>.] - ETA: 0s - loss: 0.4133 - accuracy: 0.8067
294/296 [============================>.] - ETA: 0s - loss: 0.4135 - accuracy: 0.8065
295/296 [============================>.] - ETA: 0s - loss: 0.4134 - accuracy: 0.8068
296/296 [==============================] - 16s 54ms/step - loss: 0.4137 - accuracy: 0.8064

296/296 [==============================] - 17s 58ms/step - loss: 0.4137 - accuracy: 0.8064 - val_loss: 0.4340 - val_accuracy: 0.8129
Epoch 7/50

  1/296 [..............................] - ETA: 15s - loss: 0.2942 - accuracy: 1.0000
  2/296 [..............................] - ETA: 15s - loss: 0.3312 - accuracy: 0.9688
  3/296 [..............................] - ETA: 15s - loss: 0.3319 - accuracy: 0.9583
  4/296 [..............................] - ETA: 15s - loss: 0.3349 - accuracy: 0.9375
  5/296 [..............................] - ETA: 15s - loss: 0.3376 - accuracy: 0.9250
  6/296 [..............................] - ETA: 15s - loss: 0.3899 - accuracy: 0.9062
  7/296 [..............................] - ETA: 15s - loss: 0.3922 - accuracy: 0.8929
  8/296 [..............................] - ETA: 15s - loss: 0.3846 - accuracy: 0.8906
  9/296 [..............................] - ETA: 15s - loss: 0.4025 - accuracy: 0.8681
 10/296 [>.............................] - ETA: 15s - loss: 0.4190 - accuracy: 0.8625
 11/296 [>.............................] - ETA: 15s - loss: 0.4311 - accuracy: 0.8466
 12/296 [>.............................] - ETA: 15s - loss: 0.4189 - accuracy: 0.8490
 13/296 [>.............................] - ETA: 15s - loss: 0.4153 - accuracy: 0.8510
 14/296 [>.............................] - ETA: 15s - loss: 0.4222 - accuracy: 0.8348
 15/296 [>.............................] - ETA: 15s - loss: 0.4196 - accuracy: 0.8333
 16/296 [>.............................] - ETA: 15s - loss: 0.4224 - accuracy: 0.8281
 17/296 [>.............................] - ETA: 14s - loss: 0.4255 - accuracy: 0.8235
 18/296 [>.............................] - ETA: 14s - loss: 0.4124 - accuracy: 0.8299
 19/296 [>.............................] - ETA: 14s - loss: 0.4106 - accuracy: 0.8289
 20/296 [=>............................] - ETA: 14s - loss: 0.4098 - accuracy: 0.8281
 21/296 [=>............................] - ETA: 14s - loss: 0.4171 - accuracy: 0.8244
 22/296 [=>............................] - ETA: 14s - loss: 0.4162 - accuracy: 0.8239
 23/296 [=>............................] - ETA: 14s - loss: 0.4219 - accuracy: 0.8179
 24/296 [=>............................] - ETA: 14s - loss: 0.4155 - accuracy: 0.8203
 25/296 [=>............................] - ETA: 14s - loss: 0.4246 - accuracy: 0.8075
 26/296 [=>............................] - ETA: 14s - loss: 0.4198 - accuracy: 0.8101
 27/296 [=>............................] - ETA: 14s - loss: 0.4122 - accuracy: 0.8148
 28/296 [=>............................] - ETA: 14s - loss: 0.4197 - accuracy: 0.8080
 29/296 [=>............................] - ETA: 14s - loss: 0.4145 - accuracy: 0.8103
 30/296 [==>...........................] - ETA: 14s - loss: 0.4125 - accuracy: 0.8104
 31/296 [==>...........................] - ETA: 14s - loss: 0.4121 - accuracy: 0.8085
 32/296 [==>...........................] - ETA: 14s - loss: 0.4184 - accuracy: 0.8047
 33/296 [==>...........................] - ETA: 14s - loss: 0.4218 - accuracy: 0.8011
 34/296 [==>...........................] - ETA: 14s - loss: 0.4177 - accuracy: 0.8033
 35/296 [==>...........................] - ETA: 14s - loss: 0.4197 - accuracy: 0.8018
 36/296 [==>...........................] - ETA: 14s - loss: 0.4146 - accuracy: 0.8038
 37/296 [==>...........................] - ETA: 13s - loss: 0.4094 - accuracy: 0.8074
 38/296 [==>...........................] - ETA: 13s - loss: 0.4131 - accuracy: 0.8043
 39/296 [==>...........................] - ETA: 13s - loss: 0.4151 - accuracy: 0.8029
 40/296 [===>..........................] - ETA: 13s - loss: 0.4170 - accuracy: 0.8047
 41/296 [===>..........................] - ETA: 13s - loss: 0.4178 - accuracy: 0.8034
 42/296 [===>..........................] - ETA: 13s - loss: 0.4157 - accuracy: 0.8065
 43/296 [===>..........................] - ETA: 13s - loss: 0.4178 - accuracy: 0.8052
 44/296 [===>..........................] - ETA: 13s - loss: 0.4178 - accuracy: 0.8068
 45/296 [===>..........................] - ETA: 13s - loss: 0.4148 - accuracy: 0.8097
 46/296 [===>..........................] - ETA: 13s - loss: 0.4156 - accuracy: 0.8084
 47/296 [===>..........................] - ETA: 13s - loss: 0.4195 - accuracy: 0.8085
 48/296 [===>..........................] - ETA: 13s - loss: 0.4226 - accuracy: 0.8047
 49/296 [===>..........................] - ETA: 13s - loss: 0.4225 - accuracy: 0.8048
 50/296 [====>.........................] - ETA: 13s - loss: 0.4216 - accuracy: 0.8062
 51/296 [====>.........................] - ETA: 13s - loss: 0.4210 - accuracy: 0.8051
 52/296 [====>.........................] - ETA: 13s - loss: 0.4199 - accuracy: 0.8041
 53/296 [====>.........................] - ETA: 13s - loss: 0.4232 - accuracy: 0.8007
 54/296 [====>.........................] - ETA: 13s - loss: 0.4213 - accuracy: 0.8021
 55/296 [====>.........................] - ETA: 13s - loss: 0.4199 - accuracy: 0.8034
 56/296 [====>.........................] - ETA: 12s - loss: 0.4173 - accuracy: 0.8069
 57/296 [====>.........................] - ETA: 12s - loss: 0.4139 - accuracy: 0.8081
 58/296 [====>.........................] - ETA: 12s - loss: 0.4107 - accuracy: 0.8093
 59/296 [====>.........................] - ETA: 12s - loss: 0.4110 - accuracy: 0.8083
 60/296 [=====>........................] - ETA: 12s - loss: 0.4144 - accuracy: 0.8052
 61/296 [=====>........................] - ETA: 12s - loss: 0.4099 - accuracy: 0.8074
 62/296 [=====>........................] - ETA: 12s - loss: 0.4098 - accuracy: 0.8075
 63/296 [=====>........................] - ETA: 12s - loss: 0.4082 - accuracy: 0.8095
 64/296 [=====>........................] - ETA: 12s - loss: 0.4074 - accuracy: 0.8105
 65/296 [=====>........................] - ETA: 12s - loss: 0.4083 - accuracy: 0.8087
 66/296 [=====>........................] - ETA: 12s - loss: 0.4094 - accuracy: 0.8087
 67/296 [=====>........................] - ETA: 12s - loss: 0.4162 - accuracy: 0.8041
 68/296 [=====>........................] - ETA: 12s - loss: 0.4169 - accuracy: 0.8033
 69/296 [=====>........................] - ETA: 12s - loss: 0.4152 - accuracy: 0.8062
 70/296 [======>.......................] - ETA: 12s - loss: 0.4135 - accuracy: 0.8062
 71/296 [======>.......................] - ETA: 12s - loss: 0.4128 - accuracy: 0.8063
 72/296 [======>.......................] - ETA: 12s - loss: 0.4124 - accuracy: 0.8073
 73/296 [======>.......................] - ETA: 12s - loss: 0.4156 - accuracy: 0.8074
 74/296 [======>.......................] - ETA: 12s - loss: 0.4162 - accuracy: 0.8074
 75/296 [======>.......................] - ETA: 11s - loss: 0.4162 - accuracy: 0.8083
 76/296 [======>.......................] - ETA: 11s - loss: 0.4146 - accuracy: 0.8100
 77/296 [======>.......................] - ETA: 11s - loss: 0.4148 - accuracy: 0.8084
 78/296 [======>.......................] - ETA: 11s - loss: 0.4137 - accuracy: 0.8101
 79/296 [=======>......................] - ETA: 11s - loss: 0.4161 - accuracy: 0.8085
 80/296 [=======>......................] - ETA: 11s - loss: 0.4150 - accuracy: 0.8102
 81/296 [=======>......................] - ETA: 11s - loss: 0.4156 - accuracy: 0.8086
 82/296 [=======>......................] - ETA: 11s - loss: 0.4160 - accuracy: 0.8087
 83/296 [=======>......................] - ETA: 11s - loss: 0.4145 - accuracy: 0.8102
 84/296 [=======>......................] - ETA: 11s - loss: 0.4149 - accuracy: 0.8095
 85/296 [=======>......................] - ETA: 11s - loss: 0.4152 - accuracy: 0.8088
 86/296 [=======>......................] - ETA: 11s - loss: 0.4133 - accuracy: 0.8096
 87/296 [=======>......................] - ETA: 11s - loss: 0.4153 - accuracy: 0.8082
 88/296 [=======>......................] - ETA: 11s - loss: 0.4139 - accuracy: 0.8097
 89/296 [========>.....................] - ETA: 11s - loss: 0.4133 - accuracy: 0.8097
 90/296 [========>.....................] - ETA: 11s - loss: 0.4119 - accuracy: 0.8111
 91/296 [========>.....................] - ETA: 11s - loss: 0.4099 - accuracy: 0.8125
 92/296 [========>.....................] - ETA: 11s - loss: 0.4102 - accuracy: 0.8125
 93/296 [========>.....................] - ETA: 10s - loss: 0.4088 - accuracy: 0.8125
 94/296 [========>.....................] - ETA: 10s - loss: 0.4083 - accuracy: 0.8132
 95/296 [========>.....................] - ETA: 10s - loss: 0.4092 - accuracy: 0.8132
 96/296 [========>.....................] - ETA: 10s - loss: 0.4067 - accuracy: 0.8145
 97/296 [========>.....................] - ETA: 10s - loss: 0.4064 - accuracy: 0.8144
 98/296 [========>.....................] - ETA: 10s - loss: 0.4049 - accuracy: 0.8144
 99/296 [=========>....................] - ETA: 10s - loss: 0.4072 - accuracy: 0.8131
100/296 [=========>....................] - ETA: 10s - loss: 0.4086 - accuracy: 0.8119
101/296 [=========>....................] - ETA: 10s - loss: 0.4092 - accuracy: 0.8131
102/296 [=========>....................] - ETA: 10s - loss: 0.4112 - accuracy: 0.8107
103/296 [=========>....................] - ETA: 10s - loss: 0.4106 - accuracy: 0.8107
104/296 [=========>....................] - ETA: 10s - loss: 0.4107 - accuracy: 0.8107
105/296 [=========>....................] - ETA: 10s - loss: 0.4089 - accuracy: 0.8125
106/296 [=========>....................] - ETA: 10s - loss: 0.4089 - accuracy: 0.8119
107/296 [=========>....................] - ETA: 10s - loss: 0.4071 - accuracy: 0.8131
108/296 [=========>....................] - ETA: 10s - loss: 0.4073 - accuracy: 0.8113
109/296 [==========>...................] - ETA: 10s - loss: 0.4093 - accuracy: 0.8102
110/296 [==========>...................] - ETA: 10s - loss: 0.4091 - accuracy: 0.8097
111/296 [==========>...................] - ETA: 9s - loss: 0.4080 - accuracy: 0.8097 
112/296 [==========>...................] - ETA: 9s - loss: 0.4072 - accuracy: 0.8108
113/296 [==========>...................] - ETA: 9s - loss: 0.4069 - accuracy: 0.8108
114/296 [==========>...................] - ETA: 9s - loss: 0.4072 - accuracy: 0.8098
115/296 [==========>...................] - ETA: 9s - loss: 0.4054 - accuracy: 0.8109
116/296 [==========>...................] - ETA: 9s - loss: 0.4065 - accuracy: 0.8114
117/296 [==========>...................] - ETA: 9s - loss: 0.4071 - accuracy: 0.8109
118/296 [==========>...................] - ETA: 9s - loss: 0.4066 - accuracy: 0.8104
119/296 [===========>..................] - ETA: 9s - loss: 0.4046 - accuracy: 0.8114
120/296 [===========>..................] - ETA: 9s - loss: 0.4037 - accuracy: 0.8115
121/296 [===========>..................] - ETA: 9s - loss: 0.4027 - accuracy: 0.8115
122/296 [===========>..................] - ETA: 9s - loss: 0.4024 - accuracy: 0.8110
123/296 [===========>..................] - ETA: 9s - loss: 0.4010 - accuracy: 0.8120
124/296 [===========>..................] - ETA: 9s - loss: 0.4005 - accuracy: 0.8120
125/296 [===========>..................] - ETA: 9s - loss: 0.4003 - accuracy: 0.8120
126/296 [===========>..................] - ETA: 9s - loss: 0.4000 - accuracy: 0.8120
127/296 [===========>..................] - ETA: 9s - loss: 0.4004 - accuracy: 0.8115
128/296 [===========>..................] - ETA: 9s - loss: 0.3995 - accuracy: 0.8120
129/296 [============>.................] - ETA: 9s - loss: 0.4008 - accuracy: 0.8110
130/296 [============>.................] - ETA: 8s - loss: 0.3991 - accuracy: 0.8120
131/296 [============>.................] - ETA: 8s - loss: 0.3989 - accuracy: 0.8115
132/296 [============>.................] - ETA: 8s - loss: 0.3979 - accuracy: 0.8125
133/296 [============>.................] - ETA: 8s - loss: 0.3971 - accuracy: 0.8120
134/296 [============>.................] - ETA: 8s - loss: 0.3984 - accuracy: 0.8111
135/296 [============>.................] - ETA: 8s - loss: 0.3972 - accuracy: 0.8116
136/296 [============>.................] - ETA: 8s - loss: 0.3961 - accuracy: 0.8125
137/296 [============>.................] - ETA: 8s - loss: 0.3957 - accuracy: 0.8120
138/296 [============>.................] - ETA: 8s - loss: 0.3959 - accuracy: 0.8116
139/296 [=============>................] - ETA: 8s - loss: 0.3941 - accuracy: 0.8125
140/296 [=============>................] - ETA: 8s - loss: 0.3948 - accuracy: 0.8121
141/296 [=============>................] - ETA: 8s - loss: 0.3947 - accuracy: 0.8125
142/296 [=============>................] - ETA: 8s - loss: 0.3940 - accuracy: 0.8125
143/296 [=============>................] - ETA: 8s - loss: 0.3945 - accuracy: 0.8121
144/296 [=============>................] - ETA: 8s - loss: 0.3949 - accuracy: 0.8116
145/296 [=============>................] - ETA: 8s - loss: 0.3947 - accuracy: 0.8116
146/296 [=============>................] - ETA: 8s - loss: 0.3951 - accuracy: 0.8116
147/296 [=============>................] - ETA: 8s - loss: 0.3948 - accuracy: 0.8112
148/296 [==============>...............] - ETA: 7s - loss: 0.3957 - accuracy: 0.8117
149/296 [==============>...............] - ETA: 7s - loss: 0.3963 - accuracy: 0.8112
150/296 [==============>...............] - ETA: 7s - loss: 0.3953 - accuracy: 0.8121
151/296 [==============>...............] - ETA: 7s - loss: 0.3950 - accuracy: 0.8121
152/296 [==============>...............] - ETA: 7s - loss: 0.3955 - accuracy: 0.8117
153/296 [==============>...............] - ETA: 7s - loss: 0.3942 - accuracy: 0.8125
154/296 [==============>...............] - ETA: 7s - loss: 0.3938 - accuracy: 0.8129
155/296 [==============>...............] - ETA: 7s - loss: 0.3937 - accuracy: 0.8125
156/296 [==============>...............] - ETA: 7s - loss: 0.3930 - accuracy: 0.8133
157/296 [==============>...............] - ETA: 7s - loss: 0.3945 - accuracy: 0.8125
158/296 [===============>..............] - ETA: 7s - loss: 0.3946 - accuracy: 0.8121
159/296 [===============>..............] - ETA: 7s - loss: 0.3936 - accuracy: 0.8129
160/296 [===============>..............] - ETA: 7s - loss: 0.3939 - accuracy: 0.8121
161/296 [===============>..............] - ETA: 7s - loss: 0.3940 - accuracy: 0.8121
162/296 [===============>..............] - ETA: 7s - loss: 0.3929 - accuracy: 0.8129
163/296 [===============>..............] - ETA: 7s - loss: 0.3939 - accuracy: 0.8125
164/296 [===============>..............] - ETA: 7s - loss: 0.3934 - accuracy: 0.8129
165/296 [===============>..............] - ETA: 7s - loss: 0.3932 - accuracy: 0.8136
166/296 [===============>..............] - ETA: 7s - loss: 0.3948 - accuracy: 0.8133
167/296 [===============>..............] - ETA: 6s - loss: 0.3941 - accuracy: 0.8132
168/296 [================>.............] - ETA: 6s - loss: 0.3938 - accuracy: 0.8132
169/296 [================>.............] - ETA: 6s - loss: 0.3943 - accuracy: 0.8129
170/296 [================>.............] - ETA: 6s - loss: 0.3944 - accuracy: 0.8129
171/296 [================>.............] - ETA: 6s - loss: 0.3947 - accuracy: 0.8132
172/296 [================>.............] - ETA: 6s - loss: 0.3944 - accuracy: 0.8140
173/296 [================>.............] - ETA: 6s - loss: 0.3944 - accuracy: 0.8143
174/296 [================>.............] - ETA: 6s - loss: 0.3945 - accuracy: 0.8147
175/296 [================>.............] - ETA: 6s - loss: 0.3955 - accuracy: 0.8139
176/296 [================>.............] - ETA: 6s - loss: 0.3954 - accuracy: 0.8143
177/296 [================>.............] - ETA: 6s - loss: 0.3971 - accuracy: 0.8139
178/296 [=================>............] - ETA: 6s - loss: 0.3968 - accuracy: 0.8139
179/296 [=================>............] - ETA: 6s - loss: 0.3966 - accuracy: 0.8142
180/296 [=================>............] - ETA: 6s - loss: 0.3959 - accuracy: 0.8146
181/296 [=================>............] - ETA: 6s - loss: 0.3971 - accuracy: 0.8132
182/296 [=================>............] - ETA: 6s - loss: 0.3975 - accuracy: 0.8128
183/296 [=================>............] - ETA: 6s - loss: 0.3979 - accuracy: 0.8128
184/296 [=================>............] - ETA: 6s - loss: 0.3986 - accuracy: 0.8125
185/296 [=================>............] - ETA: 5s - loss: 0.3977 - accuracy: 0.8132
186/296 [=================>............] - ETA: 5s - loss: 0.3973 - accuracy: 0.8132
187/296 [=================>............] - ETA: 5s - loss: 0.3985 - accuracy: 0.8128
188/296 [==================>...........] - ETA: 5s - loss: 0.3979 - accuracy: 0.8132
189/296 [==================>...........] - ETA: 5s - loss: 0.3971 - accuracy: 0.8135
190/296 [==================>...........] - ETA: 5s - loss: 0.3970 - accuracy: 0.8135
191/296 [==================>...........] - ETA: 5s - loss: 0.3978 - accuracy: 0.8132
192/296 [==================>...........] - ETA: 5s - loss: 0.3979 - accuracy: 0.8132
193/296 [==================>...........] - ETA: 5s - loss: 0.3983 - accuracy: 0.8128
194/296 [==================>...........] - ETA: 5s - loss: 0.3988 - accuracy: 0.8128
195/296 [==================>...........] - ETA: 5s - loss: 0.3998 - accuracy: 0.8115
196/296 [==================>...........] - ETA: 5s - loss: 0.4000 - accuracy: 0.8115
197/296 [==================>...........] - ETA: 5s - loss: 0.4002 - accuracy: 0.8112
198/296 [===================>..........] - ETA: 5s - loss: 0.4004 - accuracy: 0.8116
199/296 [===================>..........] - ETA: 5s - loss: 0.3997 - accuracy: 0.8119
200/296 [===================>..........] - ETA: 5s - loss: 0.3997 - accuracy: 0.8122
201/296 [===================>..........] - ETA: 5s - loss: 0.3994 - accuracy: 0.8119
202/296 [===================>..........] - ETA: 5s - loss: 0.3995 - accuracy: 0.8116
203/296 [===================>..........] - ETA: 5s - loss: 0.4002 - accuracy: 0.8103
204/296 [===================>..........] - ETA: 4s - loss: 0.3995 - accuracy: 0.8107
205/296 [===================>..........] - ETA: 4s - loss: 0.3990 - accuracy: 0.8110
206/296 [===================>..........] - ETA: 4s - loss: 0.3985 - accuracy: 0.8116
207/296 [===================>..........] - ETA: 4s - loss: 0.3976 - accuracy: 0.8119
208/296 [====================>.........] - ETA: 4s - loss: 0.3969 - accuracy: 0.8122
209/296 [====================>.........] - ETA: 4s - loss: 0.3956 - accuracy: 0.8131
210/296 [====================>.........] - ETA: 4s - loss: 0.3981 - accuracy: 0.8125
211/296 [====================>.........] - ETA: 4s - loss: 0.3976 - accuracy: 0.8128
212/296 [====================>.........] - ETA: 4s - loss: 0.3975 - accuracy: 0.8128
213/296 [====================>.........] - ETA: 4s - loss: 0.3964 - accuracy: 0.8134
214/296 [====================>.........] - ETA: 4s - loss: 0.3962 - accuracy: 0.8137
215/296 [====================>.........] - ETA: 4s - loss: 0.3962 - accuracy: 0.8140
216/296 [====================>.........] - ETA: 4s - loss: 0.3953 - accuracy: 0.8145
217/296 [====================>.........] - ETA: 4s - loss: 0.3962 - accuracy: 0.8139
218/296 [=====================>........] - ETA: 4s - loss: 0.3967 - accuracy: 0.8139
219/296 [=====================>........] - ETA: 4s - loss: 0.3966 - accuracy: 0.8139
220/296 [=====================>........] - ETA: 4s - loss: 0.3966 - accuracy: 0.8136
221/296 [=====================>........] - ETA: 4s - loss: 0.3972 - accuracy: 0.8136
222/296 [=====================>........] - ETA: 4s - loss: 0.3968 - accuracy: 0.8136
223/296 [=====================>........] - ETA: 3s - loss: 0.3960 - accuracy: 0.8142
224/296 [=====================>........] - ETA: 3s - loss: 0.3963 - accuracy: 0.8142
225/296 [=====================>........] - ETA: 3s - loss: 0.3959 - accuracy: 0.8142
226/296 [=====================>........] - ETA: 3s - loss: 0.3960 - accuracy: 0.8144
227/296 [======================>.......] - ETA: 3s - loss: 0.3967 - accuracy: 0.8144
228/296 [======================>.......] - ETA: 3s - loss: 0.3967 - accuracy: 0.8147
229/296 [======================>.......] - ETA: 3s - loss: 0.3968 - accuracy: 0.8147
230/296 [======================>.......] - ETA: 3s - loss: 0.3965 - accuracy: 0.8152
231/296 [======================>.......] - ETA: 3s - loss: 0.3962 - accuracy: 0.8157
232/296 [======================>.......] - ETA: 3s - loss: 0.3972 - accuracy: 0.8149
233/296 [======================>.......] - ETA: 3s - loss: 0.3965 - accuracy: 0.8155
234/296 [======================>.......] - ETA: 3s - loss: 0.3966 - accuracy: 0.8152
235/296 [======================>.......] - ETA: 3s - loss: 0.3965 - accuracy: 0.8152
236/296 [======================>.......] - ETA: 3s - loss: 0.3953 - accuracy: 0.8159
237/296 [=======================>......] - ETA: 3s - loss: 0.3952 - accuracy: 0.8157
238/296 [=======================>......] - ETA: 3s - loss: 0.3957 - accuracy: 0.8157
239/296 [=======================>......] - ETA: 3s - loss: 0.3962 - accuracy: 0.8156
240/296 [=======================>......] - ETA: 3s - loss: 0.3968 - accuracy: 0.8148
241/296 [=======================>......] - ETA: 2s - loss: 0.3983 - accuracy: 0.8135
242/296 [=======================>......] - ETA: 2s - loss: 0.3979 - accuracy: 0.8133
243/296 [=======================>......] - ETA: 2s - loss: 0.3979 - accuracy: 0.8133
244/296 [=======================>......] - ETA: 2s - loss: 0.3972 - accuracy: 0.8140
245/296 [=======================>......] - ETA: 2s - loss: 0.3978 - accuracy: 0.8140
246/296 [=======================>......] - ETA: 2s - loss: 0.3976 - accuracy: 0.8140
247/296 [========================>.....] - ETA: 2s - loss: 0.3979 - accuracy: 0.8138
248/296 [========================>.....] - ETA: 2s - loss: 0.3976 - accuracy: 0.8138
249/296 [========================>.....] - ETA: 2s - loss: 0.3970 - accuracy: 0.8145
250/296 [========================>.....] - ETA: 2s - loss: 0.3966 - accuracy: 0.8152
251/296 [========================>.....] - ETA: 2s - loss: 0.3960 - accuracy: 0.8157
252/296 [========================>.....] - ETA: 2s - loss: 0.3961 - accuracy: 0.8157
253/296 [========================>.....] - ETA: 2s - loss: 0.3958 - accuracy: 0.8160
254/296 [========================>.....] - ETA: 2s - loss: 0.3961 - accuracy: 0.8155
255/296 [========================>.....] - ETA: 2s - loss: 0.3976 - accuracy: 0.8150
256/296 [========================>.....] - ETA: 2s - loss: 0.3972 - accuracy: 0.8149
257/296 [=========================>....] - ETA: 2s - loss: 0.3970 - accuracy: 0.8149
258/296 [=========================>....] - ETA: 2s - loss: 0.3969 - accuracy: 0.8152
259/296 [=========================>....] - ETA: 2s - loss: 0.3972 - accuracy: 0.8149
260/296 [=========================>....] - ETA: 1s - loss: 0.3986 - accuracy: 0.8142
261/296 [=========================>....] - ETA: 1s - loss: 0.3980 - accuracy: 0.8147
262/296 [=========================>....] - ETA: 1s - loss: 0.3977 - accuracy: 0.8149
263/296 [=========================>....] - ETA: 1s - loss: 0.3979 - accuracy: 0.8144
264/296 [=========================>....] - ETA: 1s - loss: 0.3977 - accuracy: 0.8149
265/296 [=========================>....] - ETA: 1s - loss: 0.3975 - accuracy: 0.8151
266/296 [=========================>....] - ETA: 1s - loss: 0.3973 - accuracy: 0.8153
267/296 [==========================>...] - ETA: 1s - loss: 0.3970 - accuracy: 0.8155
268/296 [==========================>...] - ETA: 1s - loss: 0.3966 - accuracy: 0.8158
269/296 [==========================>...] - ETA: 1s - loss: 0.3966 - accuracy: 0.8162
270/296 [==========================>...] - ETA: 1s - loss: 0.3967 - accuracy: 0.8164
271/296 [==========================>...] - ETA: 1s - loss: 0.3967 - accuracy: 0.8162
272/296 [==========================>...] - ETA: 1s - loss: 0.3968 - accuracy: 0.8164
273/296 [==========================>...] - ETA: 1s - loss: 0.3962 - accuracy: 0.8166
274/296 [==========================>...] - ETA: 1s - loss: 0.3954 - accuracy: 0.8171
275/296 [==========================>...] - ETA: 1s - loss: 0.3955 - accuracy: 0.8168
276/296 [==========================>...] - ETA: 1s - loss: 0.3956 - accuracy: 0.8166
277/296 [===========================>..] - ETA: 1s - loss: 0.3960 - accuracy: 0.8163
278/296 [===========================>..] - ETA: 0s - loss: 0.3966 - accuracy: 0.8159
279/296 [===========================>..] - ETA: 0s - loss: 0.3970 - accuracy: 0.8156
280/296 [===========================>..] - ETA: 0s - loss: 0.3975 - accuracy: 0.8154
281/296 [===========================>..] - ETA: 0s - loss: 0.3980 - accuracy: 0.8147
282/296 [===========================>..] - ETA: 0s - loss: 0.3980 - accuracy: 0.8149
283/296 [===========================>..] - ETA: 0s - loss: 0.3988 - accuracy: 0.8147
284/296 [===========================>..] - ETA: 0s - loss: 0.3985 - accuracy: 0.8149
285/296 [===========================>..] - ETA: 0s - loss: 0.3987 - accuracy: 0.8149
286/296 [===========================>..] - ETA: 0s - loss: 0.3988 - accuracy: 0.8147
287/296 [============================>.] - ETA: 0s - loss: 0.3989 - accuracy: 0.8147
288/296 [============================>.] - ETA: 0s - loss: 0.3987 - accuracy: 0.8147
289/296 [============================>.] - ETA: 0s - loss: 0.3985 - accuracy: 0.8149
290/296 [============================>.] - ETA: 0s - loss: 0.3980 - accuracy: 0.8151
291/296 [============================>.] - ETA: 0s - loss: 0.3987 - accuracy: 0.8151
292/296 [============================>.] - ETA: 0s - loss: 0.3989 - accuracy: 0.8153
293/296 [============================>.] - ETA: 0s - loss: 0.3986 - accuracy: 0.8155
294/296 [============================>.] - ETA: 0s - loss: 0.3979 - accuracy: 0.8159
295/296 [============================>.] - ETA: 0s - loss: 0.3983 - accuracy: 0.8155
296/296 [==============================] - 16s 55ms/step - loss: 0.3983 - accuracy: 0.8155

296/296 [==============================] - 17s 59ms/step - loss: 0.3983 - accuracy: 0.8155 - val_loss: 0.4288 - val_accuracy: 0.7990
Epoch 8/50

  1/296 [..............................] - ETA: 15s - loss: 0.1579 - accuracy: 0.9375
  2/296 [..............................] - ETA: 15s - loss: 0.3058 - accuracy: 0.9062
  3/296 [..............................] - ETA: 16s - loss: 0.3526 - accuracy: 0.8542
  4/296 [..............................] - ETA: 15s - loss: 0.3363 - accuracy: 0.8594
  5/296 [..............................] - ETA: 15s - loss: 0.3818 - accuracy: 0.8500
  6/296 [..............................] - ETA: 15s - loss: 0.4702 - accuracy: 0.8229
  7/296 [..............................] - ETA: 15s - loss: 0.4569 - accuracy: 0.8036
  8/296 [..............................] - ETA: 15s - loss: 0.4498 - accuracy: 0.8047
  9/296 [..............................] - ETA: 15s - loss: 0.4382 - accuracy: 0.8125
 10/296 [>.............................] - ETA: 15s - loss: 0.4272 - accuracy: 0.8125
 11/296 [>.............................] - ETA: 15s - loss: 0.4249 - accuracy: 0.8182
 12/296 [>.............................] - ETA: 15s - loss: 0.4217 - accuracy: 0.8229
 13/296 [>.............................] - ETA: 15s - loss: 0.4244 - accuracy: 0.8125
 14/296 [>.............................] - ETA: 15s - loss: 0.4305 - accuracy: 0.7946
 15/296 [>.............................] - ETA: 15s - loss: 0.4319 - accuracy: 0.7875
 16/296 [>.............................] - ETA: 15s - loss: 0.4458 - accuracy: 0.7812
 17/296 [>.............................] - ETA: 15s - loss: 0.4401 - accuracy: 0.7831
 18/296 [>.............................] - ETA: 15s - loss: 0.4419 - accuracy: 0.7847
 19/296 [>.............................] - ETA: 15s - loss: 0.4353 - accuracy: 0.7862
 20/296 [=>............................] - ETA: 14s - loss: 0.4391 - accuracy: 0.7875
 21/296 [=>............................] - ETA: 14s - loss: 0.4284 - accuracy: 0.7946
 22/296 [=>............................] - ETA: 14s - loss: 0.4217 - accuracy: 0.7955
 23/296 [=>............................] - ETA: 14s - loss: 0.4193 - accuracy: 0.7935
 24/296 [=>............................] - ETA: 14s - loss: 0.4151 - accuracy: 0.7969
 25/296 [=>............................] - ETA: 14s - loss: 0.4263 - accuracy: 0.7950
 26/296 [=>............................] - ETA: 14s - loss: 0.4273 - accuracy: 0.7957
 27/296 [=>............................] - ETA: 14s - loss: 0.4244 - accuracy: 0.7986
 28/296 [=>............................] - ETA: 14s - loss: 0.4224 - accuracy: 0.8013
 29/296 [=>............................] - ETA: 14s - loss: 0.4239 - accuracy: 0.7974
 30/296 [==>...........................] - ETA: 14s - loss: 0.4220 - accuracy: 0.7979
 31/296 [==>...........................] - ETA: 14s - loss: 0.4198 - accuracy: 0.8004
 32/296 [==>...........................] - ETA: 14s - loss: 0.4231 - accuracy: 0.8008
 33/296 [==>...........................] - ETA: 14s - loss: 0.4192 - accuracy: 0.8030
 34/296 [==>...........................] - ETA: 14s - loss: 0.4151 - accuracy: 0.8033
 35/296 [==>...........................] - ETA: 14s - loss: 0.4086 - accuracy: 0.8071
 36/296 [==>...........................] - ETA: 14s - loss: 0.4049 - accuracy: 0.8090
 37/296 [==>...........................] - ETA: 14s - loss: 0.4017 - accuracy: 0.8108
 38/296 [==>...........................] - ETA: 13s - loss: 0.3998 - accuracy: 0.8125
 39/296 [==>...........................] - ETA: 13s - loss: 0.3940 - accuracy: 0.8157
 40/296 [===>..........................] - ETA: 13s - loss: 0.3960 - accuracy: 0.8141
 41/296 [===>..........................] - ETA: 13s - loss: 0.3955 - accuracy: 0.8140
 42/296 [===>..........................] - ETA: 13s - loss: 0.3988 - accuracy: 0.8140
 43/296 [===>..........................] - ETA: 13s - loss: 0.4006 - accuracy: 0.8140
 44/296 [===>..........................] - ETA: 13s - loss: 0.4010 - accuracy: 0.8153
 45/296 [===>..........................] - ETA: 13s - loss: 0.3976 - accuracy: 0.8181
 46/296 [===>..........................] - ETA: 13s - loss: 0.3983 - accuracy: 0.8179
 47/296 [===>..........................] - ETA: 13s - loss: 0.3985 - accuracy: 0.8191
 48/296 [===>..........................] - ETA: 13s - loss: 0.3970 - accuracy: 0.8190
 49/296 [===>..........................] - ETA: 13s - loss: 0.3942 - accuracy: 0.8202
 50/296 [====>.........................] - ETA: 13s - loss: 0.3995 - accuracy: 0.8163
 51/296 [====>.........................] - ETA: 13s - loss: 0.4033 - accuracy: 0.8162
 52/296 [====>.........................] - ETA: 13s - loss: 0.3992 - accuracy: 0.8173
 53/296 [====>.........................] - ETA: 13s - loss: 0.3957 - accuracy: 0.8208
 54/296 [====>.........................] - ETA: 13s - loss: 0.3911 - accuracy: 0.8229
 55/296 [====>.........................] - ETA: 13s - loss: 0.3913 - accuracy: 0.8239
 56/296 [====>.........................] - ETA: 12s - loss: 0.3941 - accuracy: 0.8225
 57/296 [====>.........................] - ETA: 12s - loss: 0.3964 - accuracy: 0.8213
 58/296 [====>.........................] - ETA: 12s - loss: 0.3979 - accuracy: 0.8190
 59/296 [====>.........................] - ETA: 12s - loss: 0.3997 - accuracy: 0.8189
 60/296 [=====>........................] - ETA: 12s - loss: 0.3958 - accuracy: 0.8219
 61/296 [=====>........................] - ETA: 12s - loss: 0.3927 - accuracy: 0.8248
 62/296 [=====>........................] - ETA: 12s - loss: 0.3948 - accuracy: 0.8236
 63/296 [=====>........................] - ETA: 12s - loss: 0.3929 - accuracy: 0.8244
 64/296 [=====>........................] - ETA: 12s - loss: 0.3952 - accuracy: 0.8232
 65/296 [=====>........................] - ETA: 12s - loss: 0.3976 - accuracy: 0.8221
 66/296 [=====>........................] - ETA: 12s - loss: 0.3967 - accuracy: 0.8229
 67/296 [=====>........................] - ETA: 12s - loss: 0.3951 - accuracy: 0.8237
 68/296 [=====>........................] - ETA: 12s - loss: 0.3951 - accuracy: 0.8244
 69/296 [=====>........................] - ETA: 12s - loss: 0.3961 - accuracy: 0.8234
 70/296 [======>.......................] - ETA: 12s - loss: 0.4007 - accuracy: 0.8205
 71/296 [======>.......................] - ETA: 12s - loss: 0.3998 - accuracy: 0.8204
 72/296 [======>.......................] - ETA: 12s - loss: 0.3974 - accuracy: 0.8220
 73/296 [======>.......................] - ETA: 12s - loss: 0.3996 - accuracy: 0.8211
 74/296 [======>.......................] - ETA: 12s - loss: 0.3979 - accuracy: 0.8226
 75/296 [======>.......................] - ETA: 11s - loss: 0.3986 - accuracy: 0.8208
 76/296 [======>.......................] - ETA: 11s - loss: 0.3991 - accuracy: 0.8224
 77/296 [======>.......................] - ETA: 11s - loss: 0.4001 - accuracy: 0.8206
 78/296 [======>.......................] - ETA: 11s - loss: 0.4006 - accuracy: 0.8197
 79/296 [=======>......................] - ETA: 11s - loss: 0.4002 - accuracy: 0.8196
 80/296 [=======>......................] - ETA: 11s - loss: 0.4005 - accuracy: 0.8195
 81/296 [=======>......................] - ETA: 11s - loss: 0.4012 - accuracy: 0.8187
 82/296 [=======>......................] - ETA: 11s - loss: 0.4041 - accuracy: 0.8171
 83/296 [=======>......................] - ETA: 11s - loss: 0.4059 - accuracy: 0.8163
 84/296 [=======>......................] - ETA: 11s - loss: 0.4039 - accuracy: 0.8177
 85/296 [=======>......................] - ETA: 11s - loss: 0.4057 - accuracy: 0.8176
 86/296 [=======>......................] - ETA: 11s - loss: 0.4043 - accuracy: 0.8176
 87/296 [=======>......................] - ETA: 11s - loss: 0.4051 - accuracy: 0.8161
 88/296 [=======>......................] - ETA: 11s - loss: 0.4065 - accuracy: 0.8161
 89/296 [========>.....................] - ETA: 11s - loss: 0.4072 - accuracy: 0.8139
 90/296 [========>.....................] - ETA: 11s - loss: 0.4077 - accuracy: 0.8125
 91/296 [========>.....................] - ETA: 11s - loss: 0.4064 - accuracy: 0.8146
 92/296 [========>.....................] - ETA: 11s - loss: 0.4078 - accuracy: 0.8118
 93/296 [========>.....................] - ETA: 10s - loss: 0.4060 - accuracy: 0.8125
 94/296 [========>.....................] - ETA: 10s - loss: 0.4054 - accuracy: 0.8125
 95/296 [========>.....................] - ETA: 10s - loss: 0.4046 - accuracy: 0.8125
 96/296 [========>.....................] - ETA: 10s - loss: 0.4051 - accuracy: 0.8112
 97/296 [========>.....................] - ETA: 10s - loss: 0.4045 - accuracy: 0.8119
 98/296 [========>.....................] - ETA: 10s - loss: 0.4036 - accuracy: 0.8119
 99/296 [=========>....................] - ETA: 10s - loss: 0.4047 - accuracy: 0.8106
100/296 [=========>....................] - ETA: 10s - loss: 0.4074 - accuracy: 0.8081
101/296 [=========>....................] - ETA: 10s - loss: 0.4054 - accuracy: 0.8100
102/296 [=========>....................] - ETA: 10s - loss: 0.4046 - accuracy: 0.8107
103/296 [=========>....................] - ETA: 10s - loss: 0.4033 - accuracy: 0.8113
104/296 [=========>....................] - ETA: 10s - loss: 0.4025 - accuracy: 0.8113
105/296 [=========>....................] - ETA: 10s - loss: 0.4041 - accuracy: 0.8107
106/296 [=========>....................] - ETA: 10s - loss: 0.4011 - accuracy: 0.8125
107/296 [=========>....................] - ETA: 10s - loss: 0.4006 - accuracy: 0.8131
108/296 [=========>....................] - ETA: 10s - loss: 0.4005 - accuracy: 0.8131
109/296 [==========>...................] - ETA: 10s - loss: 0.3996 - accuracy: 0.8131
110/296 [==========>...................] - ETA: 10s - loss: 0.4024 - accuracy: 0.8114
111/296 [==========>...................] - ETA: 10s - loss: 0.4027 - accuracy: 0.8102
112/296 [==========>...................] - ETA: 9s - loss: 0.4031 - accuracy: 0.8092 
113/296 [==========>...................] - ETA: 9s - loss: 0.4021 - accuracy: 0.8108
114/296 [==========>...................] - ETA: 9s - loss: 0.4017 - accuracy: 0.8098
115/296 [==========>...................] - ETA: 9s - loss: 0.4000 - accuracy: 0.8114
116/296 [==========>...................] - ETA: 9s - loss: 0.3989 - accuracy: 0.8114
117/296 [==========>...................] - ETA: 9s - loss: 0.3977 - accuracy: 0.8120
118/296 [==========>...................] - ETA: 9s - loss: 0.3962 - accuracy: 0.8125
119/296 [===========>..................] - ETA: 9s - loss: 0.3972 - accuracy: 0.8114
120/296 [===========>..................] - ETA: 9s - loss: 0.3975 - accuracy: 0.8109
121/296 [===========>..................] - ETA: 9s - loss: 0.3981 - accuracy: 0.8104
122/296 [===========>..................] - ETA: 9s - loss: 0.3983 - accuracy: 0.8105
123/296 [===========>..................] - ETA: 9s - loss: 0.3986 - accuracy: 0.8100
124/296 [===========>..................] - ETA: 9s - loss: 0.3979 - accuracy: 0.8105
125/296 [===========>..................] - ETA: 9s - loss: 0.3967 - accuracy: 0.8110
126/296 [===========>..................] - ETA: 9s - loss: 0.3985 - accuracy: 0.8100
127/296 [===========>..................] - ETA: 9s - loss: 0.3987 - accuracy: 0.8091
128/296 [===========>..................] - ETA: 9s - loss: 0.4007 - accuracy: 0.8091
129/296 [============>.................] - ETA: 9s - loss: 0.4039 - accuracy: 0.8086
130/296 [============>.................] - ETA: 8s - loss: 0.4048 - accuracy: 0.8077
131/296 [============>.................] - ETA: 8s - loss: 0.4050 - accuracy: 0.8073
132/296 [============>.................] - ETA: 8s - loss: 0.4051 - accuracy: 0.8063
133/296 [============>.................] - ETA: 8s - loss: 0.4058 - accuracy: 0.8064
134/296 [============>.................] - ETA: 8s - loss: 0.4047 - accuracy: 0.8069
135/296 [============>.................] - ETA: 8s - loss: 0.4042 - accuracy: 0.8074
136/296 [============>.................] - ETA: 8s - loss: 0.4056 - accuracy: 0.8070
137/296 [============>.................] - ETA: 8s - loss: 0.4048 - accuracy: 0.8079
138/296 [============>.................] - ETA: 8s - loss: 0.4045 - accuracy: 0.8089
139/296 [=============>................] - ETA: 8s - loss: 0.4042 - accuracy: 0.8089
140/296 [=============>................] - ETA: 8s - loss: 0.4043 - accuracy: 0.8094
141/296 [=============>................] - ETA: 8s - loss: 0.4045 - accuracy: 0.8094
142/296 [=============>................] - ETA: 8s - loss: 0.4044 - accuracy: 0.8090
143/296 [=============>................] - ETA: 8s - loss: 0.4048 - accuracy: 0.8086
144/296 [=============>................] - ETA: 8s - loss: 0.4046 - accuracy: 0.8086
145/296 [=============>................] - ETA: 8s - loss: 0.4038 - accuracy: 0.8095
146/296 [=============>................] - ETA: 8s - loss: 0.4051 - accuracy: 0.8082
147/296 [=============>................] - ETA: 8s - loss: 0.4074 - accuracy: 0.8074
148/296 [==============>...............] - ETA: 8s - loss: 0.4064 - accuracy: 0.8079
149/296 [==============>...............] - ETA: 7s - loss: 0.4064 - accuracy: 0.8083
150/296 [==============>...............] - ETA: 7s - loss: 0.4061 - accuracy: 0.8092
151/296 [==============>...............] - ETA: 7s - loss: 0.4053 - accuracy: 0.8096
152/296 [==============>...............] - ETA: 7s - loss: 0.4060 - accuracy: 0.8092
153/296 [==============>...............] - ETA: 7s - loss: 0.4079 - accuracy: 0.8076
154/296 [==============>...............] - ETA: 7s - loss: 0.4077 - accuracy: 0.8076
155/296 [==============>...............] - ETA: 7s - loss: 0.4072 - accuracy: 0.8081
156/296 [==============>...............] - ETA: 7s - loss: 0.4069 - accuracy: 0.8089
157/296 [==============>...............] - ETA: 7s - loss: 0.4057 - accuracy: 0.8097
158/296 [===============>..............] - ETA: 7s - loss: 0.4068 - accuracy: 0.8085
159/296 [===============>..............] - ETA: 7s - loss: 0.4063 - accuracy: 0.8086
160/296 [===============>..............] - ETA: 7s - loss: 0.4058 - accuracy: 0.8090
161/296 [===============>..............] - ETA: 7s - loss: 0.4060 - accuracy: 0.8090
162/296 [===============>..............] - ETA: 7s - loss: 0.4053 - accuracy: 0.8094
163/296 [===============>..............] - ETA: 7s - loss: 0.4059 - accuracy: 0.8087
164/296 [===============>..............] - ETA: 7s - loss: 0.4057 - accuracy: 0.8091
165/296 [===============>..............] - ETA: 7s - loss: 0.4052 - accuracy: 0.8091
166/296 [===============>..............] - ETA: 7s - loss: 0.4048 - accuracy: 0.8091
167/296 [===============>..............] - ETA: 6s - loss: 0.4062 - accuracy: 0.8088
168/296 [================>.............] - ETA: 6s - loss: 0.4063 - accuracy: 0.8084
169/296 [================>.............] - ETA: 6s - loss: 0.4052 - accuracy: 0.8092
170/296 [================>.............] - ETA: 6s - loss: 0.4045 - accuracy: 0.8092
171/296 [================>.............] - ETA: 6s - loss: 0.4029 - accuracy: 0.8103
172/296 [================>.............] - ETA: 6s - loss: 0.4025 - accuracy: 0.8107
173/296 [================>.............] - ETA: 6s - loss: 0.4037 - accuracy: 0.8100
174/296 [================>.............] - ETA: 6s - loss: 0.4026 - accuracy: 0.8111
175/296 [================>.............] - ETA: 6s - loss: 0.4032 - accuracy: 0.8111
176/296 [================>.............] - ETA: 6s - loss: 0.4040 - accuracy: 0.8100
177/296 [================>.............] - ETA: 6s - loss: 0.4038 - accuracy: 0.8100
178/296 [=================>............] - ETA: 6s - loss: 0.4033 - accuracy: 0.8104
179/296 [=================>............] - ETA: 6s - loss: 0.4042 - accuracy: 0.8097
180/296 [=================>............] - ETA: 6s - loss: 0.4036 - accuracy: 0.8101
181/296 [=================>............] - ETA: 6s - loss: 0.4022 - accuracy: 0.8111
182/296 [=================>............] - ETA: 6s - loss: 0.4008 - accuracy: 0.8118
183/296 [=================>............] - ETA: 6s - loss: 0.3998 - accuracy: 0.8125
184/296 [=================>............] - ETA: 6s - loss: 0.4009 - accuracy: 0.8118
185/296 [=================>............] - ETA: 6s - loss: 0.4014 - accuracy: 0.8115
186/296 [=================>............] - ETA: 5s - loss: 0.4009 - accuracy: 0.8118
187/296 [=================>............] - ETA: 5s - loss: 0.4024 - accuracy: 0.8112
188/296 [==================>...........] - ETA: 5s - loss: 0.4039 - accuracy: 0.8108
189/296 [==================>...........] - ETA: 5s - loss: 0.4044 - accuracy: 0.8105
190/296 [==================>...........] - ETA: 5s - loss: 0.4042 - accuracy: 0.8105
191/296 [==================>...........] - ETA: 5s - loss: 0.4044 - accuracy: 0.8105
192/296 [==================>...........] - ETA: 5s - loss: 0.4044 - accuracy: 0.8102
193/296 [==================>...........] - ETA: 5s - loss: 0.4036 - accuracy: 0.8109
194/296 [==================>...........] - ETA: 5s - loss: 0.4039 - accuracy: 0.8109
195/296 [==================>...........] - ETA: 5s - loss: 0.4043 - accuracy: 0.8103
196/296 [==================>...........] - ETA: 5s - loss: 0.4038 - accuracy: 0.8106
197/296 [==================>...........] - ETA: 5s - loss: 0.4039 - accuracy: 0.8106
198/296 [===================>..........] - ETA: 5s - loss: 0.4039 - accuracy: 0.8109
199/296 [===================>..........] - ETA: 5s - loss: 0.4051 - accuracy: 0.8103
200/296 [===================>..........] - ETA: 5s - loss: 0.4049 - accuracy: 0.8103
201/296 [===================>..........] - ETA: 5s - loss: 0.4056 - accuracy: 0.8100
202/296 [===================>..........] - ETA: 5s - loss: 0.4063 - accuracy: 0.8100
203/296 [===================>..........] - ETA: 5s - loss: 0.4049 - accuracy: 0.8110
204/296 [===================>..........] - ETA: 4s - loss: 0.4042 - accuracy: 0.8113
205/296 [===================>..........] - ETA: 4s - loss: 0.4043 - accuracy: 0.8110
206/296 [===================>..........] - ETA: 4s - loss: 0.4046 - accuracy: 0.8104
207/296 [===================>..........] - ETA: 4s - loss: 0.4049 - accuracy: 0.8101
208/296 [====================>.........] - ETA: 4s - loss: 0.4051 - accuracy: 0.8101
209/296 [====================>.........] - ETA: 4s - loss: 0.4045 - accuracy: 0.8104
210/296 [====================>.........] - ETA: 4s - loss: 0.4042 - accuracy: 0.8098
211/296 [====================>.........] - ETA: 4s - loss: 0.4051 - accuracy: 0.8089
212/296 [====================>.........] - ETA: 4s - loss: 0.4054 - accuracy: 0.8090
213/296 [====================>.........] - ETA: 4s - loss: 0.4055 - accuracy: 0.8087
214/296 [====================>.........] - ETA: 4s - loss: 0.4081 - accuracy: 0.8078
215/296 [====================>.........] - ETA: 4s - loss: 0.4080 - accuracy: 0.8081
216/296 [====================>.........] - ETA: 4s - loss: 0.4081 - accuracy: 0.8082
217/296 [====================>.........] - ETA: 4s - loss: 0.4086 - accuracy: 0.8073
218/296 [=====================>........] - ETA: 4s - loss: 0.4082 - accuracy: 0.8079
219/296 [=====================>........] - ETA: 4s - loss: 0.4092 - accuracy: 0.8074
220/296 [=====================>........] - ETA: 4s - loss: 0.4086 - accuracy: 0.8080
221/296 [=====================>........] - ETA: 4s - loss: 0.4083 - accuracy: 0.8083
222/296 [=====================>........] - ETA: 4s - loss: 0.4085 - accuracy: 0.8077
223/296 [=====================>........] - ETA: 3s - loss: 0.4082 - accuracy: 0.8077
224/296 [=====================>........] - ETA: 3s - loss: 0.4086 - accuracy: 0.8075
225/296 [=====================>........] - ETA: 3s - loss: 0.4085 - accuracy: 0.8078
226/296 [=====================>........] - ETA: 3s - loss: 0.4079 - accuracy: 0.8086
227/296 [======================>.......] - ETA: 3s - loss: 0.4072 - accuracy: 0.8092
228/296 [======================>.......] - ETA: 3s - loss: 0.4076 - accuracy: 0.8089
229/296 [======================>.......] - ETA: 3s - loss: 0.4071 - accuracy: 0.8095
230/296 [======================>.......] - ETA: 3s - loss: 0.4069 - accuracy: 0.8095
231/296 [======================>.......] - ETA: 3s - loss: 0.4058 - accuracy: 0.8103
232/296 [======================>.......] - ETA: 3s - loss: 0.4064 - accuracy: 0.8098
233/296 [======================>.......] - ETA: 3s - loss: 0.4061 - accuracy: 0.8095
234/296 [======================>.......] - ETA: 3s - loss: 0.4065 - accuracy: 0.8096
235/296 [======================>.......] - ETA: 3s - loss: 0.4056 - accuracy: 0.8098
236/296 [======================>.......] - ETA: 3s - loss: 0.4059 - accuracy: 0.8096
237/296 [=======================>......] - ETA: 3s - loss: 0.4056 - accuracy: 0.8096
238/296 [=======================>......] - ETA: 3s - loss: 0.4053 - accuracy: 0.8099
239/296 [=======================>......] - ETA: 3s - loss: 0.4044 - accuracy: 0.8107
240/296 [=======================>......] - ETA: 3s - loss: 0.4044 - accuracy: 0.8109
241/296 [=======================>......] - ETA: 2s - loss: 0.4045 - accuracy: 0.8107
242/296 [=======================>......] - ETA: 2s - loss: 0.4043 - accuracy: 0.8110
243/296 [=======================>......] - ETA: 2s - loss: 0.4046 - accuracy: 0.8104
244/296 [=======================>......] - ETA: 2s - loss: 0.4041 - accuracy: 0.8105
245/296 [=======================>......] - ETA: 2s - loss: 0.4048 - accuracy: 0.8099
246/296 [=======================>......] - ETA: 2s - loss: 0.4043 - accuracy: 0.8105
247/296 [========================>.....] - ETA: 2s - loss: 0.4040 - accuracy: 0.8105
248/296 [========================>.....] - ETA: 2s - loss: 0.4038 - accuracy: 0.8110
249/296 [========================>.....] - ETA: 2s - loss: 0.4033 - accuracy: 0.8112
250/296 [========================>.....] - ETA: 2s - loss: 0.4030 - accuracy: 0.8112
251/296 [========================>.....] - ETA: 2s - loss: 0.4026 - accuracy: 0.8113
252/296 [========================>.....] - ETA: 2s - loss: 0.4032 - accuracy: 0.8110
253/296 [========================>.....] - ETA: 2s - loss: 0.4037 - accuracy: 0.8108
254/296 [========================>.....] - ETA: 2s - loss: 0.4033 - accuracy: 0.8110
255/296 [========================>.....] - ETA: 2s - loss: 0.4040 - accuracy: 0.8110
256/296 [========================>.....] - ETA: 2s - loss: 0.4046 - accuracy: 0.8110
257/296 [=========================>....] - ETA: 2s - loss: 0.4038 - accuracy: 0.8115
258/296 [=========================>....] - ETA: 2s - loss: 0.4039 - accuracy: 0.8113
259/296 [=========================>....] - ETA: 2s - loss: 0.4033 - accuracy: 0.8115
260/296 [=========================>....] - ETA: 1s - loss: 0.4031 - accuracy: 0.8115
261/296 [=========================>....] - ETA: 1s - loss: 0.4026 - accuracy: 0.8118
262/296 [=========================>....] - ETA: 1s - loss: 0.4031 - accuracy: 0.8113
263/296 [=========================>....] - ETA: 1s - loss: 0.4027 - accuracy: 0.8111
264/296 [=========================>....] - ETA: 1s - loss: 0.4031 - accuracy: 0.8111
265/296 [=========================>....] - ETA: 1s - loss: 0.4028 - accuracy: 0.8113
266/296 [=========================>....] - ETA: 1s - loss: 0.4029 - accuracy: 0.8111
267/296 [==========================>...] - ETA: 1s - loss: 0.4023 - accuracy: 0.8118
268/296 [==========================>...] - ETA: 1s - loss: 0.4019 - accuracy: 0.8118
269/296 [==========================>...] - ETA: 1s - loss: 0.4028 - accuracy: 0.8111
270/296 [==========================>...] - ETA: 1s - loss: 0.4027 - accuracy: 0.8113
271/296 [==========================>...] - ETA: 1s - loss: 0.4032 - accuracy: 0.8113
272/296 [==========================>...] - ETA: 1s - loss: 0.4032 - accuracy: 0.8114
273/296 [==========================>...] - ETA: 1s - loss: 0.4039 - accuracy: 0.8109
274/296 [==========================>...] - ETA: 1s - loss: 0.4035 - accuracy: 0.8114
275/296 [==========================>...] - ETA: 1s - loss: 0.4032 - accuracy: 0.8116
276/296 [==========================>...] - ETA: 1s - loss: 0.4040 - accuracy: 0.8114
277/296 [===========================>..] - ETA: 1s - loss: 0.4042 - accuracy: 0.8116
278/296 [===========================>..] - ETA: 0s - loss: 0.4042 - accuracy: 0.8116
279/296 [===========================>..] - ETA: 0s - loss: 0.4040 - accuracy: 0.8116
280/296 [===========================>..] - ETA: 0s - loss: 0.4044 - accuracy: 0.8114
281/296 [===========================>..] - ETA: 0s - loss: 0.4038 - accuracy: 0.8118
282/296 [===========================>..] - ETA: 0s - loss: 0.4041 - accuracy: 0.8114
283/296 [===========================>..] - ETA: 0s - loss: 0.4032 - accuracy: 0.8121
284/296 [===========================>..] - ETA: 0s - loss: 0.4030 - accuracy: 0.8118
285/296 [===========================>..] - ETA: 0s - loss: 0.4021 - accuracy: 0.8125
286/296 [===========================>..] - ETA: 0s - loss: 0.4020 - accuracy: 0.8125
287/296 [============================>.] - ETA: 0s - loss: 0.4022 - accuracy: 0.8125
288/296 [============================>.] - ETA: 0s - loss: 0.4016 - accuracy: 0.8129
289/296 [============================>.] - ETA: 0s - loss: 0.4015 - accuracy: 0.8131
290/296 [============================>.] - ETA: 0s - loss: 0.4014 - accuracy: 0.8131
291/296 [============================>.] - ETA: 0s - loss: 0.4009 - accuracy: 0.8134
292/296 [============================>.] - ETA: 0s - loss: 0.4011 - accuracy: 0.8134
293/296 [============================>.] - ETA: 0s - loss: 0.4028 - accuracy: 0.8127
294/296 [============================>.] - ETA: 0s - loss: 0.4038 - accuracy: 0.8123
295/296 [============================>.] - ETA: 0s - loss: 0.4032 - accuracy: 0.8129
296/296 [==============================] - 16s 54ms/step - loss: 0.4031 - accuracy: 0.8131

296/296 [==============================] - 17s 58ms/step - loss: 0.4031 - accuracy: 0.8131 - val_loss: 0.3914 - val_accuracy: 0.8205
Epoch 9/50

  1/296 [..............................] - ETA: 15s - loss: 0.2607 - accuracy: 0.8125
  2/296 [..............................] - ETA: 15s - loss: 0.3127 - accuracy: 0.8125
  3/296 [..............................] - ETA: 15s - loss: 0.3405 - accuracy: 0.7917
  4/296 [..............................] - ETA: 15s - loss: 0.2859 - accuracy: 0.8281
  5/296 [..............................] - ETA: 15s - loss: 0.2852 - accuracy: 0.8250
  6/296 [..............................] - ETA: 15s - loss: 0.3145 - accuracy: 0.8229
  7/296 [..............................] - ETA: 15s - loss: 0.3353 - accuracy: 0.8214
  8/296 [..............................] - ETA: 15s - loss: 0.3778 - accuracy: 0.8047
  9/296 [..............................] - ETA: 15s - loss: 0.3625 - accuracy: 0.8194
 10/296 [>.............................] - ETA: 15s - loss: 0.3680 - accuracy: 0.8125
 11/296 [>.............................] - ETA: 15s - loss: 0.4175 - accuracy: 0.7898
 12/296 [>.............................] - ETA: 15s - loss: 0.4206 - accuracy: 0.7917
 13/296 [>.............................] - ETA: 15s - loss: 0.4265 - accuracy: 0.7837
 14/296 [>.............................] - ETA: 15s - loss: 0.4233 - accuracy: 0.7902
 15/296 [>.............................] - ETA: 15s - loss: 0.4172 - accuracy: 0.7917
 16/296 [>.............................] - ETA: 15s - loss: 0.4183 - accuracy: 0.7891
 17/296 [>.............................] - ETA: 14s - loss: 0.4268 - accuracy: 0.7868
 18/296 [>.............................] - ETA: 14s - loss: 0.4334 - accuracy: 0.7812
 19/296 [>.............................] - ETA: 14s - loss: 0.4326 - accuracy: 0.7796
 20/296 [=>............................] - ETA: 14s - loss: 0.4372 - accuracy: 0.7781
 21/296 [=>............................] - ETA: 14s - loss: 0.4401 - accuracy: 0.7768
 22/296 [=>............................] - ETA: 14s - loss: 0.4332 - accuracy: 0.7869
 23/296 [=>............................] - ETA: 14s - loss: 0.4398 - accuracy: 0.7799
 24/296 [=>............................] - ETA: 14s - loss: 0.4371 - accuracy: 0.7812
 25/296 [=>............................] - ETA: 14s - loss: 0.4309 - accuracy: 0.7850
 26/296 [=>............................] - ETA: 14s - loss: 0.4313 - accuracy: 0.7837
 27/296 [=>............................] - ETA: 14s - loss: 0.4275 - accuracy: 0.7847
 28/296 [=>............................] - ETA: 14s - loss: 0.4236 - accuracy: 0.7879
 29/296 [=>............................] - ETA: 14s - loss: 0.4204 - accuracy: 0.7909
 30/296 [==>...........................] - ETA: 14s - loss: 0.4213 - accuracy: 0.7896
 31/296 [==>...........................] - ETA: 14s - loss: 0.4157 - accuracy: 0.7944
 32/296 [==>...........................] - ETA: 14s - loss: 0.4146 - accuracy: 0.7969
 33/296 [==>...........................] - ETA: 14s - loss: 0.4189 - accuracy: 0.7955
 34/296 [==>...........................] - ETA: 14s - loss: 0.4174 - accuracy: 0.7941
 35/296 [==>...........................] - ETA: 14s - loss: 0.4192 - accuracy: 0.7929
 36/296 [==>...........................] - ETA: 14s - loss: 0.4203 - accuracy: 0.7951
 37/296 [==>...........................] - ETA: 13s - loss: 0.4157 - accuracy: 0.7990
 38/296 [==>...........................] - ETA: 13s - loss: 0.4188 - accuracy: 0.7977
 39/296 [==>...........................] - ETA: 13s - loss: 0.4258 - accuracy: 0.7965
 40/296 [===>..........................] - ETA: 13s - loss: 0.4191 - accuracy: 0.8016
 41/296 [===>..........................] - ETA: 13s - loss: 0.4260 - accuracy: 0.7988
 42/296 [===>..........................] - ETA: 13s - loss: 0.4266 - accuracy: 0.7976
 43/296 [===>..........................] - ETA: 13s - loss: 0.4238 - accuracy: 0.7994
 44/296 [===>..........................] - ETA: 13s - loss: 0.4195 - accuracy: 0.8011
 45/296 [===>..........................] - ETA: 13s - loss: 0.4176 - accuracy: 0.8028
 46/296 [===>..........................] - ETA: 13s - loss: 0.4134 - accuracy: 0.8057
 47/296 [===>..........................] - ETA: 13s - loss: 0.4101 - accuracy: 0.8072
 48/296 [===>..........................] - ETA: 13s - loss: 0.4096 - accuracy: 0.8086
 49/296 [===>..........................] - ETA: 13s - loss: 0.4055 - accuracy: 0.8125
 50/296 [====>.........................] - ETA: 13s - loss: 0.4064 - accuracy: 0.8100
 51/296 [====>.........................] - ETA: 13s - loss: 0.4046 - accuracy: 0.8125
 52/296 [====>.........................] - ETA: 13s - loss: 0.4015 - accuracy: 0.8137
 53/296 [====>.........................] - ETA: 13s - loss: 0.3996 - accuracy: 0.8149
 54/296 [====>.........................] - ETA: 13s - loss: 0.3979 - accuracy: 0.8148
 55/296 [====>.........................] - ETA: 13s - loss: 0.3957 - accuracy: 0.8170
 56/296 [====>.........................] - ETA: 13s - loss: 0.3945 - accuracy: 0.8170
 57/296 [====>.........................] - ETA: 12s - loss: 0.3940 - accuracy: 0.8180
 58/296 [====>.........................] - ETA: 12s - loss: 0.3928 - accuracy: 0.8190
 59/296 [====>.........................] - ETA: 12s - loss: 0.3968 - accuracy: 0.8178
 60/296 [=====>........................] - ETA: 12s - loss: 0.3976 - accuracy: 0.8167
 61/296 [=====>........................] - ETA: 12s - loss: 0.3947 - accuracy: 0.8176
 62/296 [=====>........................] - ETA: 12s - loss: 0.3972 - accuracy: 0.8155
 63/296 [=====>........................] - ETA: 12s - loss: 0.3976 - accuracy: 0.8155
 64/296 [=====>........................] - ETA: 12s - loss: 0.3954 - accuracy: 0.8174
 65/296 [=====>........................] - ETA: 12s - loss: 0.3955 - accuracy: 0.8173
 66/296 [=====>........................] - ETA: 12s - loss: 0.3977 - accuracy: 0.8134
 67/296 [=====>........................] - ETA: 12s - loss: 0.4002 - accuracy: 0.8125
 68/296 [=====>........................] - ETA: 12s - loss: 0.4003 - accuracy: 0.8125
 69/296 [=====>........................] - ETA: 12s - loss: 0.3977 - accuracy: 0.8134
 70/296 [======>.......................] - ETA: 12s - loss: 0.3966 - accuracy: 0.8143
 71/296 [======>.......................] - ETA: 12s - loss: 0.3964 - accuracy: 0.8134
 72/296 [======>.......................] - ETA: 12s - loss: 0.3957 - accuracy: 0.8142
 73/296 [======>.......................] - ETA: 12s - loss: 0.3934 - accuracy: 0.8159
 74/296 [======>.......................] - ETA: 12s - loss: 0.3923 - accuracy: 0.8167
 75/296 [======>.......................] - ETA: 11s - loss: 0.3896 - accuracy: 0.8183
 76/296 [======>.......................] - ETA: 11s - loss: 0.3901 - accuracy: 0.8183
 77/296 [======>.......................] - ETA: 11s - loss: 0.3897 - accuracy: 0.8190
 78/296 [======>.......................] - ETA: 11s - loss: 0.3908 - accuracy: 0.8189
 79/296 [=======>......................] - ETA: 11s - loss: 0.3887 - accuracy: 0.8204
 80/296 [=======>......................] - ETA: 11s - loss: 0.3889 - accuracy: 0.8195
 81/296 [=======>......................] - ETA: 11s - loss: 0.3896 - accuracy: 0.8179
 82/296 [=======>......................] - ETA: 11s - loss: 0.3903 - accuracy: 0.8186
 83/296 [=======>......................] - ETA: 11s - loss: 0.3916 - accuracy: 0.8185
 84/296 [=======>......................] - ETA: 11s - loss: 0.3924 - accuracy: 0.8185
 85/296 [=======>......................] - ETA: 11s - loss: 0.3907 - accuracy: 0.8191
 86/296 [=======>......................] - ETA: 11s - loss: 0.3924 - accuracy: 0.8169
 87/296 [=======>......................] - ETA: 11s - loss: 0.3919 - accuracy: 0.8175
 88/296 [=======>......................] - ETA: 11s - loss: 0.3919 - accuracy: 0.8182
 89/296 [========>.....................] - ETA: 11s - loss: 0.3935 - accuracy: 0.8167
 90/296 [========>.....................] - ETA: 11s - loss: 0.3950 - accuracy: 0.8153
 91/296 [========>.....................] - ETA: 11s - loss: 0.3971 - accuracy: 0.8125
 92/296 [========>.....................] - ETA: 11s - loss: 0.3956 - accuracy: 0.8139
 93/296 [========>.....................] - ETA: 11s - loss: 0.3954 - accuracy: 0.8145
 94/296 [========>.....................] - ETA: 10s - loss: 0.3951 - accuracy: 0.8138
 95/296 [========>.....................] - ETA: 10s - loss: 0.3974 - accuracy: 0.8132
 96/296 [========>.....................] - ETA: 10s - loss: 0.4004 - accuracy: 0.8125
 97/296 [========>.....................] - ETA: 10s - loss: 0.3990 - accuracy: 0.8138
 98/296 [========>.....................] - ETA: 10s - loss: 0.3982 - accuracy: 0.8151
 99/296 [=========>....................] - ETA: 10s - loss: 0.3982 - accuracy: 0.8163
100/296 [=========>....................] - ETA: 10s - loss: 0.3968 - accuracy: 0.8175
101/296 [=========>....................] - ETA: 10s - loss: 0.3986 - accuracy: 0.8156
102/296 [=========>....................] - ETA: 10s - loss: 0.3990 - accuracy: 0.8162
103/296 [=========>....................] - ETA: 10s - loss: 0.3986 - accuracy: 0.8167
104/296 [=========>....................] - ETA: 10s - loss: 0.3969 - accuracy: 0.8173
105/296 [=========>....................] - ETA: 10s - loss: 0.3960 - accuracy: 0.8179
106/296 [=========>....................] - ETA: 10s - loss: 0.3955 - accuracy: 0.8184
107/296 [=========>....................] - ETA: 10s - loss: 0.3951 - accuracy: 0.8183
108/296 [=========>....................] - ETA: 10s - loss: 0.3937 - accuracy: 0.8189
109/296 [==========>...................] - ETA: 10s - loss: 0.3927 - accuracy: 0.8182
110/296 [==========>...................] - ETA: 10s - loss: 0.3950 - accuracy: 0.8165
111/296 [==========>...................] - ETA: 10s - loss: 0.3937 - accuracy: 0.8170
112/296 [==========>...................] - ETA: 9s - loss: 0.3959 - accuracy: 0.8153 
113/296 [==========>...................] - ETA: 9s - loss: 0.3998 - accuracy: 0.8131
114/296 [==========>...................] - ETA: 9s - loss: 0.4004 - accuracy: 0.8125
115/296 [==========>...................] - ETA: 9s - loss: 0.4012 - accuracy: 0.8109
116/296 [==========>...................] - ETA: 9s - loss: 0.4005 - accuracy: 0.8114
117/296 [==========>...................] - ETA: 9s - loss: 0.3998 - accuracy: 0.8120
118/296 [==========>...................] - ETA: 9s - loss: 0.4000 - accuracy: 0.8114
119/296 [===========>..................] - ETA: 9s - loss: 0.4006 - accuracy: 0.8109
120/296 [===========>..................] - ETA: 9s - loss: 0.4010 - accuracy: 0.8094
121/296 [===========>..................] - ETA: 9s - loss: 0.4013 - accuracy: 0.8099
122/296 [===========>..................] - ETA: 9s - loss: 0.4006 - accuracy: 0.8110
123/296 [===========>..................] - ETA: 9s - loss: 0.3998 - accuracy: 0.8120
124/296 [===========>..................] - ETA: 9s - loss: 0.3994 - accuracy: 0.8130
125/296 [===========>..................] - ETA: 9s - loss: 0.3993 - accuracy: 0.8125
126/296 [===========>..................] - ETA: 9s - loss: 0.3987 - accuracy: 0.8135
127/296 [===========>..................] - ETA: 9s - loss: 0.3992 - accuracy: 0.8130
128/296 [===========>..................] - ETA: 9s - loss: 0.3995 - accuracy: 0.8130
129/296 [============>.................] - ETA: 9s - loss: 0.3987 - accuracy: 0.8130
130/296 [============>.................] - ETA: 8s - loss: 0.3998 - accuracy: 0.8125
131/296 [============>.................] - ETA: 8s - loss: 0.4006 - accuracy: 0.8115
132/296 [============>.................] - ETA: 8s - loss: 0.3992 - accuracy: 0.8125
133/296 [============>.................] - ETA: 8s - loss: 0.3990 - accuracy: 0.8120
134/296 [============>.................] - ETA: 8s - loss: 0.3989 - accuracy: 0.8116
135/296 [============>.................] - ETA: 8s - loss: 0.3995 - accuracy: 0.8116
136/296 [============>.................] - ETA: 8s - loss: 0.3988 - accuracy: 0.8120
137/296 [============>.................] - ETA: 8s - loss: 0.3973 - accuracy: 0.8130
138/296 [============>.................] - ETA: 8s - loss: 0.3962 - accuracy: 0.8134
139/296 [=============>................] - ETA: 8s - loss: 0.3993 - accuracy: 0.8129
140/296 [=============>................] - ETA: 8s - loss: 0.3981 - accuracy: 0.8138
141/296 [=============>................] - ETA: 8s - loss: 0.3992 - accuracy: 0.8134
142/296 [=============>................] - ETA: 8s - loss: 0.3982 - accuracy: 0.8138
143/296 [=============>................] - ETA: 8s - loss: 0.3971 - accuracy: 0.8147
144/296 [=============>................] - ETA: 8s - loss: 0.3972 - accuracy: 0.8142
145/296 [=============>................] - ETA: 8s - loss: 0.3968 - accuracy: 0.8142
146/296 [=============>................] - ETA: 8s - loss: 0.3975 - accuracy: 0.8134
147/296 [=============>................] - ETA: 8s - loss: 0.3978 - accuracy: 0.8134
148/296 [==============>...............] - ETA: 8s - loss: 0.3981 - accuracy: 0.8125
149/296 [==============>...............] - ETA: 7s - loss: 0.3973 - accuracy: 0.8129
150/296 [==============>...............] - ETA: 7s - loss: 0.3992 - accuracy: 0.8117
151/296 [==============>...............] - ETA: 7s - loss: 0.3986 - accuracy: 0.8117
152/296 [==============>...............] - ETA: 7s - loss: 0.3980 - accuracy: 0.8117
153/296 [==============>...............] - ETA: 7s - loss: 0.3971 - accuracy: 0.8129
154/296 [==============>...............] - ETA: 7s - loss: 0.3969 - accuracy: 0.8133
155/296 [==============>...............] - ETA: 7s - loss: 0.3971 - accuracy: 0.8137
156/296 [==============>...............] - ETA: 7s - loss: 0.3955 - accuracy: 0.8149
157/296 [==============>...............] - ETA: 7s - loss: 0.3961 - accuracy: 0.8145
158/296 [===============>..............] - ETA: 7s - loss: 0.3971 - accuracy: 0.8145
159/296 [===============>..............] - ETA: 7s - loss: 0.3980 - accuracy: 0.8141
160/296 [===============>..............] - ETA: 7s - loss: 0.3978 - accuracy: 0.8145
161/296 [===============>..............] - ETA: 7s - loss: 0.3975 - accuracy: 0.8152
162/296 [===============>..............] - ETA: 7s - loss: 0.3979 - accuracy: 0.8148
163/296 [===============>..............] - ETA: 7s - loss: 0.3976 - accuracy: 0.8148
164/296 [===============>..............] - ETA: 7s - loss: 0.3975 - accuracy: 0.8148
165/296 [===============>..............] - ETA: 7s - loss: 0.3982 - accuracy: 0.8148
166/296 [===============>..............] - ETA: 7s - loss: 0.3982 - accuracy: 0.8148
167/296 [===============>..............] - ETA: 6s - loss: 0.4002 - accuracy: 0.8136
168/296 [================>.............] - ETA: 6s - loss: 0.4007 - accuracy: 0.8132
169/296 [================>.............] - ETA: 6s - loss: 0.4004 - accuracy: 0.8129
170/296 [================>.............] - ETA: 6s - loss: 0.3999 - accuracy: 0.8132
171/296 [================>.............] - ETA: 6s - loss: 0.4006 - accuracy: 0.8129
172/296 [================>.............] - ETA: 6s - loss: 0.4007 - accuracy: 0.8129
173/296 [================>.............] - ETA: 6s - loss: 0.4003 - accuracy: 0.8132
174/296 [================>.............] - ETA: 6s - loss: 0.4004 - accuracy: 0.8136
175/296 [================>.............] - ETA: 6s - loss: 0.4000 - accuracy: 0.8139
176/296 [================>.............] - ETA: 6s - loss: 0.3994 - accuracy: 0.8139
177/296 [================>.............] - ETA: 6s - loss: 0.3999 - accuracy: 0.8136
178/296 [=================>............] - ETA: 6s - loss: 0.3998 - accuracy: 0.8136
179/296 [=================>............] - ETA: 6s - loss: 0.4001 - accuracy: 0.8135
180/296 [=================>............] - ETA: 6s - loss: 0.4019 - accuracy: 0.8128
181/296 [=================>............] - ETA: 6s - loss: 0.4016 - accuracy: 0.8132
182/296 [=================>............] - ETA: 6s - loss: 0.4014 - accuracy: 0.8135
183/296 [=================>............] - ETA: 6s - loss: 0.4012 - accuracy: 0.8135
184/296 [=================>............] - ETA: 6s - loss: 0.4013 - accuracy: 0.8135
185/296 [=================>............] - ETA: 6s - loss: 0.4007 - accuracy: 0.8139
186/296 [=================>............] - ETA: 5s - loss: 0.4007 - accuracy: 0.8142
187/296 [=================>............] - ETA: 5s - loss: 0.4003 - accuracy: 0.8142
188/296 [==================>...........] - ETA: 5s - loss: 0.4006 - accuracy: 0.8142
189/296 [==================>...........] - ETA: 5s - loss: 0.4009 - accuracy: 0.8142
190/296 [==================>...........] - ETA: 5s - loss: 0.4014 - accuracy: 0.8138
191/296 [==================>...........] - ETA: 5s - loss: 0.4018 - accuracy: 0.8128
192/296 [==================>...........] - ETA: 5s - loss: 0.4018 - accuracy: 0.8122
193/296 [==================>...........] - ETA: 5s - loss: 0.4011 - accuracy: 0.8122
194/296 [==================>...........] - ETA: 5s - loss: 0.4017 - accuracy: 0.8119
195/296 [==================>...........] - ETA: 5s - loss: 0.4016 - accuracy: 0.8119
196/296 [==================>...........] - ETA: 5s - loss: 0.4013 - accuracy: 0.8119
197/296 [==================>...........] - ETA: 5s - loss: 0.4003 - accuracy: 0.8125
198/296 [===================>..........] - ETA: 5s - loss: 0.3993 - accuracy: 0.8134
199/296 [===================>..........] - ETA: 5s - loss: 0.4008 - accuracy: 0.8128
200/296 [===================>..........] - ETA: 5s - loss: 0.4002 - accuracy: 0.8134
201/296 [===================>..........] - ETA: 5s - loss: 0.4027 - accuracy: 0.8125
202/296 [===================>..........] - ETA: 5s - loss: 0.4026 - accuracy: 0.8122
203/296 [===================>..........] - ETA: 5s - loss: 0.4034 - accuracy: 0.8116
204/296 [===================>..........] - ETA: 4s - loss: 0.4032 - accuracy: 0.8116
205/296 [===================>..........] - ETA: 4s - loss: 0.4038 - accuracy: 0.8116
206/296 [===================>..........] - ETA: 4s - loss: 0.4047 - accuracy: 0.8110
207/296 [===================>..........] - ETA: 4s - loss: 0.4041 - accuracy: 0.8113
208/296 [====================>.........] - ETA: 4s - loss: 0.4041 - accuracy: 0.8113
209/296 [====================>.........] - ETA: 4s - loss: 0.4037 - accuracy: 0.8119
210/296 [====================>.........] - ETA: 4s - loss: 0.4037 - accuracy: 0.8119
211/296 [====================>.........] - ETA: 4s - loss: 0.4029 - accuracy: 0.8125
212/296 [====================>.........] - ETA: 4s - loss: 0.4030 - accuracy: 0.8122
213/296 [====================>.........] - ETA: 4s - loss: 0.4030 - accuracy: 0.8122
214/296 [====================>.........] - ETA: 4s - loss: 0.4024 - accuracy: 0.8125
215/296 [====================>.........] - ETA: 4s - loss: 0.4013 - accuracy: 0.8134
216/296 [====================>.........] - ETA: 4s - loss: 0.4007 - accuracy: 0.8137
217/296 [====================>.........] - ETA: 4s - loss: 0.4004 - accuracy: 0.8137
218/296 [=====================>........] - ETA: 4s - loss: 0.4001 - accuracy: 0.8136
219/296 [=====================>........] - ETA: 4s - loss: 0.4008 - accuracy: 0.8134
220/296 [=====================>........] - ETA: 4s - loss: 0.4004 - accuracy: 0.8136
221/296 [=====================>........] - ETA: 4s - loss: 0.4003 - accuracy: 0.8133
222/296 [=====================>........] - ETA: 4s - loss: 0.4001 - accuracy: 0.8139
223/296 [=====================>........] - ETA: 3s - loss: 0.4018 - accuracy: 0.8131
224/296 [=====================>........] - ETA: 3s - loss: 0.4015 - accuracy: 0.8133
225/296 [=====================>........] - ETA: 3s - loss: 0.4008 - accuracy: 0.8139
226/296 [=====================>........] - ETA: 3s - loss: 0.4009 - accuracy: 0.8142
227/296 [======================>.......] - ETA: 3s - loss: 0.4007 - accuracy: 0.8139
228/296 [======================>.......] - ETA: 3s - loss: 0.4003 - accuracy: 0.8136
229/296 [======================>.......] - ETA: 3s - loss: 0.4006 - accuracy: 0.8133
230/296 [======================>.......] - ETA: 3s - loss: 0.4003 - accuracy: 0.8139
231/296 [======================>.......] - ETA: 3s - loss: 0.3998 - accuracy: 0.8144
232/296 [======================>.......] - ETA: 3s - loss: 0.3995 - accuracy: 0.8144
233/296 [======================>.......] - ETA: 3s - loss: 0.3992 - accuracy: 0.8146
234/296 [======================>.......] - ETA: 3s - loss: 0.4001 - accuracy: 0.8144
235/296 [======================>.......] - ETA: 3s - loss: 0.3996 - accuracy: 0.8146
236/296 [======================>.......] - ETA: 3s - loss: 0.4004 - accuracy: 0.8136
237/296 [=======================>......] - ETA: 3s - loss: 0.3999 - accuracy: 0.8136
238/296 [=======================>......] - ETA: 3s - loss: 0.3999 - accuracy: 0.8138
239/296 [=======================>......] - ETA: 3s - loss: 0.4000 - accuracy: 0.8135
240/296 [=======================>......] - ETA: 3s - loss: 0.3992 - accuracy: 0.8138
241/296 [=======================>......] - ETA: 2s - loss: 0.3990 - accuracy: 0.8141
242/296 [=======================>......] - ETA: 2s - loss: 0.3991 - accuracy: 0.8146
243/296 [=======================>......] - ETA: 2s - loss: 0.4002 - accuracy: 0.8143
244/296 [=======================>......] - ETA: 2s - loss: 0.4004 - accuracy: 0.8140
245/296 [=======================>......] - ETA: 2s - loss: 0.3999 - accuracy: 0.8143
246/296 [=======================>......] - ETA: 2s - loss: 0.4000 - accuracy: 0.8143
247/296 [========================>.....] - ETA: 2s - loss: 0.3994 - accuracy: 0.8145
248/296 [========================>.....] - ETA: 2s - loss: 0.3992 - accuracy: 0.8148
249/296 [========================>.....] - ETA: 2s - loss: 0.3992 - accuracy: 0.8150
250/296 [========================>.....] - ETA: 2s - loss: 0.3983 - accuracy: 0.8158
251/296 [========================>.....] - ETA: 2s - loss: 0.3979 - accuracy: 0.8157
252/296 [========================>.....] - ETA: 2s - loss: 0.3978 - accuracy: 0.8160
253/296 [========================>.....] - ETA: 2s - loss: 0.3967 - accuracy: 0.8165
254/296 [========================>.....] - ETA: 2s - loss: 0.3955 - accuracy: 0.8172
255/296 [========================>.....] - ETA: 2s - loss: 0.3956 - accuracy: 0.8169
256/296 [========================>.....] - ETA: 2s - loss: 0.3961 - accuracy: 0.8164
257/296 [=========================>....] - ETA: 2s - loss: 0.3963 - accuracy: 0.8164
258/296 [=========================>....] - ETA: 2s - loss: 0.3969 - accuracy: 0.8164
259/296 [=========================>....] - ETA: 2s - loss: 0.3968 - accuracy: 0.8164
260/296 [=========================>....] - ETA: 1s - loss: 0.3967 - accuracy: 0.8166
261/296 [=========================>....] - ETA: 1s - loss: 0.3963 - accuracy: 0.8170
262/296 [=========================>....] - ETA: 1s - loss: 0.3962 - accuracy: 0.8168
263/296 [=========================>....] - ETA: 1s - loss: 0.3962 - accuracy: 0.8168
264/296 [=========================>....] - ETA: 1s - loss: 0.3964 - accuracy: 0.8163
265/296 [=========================>....] - ETA: 1s - loss: 0.3965 - accuracy: 0.8160
266/296 [=========================>....] - ETA: 1s - loss: 0.3964 - accuracy: 0.8163
267/296 [==========================>...] - ETA: 1s - loss: 0.3964 - accuracy: 0.8162
268/296 [==========================>...] - ETA: 1s - loss: 0.3962 - accuracy: 0.8162
269/296 [==========================>...] - ETA: 1s - loss: 0.3957 - accuracy: 0.8164
270/296 [==========================>...] - ETA: 1s - loss: 0.3967 - accuracy: 0.8160
271/296 [==========================>...] - ETA: 1s - loss: 0.3965 - accuracy: 0.8162
272/296 [==========================>...] - ETA: 1s - loss: 0.3968 - accuracy: 0.8157
273/296 [==========================>...] - ETA: 1s - loss: 0.3965 - accuracy: 0.8162
274/296 [==========================>...] - ETA: 1s - loss: 0.3970 - accuracy: 0.8159
275/296 [==========================>...] - ETA: 1s - loss: 0.3963 - accuracy: 0.8164
276/296 [==========================>...] - ETA: 1s - loss: 0.3962 - accuracy: 0.8166
277/296 [===========================>..] - ETA: 1s - loss: 0.3959 - accuracy: 0.8166
278/296 [===========================>..] - ETA: 0s - loss: 0.3959 - accuracy: 0.8165
279/296 [===========================>..] - ETA: 0s - loss: 0.3978 - accuracy: 0.8154
280/296 [===========================>..] - ETA: 0s - loss: 0.3985 - accuracy: 0.8150
281/296 [===========================>..] - ETA: 0s - loss: 0.3980 - accuracy: 0.8154
282/296 [===========================>..] - ETA: 0s - loss: 0.3977 - accuracy: 0.8156
283/296 [===========================>..] - ETA: 0s - loss: 0.3972 - accuracy: 0.8158
284/296 [===========================>..] - ETA: 0s - loss: 0.3969 - accuracy: 0.8158
285/296 [===========================>..] - ETA: 0s - loss: 0.3982 - accuracy: 0.8151
286/296 [===========================>..] - ETA: 0s - loss: 0.3983 - accuracy: 0.8151
287/296 [============================>.] - ETA: 0s - loss: 0.3983 - accuracy: 0.8151
288/296 [============================>.] - ETA: 0s - loss: 0.3981 - accuracy: 0.8153
289/296 [============================>.] - ETA: 0s - loss: 0.3980 - accuracy: 0.8151
290/296 [============================>.] - ETA: 0s - loss: 0.3980 - accuracy: 0.8155
291/296 [============================>.] - ETA: 0s - loss: 0.3981 - accuracy: 0.8157
292/296 [============================>.] - ETA: 0s - loss: 0.3983 - accuracy: 0.8157
293/296 [============================>.] - ETA: 0s - loss: 0.3988 - accuracy: 0.8153
294/296 [============================>.] - ETA: 0s - loss: 0.3989 - accuracy: 0.8155
295/296 [============================>.] - ETA: 0s - loss: 0.3989 - accuracy: 0.8155
296/296 [==============================] - 16s 54ms/step - loss: 0.3992 - accuracy: 0.8150

296/296 [==============================] - 17s 58ms/step - loss: 0.3992 - accuracy: 0.8150 - val_loss: 0.4075 - val_accuracy: 0.8015
Epoch 10/50

  1/296 [..............................] - ETA: 15s - loss: 0.3965 - accuracy: 0.8125
  2/296 [..............................] - ETA: 15s - loss: 0.4520 - accuracy: 0.7812
  3/296 [..............................] - ETA: 15s - loss: 0.4452 - accuracy: 0.7708
  4/296 [..............................] - ETA: 15s - loss: 0.4207 - accuracy: 0.7812
  5/296 [..............................] - ETA: 15s - loss: 0.4031 - accuracy: 0.7875
  6/296 [..............................] - ETA: 15s - loss: 0.3931 - accuracy: 0.8021
  7/296 [..............................] - ETA: 15s - loss: 0.4100 - accuracy: 0.7946
  8/296 [..............................] - ETA: 15s - loss: 0.4304 - accuracy: 0.7734
  9/296 [..............................] - ETA: 15s - loss: 0.4229 - accuracy: 0.7778
 10/296 [>.............................] - ETA: 15s - loss: 0.4188 - accuracy: 0.7812
 11/296 [>.............................] - ETA: 16s - loss: 0.4252 - accuracy: 0.7841
 12/296 [>.............................] - ETA: 16s - loss: 0.4145 - accuracy: 0.7969
 13/296 [>.............................] - ETA: 16s - loss: 0.4185 - accuracy: 0.7933
 14/296 [>.............................] - ETA: 16s - loss: 0.4167 - accuracy: 0.7946
 15/296 [>.............................] - ETA: 16s - loss: 0.4406 - accuracy: 0.7833
 16/296 [>.............................] - ETA: 16s - loss: 0.4329 - accuracy: 0.7891
 17/296 [>.............................] - ETA: 15s - loss: 0.4331 - accuracy: 0.7941
 18/296 [>.............................] - ETA: 15s - loss: 0.4206 - accuracy: 0.8056
 19/296 [>.............................] - ETA: 15s - loss: 0.4247 - accuracy: 0.7993
 20/296 [=>............................] - ETA: 15s - loss: 0.4216 - accuracy: 0.8031
 21/296 [=>............................] - ETA: 15s - loss: 0.4211 - accuracy: 0.8036
 22/296 [=>............................] - ETA: 15s - loss: 0.4197 - accuracy: 0.8097
 23/296 [=>............................] - ETA: 15s - loss: 0.4164 - accuracy: 0.8125
 24/296 [=>............................] - ETA: 15s - loss: 0.4113 - accuracy: 0.8125
 25/296 [=>............................] - ETA: 15s - loss: 0.4060 - accuracy: 0.8175
 26/296 [=>............................] - ETA: 15s - loss: 0.4035 - accuracy: 0.8197
 27/296 [=>............................] - ETA: 15s - loss: 0.3973 - accuracy: 0.8218
 28/296 [=>............................] - ETA: 15s - loss: 0.3999 - accuracy: 0.8192
 29/296 [=>............................] - ETA: 15s - loss: 0.3970 - accuracy: 0.8233
 30/296 [==>...........................] - ETA: 15s - loss: 0.3975 - accuracy: 0.8250
 31/296 [==>...........................] - ETA: 15s - loss: 0.3956 - accuracy: 0.8266
 32/296 [==>...........................] - ETA: 15s - loss: 0.3982 - accuracy: 0.8262
 33/296 [==>...........................] - ETA: 15s - loss: 0.3946 - accuracy: 0.8277
 34/296 [==>...........................] - ETA: 15s - loss: 0.3937 - accuracy: 0.8254
 35/296 [==>...........................] - ETA: 14s - loss: 0.3910 - accuracy: 0.8250
 36/296 [==>...........................] - ETA: 14s - loss: 0.3859 - accuracy: 0.8264
 37/296 [==>...........................] - ETA: 14s - loss: 0.3823 - accuracy: 0.8277
 38/296 [==>...........................] - ETA: 14s - loss: 0.3821 - accuracy: 0.8257
 39/296 [==>...........................] - ETA: 14s - loss: 0.3824 - accuracy: 0.8269
 40/296 [===>..........................] - ETA: 14s - loss: 0.3849 - accuracy: 0.8234
 41/296 [===>..........................] - ETA: 14s - loss: 0.3862 - accuracy: 0.8216
 42/296 [===>..........................] - ETA: 14s - loss: 0.3915 - accuracy: 0.8199
 43/296 [===>..........................] - ETA: 14s - loss: 0.3906 - accuracy: 0.8183
 44/296 [===>..........................] - ETA: 14s - loss: 0.3858 - accuracy: 0.8210
 45/296 [===>..........................] - ETA: 14s - loss: 0.3890 - accuracy: 0.8181
 46/296 [===>..........................] - ETA: 14s - loss: 0.3858 - accuracy: 0.8193
 47/296 [===>..........................] - ETA: 14s - loss: 0.3827 - accuracy: 0.8218
 48/296 [===>..........................] - ETA: 14s - loss: 0.3803 - accuracy: 0.8216
 49/296 [===>..........................] - ETA: 14s - loss: 0.3793 - accuracy: 0.8227
 50/296 [====>.........................] - ETA: 14s - loss: 0.3760 - accuracy: 0.8250
 51/296 [====>.........................] - ETA: 13s - loss: 0.3838 - accuracy: 0.8199
 52/296 [====>.........................] - ETA: 13s - loss: 0.3824 - accuracy: 0.8209
 53/296 [====>.........................] - ETA: 13s - loss: 0.3859 - accuracy: 0.8208
 54/296 [====>.........................] - ETA: 13s - loss: 0.3857 - accuracy: 0.8194
 55/296 [====>.........................] - ETA: 13s - loss: 0.3932 - accuracy: 0.8159
 56/296 [====>.........................] - ETA: 13s - loss: 0.3899 - accuracy: 0.8181
 57/296 [====>.........................] - ETA: 13s - loss: 0.3898 - accuracy: 0.8169
 58/296 [====>.........................] - ETA: 13s - loss: 0.3879 - accuracy: 0.8157
 59/296 [====>.........................] - ETA: 13s - loss: 0.3909 - accuracy: 0.8136
 60/296 [=====>........................] - ETA: 13s - loss: 0.3907 - accuracy: 0.8125
 61/296 [=====>........................] - ETA: 13s - loss: 0.3865 - accuracy: 0.8156
 62/296 [=====>........................] - ETA: 13s - loss: 0.3856 - accuracy: 0.8165
 63/296 [=====>........................] - ETA: 13s - loss: 0.3873 - accuracy: 0.8175
 64/296 [=====>........................] - ETA: 13s - loss: 0.3849 - accuracy: 0.8184
 65/296 [=====>........................] - ETA: 13s - loss: 0.3852 - accuracy: 0.8173
 66/296 [=====>........................] - ETA: 13s - loss: 0.3847 - accuracy: 0.8191
 67/296 [=====>........................] - ETA: 13s - loss: 0.3867 - accuracy: 0.8181
 68/296 [=====>........................] - ETA: 13s - loss: 0.3871 - accuracy: 0.8189
 69/296 [=====>........................] - ETA: 12s - loss: 0.3854 - accuracy: 0.8207
 70/296 [======>.......................] - ETA: 12s - loss: 0.3888 - accuracy: 0.8170
 71/296 [======>.......................] - ETA: 12s - loss: 0.3899 - accuracy: 0.8169
 72/296 [======>.......................] - ETA: 12s - loss: 0.3894 - accuracy: 0.8168
 73/296 [======>.......................] - ETA: 12s - loss: 0.3903 - accuracy: 0.8142
 74/296 [======>.......................] - ETA: 12s - loss: 0.3901 - accuracy: 0.8159
 75/296 [======>.......................] - ETA: 12s - loss: 0.3916 - accuracy: 0.8142
 76/296 [======>.......................] - ETA: 12s - loss: 0.3933 - accuracy: 0.8133
 77/296 [======>.......................] - ETA: 12s - loss: 0.3947 - accuracy: 0.8117
 78/296 [======>.......................] - ETA: 12s - loss: 0.3949 - accuracy: 0.8109
 79/296 [=======>......................] - ETA: 12s - loss: 0.3963 - accuracy: 0.8109
 80/296 [=======>......................] - ETA: 12s - loss: 0.3957 - accuracy: 0.8109
 81/296 [=======>......................] - ETA: 12s - loss: 0.3987 - accuracy: 0.8102
 82/296 [=======>......................] - ETA: 12s - loss: 0.3987 - accuracy: 0.8095
 83/296 [=======>......................] - ETA: 12s - loss: 0.3980 - accuracy: 0.8110
 84/296 [=======>......................] - ETA: 12s - loss: 0.3972 - accuracy: 0.8118
 85/296 [=======>......................] - ETA: 12s - loss: 0.3951 - accuracy: 0.8132
 86/296 [=======>......................] - ETA: 12s - loss: 0.3949 - accuracy: 0.8125
 87/296 [=======>......................] - ETA: 11s - loss: 0.3938 - accuracy: 0.8132
 88/296 [=======>......................] - ETA: 11s - loss: 0.3929 - accuracy: 0.8139
 89/296 [========>.....................] - ETA: 11s - loss: 0.3933 - accuracy: 0.8139
 90/296 [========>.....................] - ETA: 11s - loss: 0.3932 - accuracy: 0.8146
 91/296 [========>.....................] - ETA: 11s - loss: 0.3927 - accuracy: 0.8152
 92/296 [========>.....................] - ETA: 11s - loss: 0.3917 - accuracy: 0.8152
 93/296 [========>.....................] - ETA: 11s - loss: 0.3901 - accuracy: 0.8159
 94/296 [========>.....................] - ETA: 11s - loss: 0.3928 - accuracy: 0.8152
 95/296 [========>.....................] - ETA: 11s - loss: 0.3937 - accuracy: 0.8151
 96/296 [========>.....................] - ETA: 11s - loss: 0.3925 - accuracy: 0.8158
 97/296 [========>.....................] - ETA: 11s - loss: 0.3956 - accuracy: 0.8131
 98/296 [========>.....................] - ETA: 11s - loss: 0.3950 - accuracy: 0.8138
 99/296 [=========>....................] - ETA: 11s - loss: 0.3936 - accuracy: 0.8144
100/296 [=========>....................] - ETA: 11s - loss: 0.3930 - accuracy: 0.8150
101/296 [=========>....................] - ETA: 11s - loss: 0.3946 - accuracy: 0.8150
102/296 [=========>....................] - ETA: 11s - loss: 0.3942 - accuracy: 0.8150
103/296 [=========>....................] - ETA: 11s - loss: 0.3927 - accuracy: 0.8161
104/296 [=========>....................] - ETA: 10s - loss: 0.3945 - accuracy: 0.8155
105/296 [=========>....................] - ETA: 10s - loss: 0.3938 - accuracy: 0.8155
106/296 [=========>....................] - ETA: 10s - loss: 0.3935 - accuracy: 0.8149
107/296 [=========>....................] - ETA: 10s - loss: 0.3944 - accuracy: 0.8143
108/296 [=========>....................] - ETA: 10s - loss: 0.3942 - accuracy: 0.8148
109/296 [==========>...................] - ETA: 10s - loss: 0.3934 - accuracy: 0.8159
110/296 [==========>...................] - ETA: 10s - loss: 0.3920 - accuracy: 0.8170
111/296 [==========>...................] - ETA: 10s - loss: 0.3917 - accuracy: 0.8170
112/296 [==========>...................] - ETA: 10s - loss: 0.3893 - accuracy: 0.8186
113/296 [==========>...................] - ETA: 10s - loss: 0.3896 - accuracy: 0.8186
114/296 [==========>...................] - ETA: 10s - loss: 0.3908 - accuracy: 0.8174
115/296 [==========>...................] - ETA: 10s - loss: 0.3902 - accuracy: 0.8179
116/296 [==========>...................] - ETA: 10s - loss: 0.3901 - accuracy: 0.8179
117/296 [==========>...................] - ETA: 10s - loss: 0.3893 - accuracy: 0.8173
118/296 [==========>...................] - ETA: 10s - loss: 0.3889 - accuracy: 0.8167
119/296 [===========>..................] - ETA: 10s - loss: 0.3892 - accuracy: 0.8167
120/296 [===========>..................] - ETA: 10s - loss: 0.3883 - accuracy: 0.8177
121/296 [===========>..................] - ETA: 10s - loss: 0.3899 - accuracy: 0.8166
122/296 [===========>..................] - ETA: 9s - loss: 0.3891 - accuracy: 0.8166 
123/296 [===========>..................] - ETA: 9s - loss: 0.3886 - accuracy: 0.8166
124/296 [===========>..................] - ETA: 9s - loss: 0.3921 - accuracy: 0.8140
125/296 [===========>..................] - ETA: 9s - loss: 0.3919 - accuracy: 0.8145
126/296 [===========>..................] - ETA: 9s - loss: 0.3929 - accuracy: 0.8135
127/296 [===========>..................] - ETA: 9s - loss: 0.3911 - accuracy: 0.8145
128/296 [===========>..................] - ETA: 9s - loss: 0.3910 - accuracy: 0.8145
129/296 [============>.................] - ETA: 9s - loss: 0.3904 - accuracy: 0.8149
130/296 [============>.................] - ETA: 9s - loss: 0.3892 - accuracy: 0.8159
131/296 [============>.................] - ETA: 9s - loss: 0.3891 - accuracy: 0.8163
132/296 [============>.................] - ETA: 9s - loss: 0.3884 - accuracy: 0.8168
133/296 [============>.................] - ETA: 9s - loss: 0.3891 - accuracy: 0.8167
134/296 [============>.................] - ETA: 9s - loss: 0.3907 - accuracy: 0.8167
135/296 [============>.................] - ETA: 9s - loss: 0.3916 - accuracy: 0.8167
136/296 [============>.................] - ETA: 9s - loss: 0.3912 - accuracy: 0.8171
137/296 [============>.................] - ETA: 9s - loss: 0.3906 - accuracy: 0.8171
138/296 [============>.................] - ETA: 9s - loss: 0.3910 - accuracy: 0.8161
139/296 [=============>................] - ETA: 9s - loss: 0.3909 - accuracy: 0.8161
140/296 [=============>................] - ETA: 9s - loss: 0.3897 - accuracy: 0.8170
141/296 [=============>................] - ETA: 8s - loss: 0.3905 - accuracy: 0.8165
142/296 [=============>................] - ETA: 8s - loss: 0.3891 - accuracy: 0.8173
143/296 [=============>................] - ETA: 8s - loss: 0.3880 - accuracy: 0.8173
144/296 [=============>................] - ETA: 8s - loss: 0.3869 - accuracy: 0.8177
145/296 [=============>................] - ETA: 8s - loss: 0.3867 - accuracy: 0.8172
146/296 [=============>................] - ETA: 8s - loss: 0.3859 - accuracy: 0.8181
147/296 [=============>................] - ETA: 8s - loss: 0.3856 - accuracy: 0.8180
148/296 [==============>...............] - ETA: 8s - loss: 0.3845 - accuracy: 0.8184
149/296 [==============>...............] - ETA: 8s - loss: 0.3842 - accuracy: 0.8184
150/296 [==============>...............] - ETA: 8s - loss: 0.3853 - accuracy: 0.8183
151/296 [==============>...............] - ETA: 8s - loss: 0.3864 - accuracy: 0.8183
152/296 [==============>...............] - ETA: 8s - loss: 0.3855 - accuracy: 0.8191
153/296 [==============>...............] - ETA: 8s - loss: 0.3848 - accuracy: 0.8199
154/296 [==============>...............] - ETA: 8s - loss: 0.3848 - accuracy: 0.8198
155/296 [==============>...............] - ETA: 8s - loss: 0.3856 - accuracy: 0.8194
156/296 [==============>...............] - ETA: 8s - loss: 0.3854 - accuracy: 0.8193
157/296 [==============>...............] - ETA: 8s - loss: 0.3838 - accuracy: 0.8201
158/296 [===============>..............] - ETA: 7s - loss: 0.3832 - accuracy: 0.8204
159/296 [===============>..............] - ETA: 7s - loss: 0.3835 - accuracy: 0.8208
160/296 [===============>..............] - ETA: 7s - loss: 0.3831 - accuracy: 0.8211
161/296 [===============>..............] - ETA: 7s - loss: 0.3842 - accuracy: 0.8199
162/296 [===============>..............] - ETA: 7s - loss: 0.3833 - accuracy: 0.8206
163/296 [===============>..............] - ETA: 7s - loss: 0.3829 - accuracy: 0.8209
164/296 [===============>..............] - ETA: 7s - loss: 0.3821 - accuracy: 0.8209
165/296 [===============>..............] - ETA: 7s - loss: 0.3809 - accuracy: 0.8212
166/296 [===============>..............] - ETA: 7s - loss: 0.3806 - accuracy: 0.8212
167/296 [===============>..............] - ETA: 7s - loss: 0.3811 - accuracy: 0.8207
168/296 [================>.............] - ETA: 7s - loss: 0.3814 - accuracy: 0.8199
169/296 [================>.............] - ETA: 7s - loss: 0.3810 - accuracy: 0.8192
170/296 [================>.............] - ETA: 7s - loss: 0.3821 - accuracy: 0.8184
171/296 [================>.............] - ETA: 7s - loss: 0.3816 - accuracy: 0.8187
172/296 [================>.............] - ETA: 7s - loss: 0.3813 - accuracy: 0.8183
173/296 [================>.............] - ETA: 7s - loss: 0.3836 - accuracy: 0.8168
174/296 [================>.............] - ETA: 7s - loss: 0.3821 - accuracy: 0.8179
175/296 [================>.............] - ETA: 6s - loss: 0.3826 - accuracy: 0.8182
176/296 [================>.............] - ETA: 6s - loss: 0.3849 - accuracy: 0.8182
177/296 [================>.............] - ETA: 6s - loss: 0.3837 - accuracy: 0.8189
178/296 [=================>............] - ETA: 6s - loss: 0.3838 - accuracy: 0.8188
179/296 [=================>............] - ETA: 6s - loss: 0.3837 - accuracy: 0.8181
180/296 [=================>............] - ETA: 6s - loss: 0.3846 - accuracy: 0.8181
181/296 [=================>............] - ETA: 6s - loss: 0.3840 - accuracy: 0.8187
182/296 [=================>............] - ETA: 6s - loss: 0.3833 - accuracy: 0.8190
183/296 [=================>............] - ETA: 6s - loss: 0.3833 - accuracy: 0.8186
184/296 [=================>............] - ETA: 6s - loss: 0.3839 - accuracy: 0.8183
185/296 [=================>............] - ETA: 6s - loss: 0.3839 - accuracy: 0.8179
186/296 [=================>............] - ETA: 6s - loss: 0.3839 - accuracy: 0.8182
187/296 [=================>............] - ETA: 6s - loss: 0.3852 - accuracy: 0.8172
188/296 [==================>...........] - ETA: 6s - loss: 0.3856 - accuracy: 0.8162
189/296 [==================>...........] - ETA: 6s - loss: 0.3865 - accuracy: 0.8161
190/296 [==================>...........] - ETA: 6s - loss: 0.3866 - accuracy: 0.8161
191/296 [==================>...........] - ETA: 6s - loss: 0.3866 - accuracy: 0.8161
192/296 [==================>...........] - ETA: 5s - loss: 0.3869 - accuracy: 0.8161
193/296 [==================>...........] - ETA: 5s - loss: 0.3870 - accuracy: 0.8157
194/296 [==================>...........] - ETA: 5s - loss: 0.3872 - accuracy: 0.8160
195/296 [==================>...........] - ETA: 5s - loss: 0.3873 - accuracy: 0.8160
196/296 [==================>...........] - ETA: 5s - loss: 0.3871 - accuracy: 0.8160
197/296 [==================>...........] - ETA: 5s - loss: 0.3875 - accuracy: 0.8157
198/296 [===================>..........] - ETA: 5s - loss: 0.3877 - accuracy: 0.8160
199/296 [===================>..........] - ETA: 5s - loss: 0.3878 - accuracy: 0.8163
200/296 [===================>..........] - ETA: 5s - loss: 0.3880 - accuracy: 0.8163
201/296 [===================>..........] - ETA: 5s - loss: 0.3879 - accuracy: 0.8159
202/296 [===================>..........] - ETA: 5s - loss: 0.3872 - accuracy: 0.8165
203/296 [===================>..........] - ETA: 5s - loss: 0.3873 - accuracy: 0.8162
204/296 [===================>..........] - ETA: 5s - loss: 0.3882 - accuracy: 0.8165
205/296 [===================>..........] - ETA: 5s - loss: 0.3887 - accuracy: 0.8162
206/296 [===================>..........] - ETA: 5s - loss: 0.3896 - accuracy: 0.8158
207/296 [===================>..........] - ETA: 5s - loss: 0.3897 - accuracy: 0.8158
208/296 [====================>.........] - ETA: 5s - loss: 0.3889 - accuracy: 0.8164
209/296 [====================>.........] - ETA: 5s - loss: 0.3886 - accuracy: 0.8170
210/296 [====================>.........] - ETA: 4s - loss: 0.3884 - accuracy: 0.8173
211/296 [====================>.........] - ETA: 4s - loss: 0.3876 - accuracy: 0.8178
212/296 [====================>.........] - ETA: 4s - loss: 0.3882 - accuracy: 0.8169
213/296 [====================>.........] - ETA: 4s - loss: 0.3871 - accuracy: 0.8178
214/296 [====================>.........] - ETA: 4s - loss: 0.3866 - accuracy: 0.8183
215/296 [====================>.........] - ETA: 4s - loss: 0.3860 - accuracy: 0.8186
216/296 [====================>.........] - ETA: 4s - loss: 0.3859 - accuracy: 0.8186
217/296 [====================>.........] - ETA: 4s - loss: 0.3863 - accuracy: 0.8180
218/296 [=====================>........] - ETA: 4s - loss: 0.3873 - accuracy: 0.8174
219/296 [=====================>........] - ETA: 4s - loss: 0.3873 - accuracy: 0.8176
220/296 [=====================>........] - ETA: 4s - loss: 0.3883 - accuracy: 0.8168
221/296 [=====================>........] - ETA: 4s - loss: 0.3890 - accuracy: 0.8165
222/296 [=====================>........] - ETA: 4s - loss: 0.3915 - accuracy: 0.8153
223/296 [=====================>........] - ETA: 4s - loss: 0.3911 - accuracy: 0.8159
224/296 [=====================>........] - ETA: 4s - loss: 0.3914 - accuracy: 0.8161
225/296 [=====================>........] - ETA: 4s - loss: 0.3913 - accuracy: 0.8164
226/296 [=====================>........] - ETA: 4s - loss: 0.3918 - accuracy: 0.8158
227/296 [======================>.......] - ETA: 3s - loss: 0.3920 - accuracy: 0.8158
228/296 [======================>.......] - ETA: 3s - loss: 0.3917 - accuracy: 0.8163
229/296 [======================>.......] - ETA: 3s - loss: 0.3927 - accuracy: 0.8155
230/296 [======================>.......] - ETA: 3s - loss: 0.3928 - accuracy: 0.8158
231/296 [======================>.......] - ETA: 3s - loss: 0.3929 - accuracy: 0.8157
232/296 [======================>.......] - ETA: 3s - loss: 0.3921 - accuracy: 0.8160
233/296 [======================>.......] - ETA: 3s - loss: 0.3917 - accuracy: 0.8163
234/296 [======================>.......] - ETA: 3s - loss: 0.3925 - accuracy: 0.8162
235/296 [======================>.......] - ETA: 3s - loss: 0.3917 - accuracy: 0.8168
236/296 [======================>.......] - ETA: 3s - loss: 0.3918 - accuracy: 0.8165
237/296 [=======================>......] - ETA: 3s - loss: 0.3937 - accuracy: 0.8162
238/296 [=======================>......] - ETA: 3s - loss: 0.3935 - accuracy: 0.8162
239/296 [=======================>......] - ETA: 3s - loss: 0.3946 - accuracy: 0.8159
240/296 [=======================>......] - ETA: 3s - loss: 0.3941 - accuracy: 0.8164
241/296 [=======================>......] - ETA: 3s - loss: 0.3948 - accuracy: 0.8159
242/296 [=======================>......] - ETA: 3s - loss: 0.3958 - accuracy: 0.8151
243/296 [=======================>......] - ETA: 3s - loss: 0.3957 - accuracy: 0.8151
244/296 [=======================>......] - ETA: 2s - loss: 0.3954 - accuracy: 0.8156
245/296 [=======================>......] - ETA: 2s - loss: 0.3952 - accuracy: 0.8158
246/296 [=======================>......] - ETA: 2s - loss: 0.3953 - accuracy: 0.8158
247/296 [========================>.....] - ETA: 2s - loss: 0.3949 - accuracy: 0.8160
248/296 [========================>.....] - ETA: 2s - loss: 0.3946 - accuracy: 0.8165
249/296 [========================>.....] - ETA: 2s - loss: 0.3956 - accuracy: 0.8155
250/296 [========================>.....] - ETA: 2s - loss: 0.3960 - accuracy: 0.8152
251/296 [========================>.....] - ETA: 2s - loss: 0.3959 - accuracy: 0.8157
252/296 [========================>.....] - ETA: 2s - loss: 0.3959 - accuracy: 0.8160
253/296 [========================>.....] - ETA: 2s - loss: 0.3955 - accuracy: 0.8162
254/296 [========================>.....] - ETA: 2s - loss: 0.3956 - accuracy: 0.8164
255/296 [========================>.....] - ETA: 2s - loss: 0.3962 - accuracy: 0.8162
256/296 [========================>.....] - ETA: 2s - loss: 0.3964 - accuracy: 0.8159
257/296 [=========================>....] - ETA: 2s - loss: 0.3967 - accuracy: 0.8154
258/296 [=========================>....] - ETA: 2s - loss: 0.3966 - accuracy: 0.8154
259/296 [=========================>....] - ETA: 2s - loss: 0.3964 - accuracy: 0.8159
260/296 [=========================>....] - ETA: 2s - loss: 0.3967 - accuracy: 0.8156
261/296 [=========================>....] - ETA: 2s - loss: 0.3969 - accuracy: 0.8154
262/296 [=========================>....] - ETA: 1s - loss: 0.3964 - accuracy: 0.8158
263/296 [=========================>....] - ETA: 1s - loss: 0.3969 - accuracy: 0.8156
264/296 [=========================>....] - ETA: 1s - loss: 0.3967 - accuracy: 0.8156
265/296 [=========================>....] - ETA: 1s - loss: 0.3962 - accuracy: 0.8158
266/296 [=========================>....] - ETA: 1s - loss: 0.3956 - accuracy: 0.8165
267/296 [==========================>...] - ETA: 1s - loss: 0.3957 - accuracy: 0.8165
268/296 [==========================>...] - ETA: 1s - loss: 0.3968 - accuracy: 0.8162
269/296 [==========================>...] - ETA: 1s - loss: 0.3978 - accuracy: 0.8155
270/296 [==========================>...] - ETA: 1s - loss: 0.3983 - accuracy: 0.8155
271/296 [==========================>...] - ETA: 1s - loss: 0.4005 - accuracy: 0.8148
272/296 [==========================>...] - ETA: 1s - loss: 0.4004 - accuracy: 0.8148
273/296 [==========================>...] - ETA: 1s - loss: 0.4005 - accuracy: 0.8146
274/296 [==========================>...] - ETA: 1s - loss: 0.4001 - accuracy: 0.8148
275/296 [==========================>...] - ETA: 1s - loss: 0.4004 - accuracy: 0.8145
276/296 [==========================>...] - ETA: 1s - loss: 0.4003 - accuracy: 0.8148
277/296 [===========================>..] - ETA: 1s - loss: 0.4002 - accuracy: 0.8150
278/296 [===========================>..] - ETA: 1s - loss: 0.4004 - accuracy: 0.8150
279/296 [===========================>..] - ETA: 0s - loss: 0.4005 - accuracy: 0.8147
280/296 [===========================>..] - ETA: 0s - loss: 0.4009 - accuracy: 0.8143
281/296 [===========================>..] - ETA: 0s - loss: 0.4013 - accuracy: 0.8138
282/296 [===========================>..] - ETA: 0s - loss: 0.4010 - accuracy: 0.8138
283/296 [===========================>..] - ETA: 0s - loss: 0.4009 - accuracy: 0.8140
284/296 [===========================>..] - ETA: 0s - loss: 0.4002 - accuracy: 0.8145
285/296 [===========================>..] - ETA: 0s - loss: 0.3996 - accuracy: 0.8151
286/296 [===========================>..] - ETA: 0s - loss: 0.3989 - accuracy: 0.8156
287/296 [============================>.] - ETA: 0s - loss: 0.3981 - accuracy: 0.8160
288/296 [============================>.] - ETA: 0s - loss: 0.3983 - accuracy: 0.8160
289/296 [============================>.] - ETA: 0s - loss: 0.3985 - accuracy: 0.8157
290/296 [============================>.] - ETA: 0s - loss: 0.3983 - accuracy: 0.8155
291/296 [============================>.] - ETA: 0s - loss: 0.3985 - accuracy: 0.8153
292/296 [============================>.] - ETA: 0s - loss: 0.3985 - accuracy: 0.8151
293/296 [============================>.] - ETA: 0s - loss: 0.3985 - accuracy: 0.8148
294/296 [============================>.] - ETA: 0s - loss: 0.4005 - accuracy: 0.8144
295/296 [============================>.] - ETA: 0s - loss: 0.4000 - accuracy: 0.8146
296/296 [==============================] - 17s 57ms/step - loss: 0.3999 - accuracy: 0.8146

296/296 [==============================] - 18s 62ms/step - loss: 0.3999 - accuracy: 0.8146 - val_loss: 0.3959 - val_accuracy: 0.8186
Epoch 11/50

  1/296 [..............................] - ETA: 16s - loss: 0.5219 - accuracy: 0.6875
  2/296 [..............................] - ETA: 17s - loss: 0.4999 - accuracy: 0.7188
  3/296 [..............................] - ETA: 16s - loss: 0.5460 - accuracy: 0.6875
  4/296 [..............................] - ETA: 16s - loss: 0.5611 - accuracy: 0.6719
  5/296 [..............................] - ETA: 16s - loss: 0.5242 - accuracy: 0.7125
  6/296 [..............................] - ETA: 16s - loss: 0.5034 - accuracy: 0.7292
  7/296 [..............................] - ETA: 16s - loss: 0.4716 - accuracy: 0.7589
  8/296 [..............................] - ETA: 16s - loss: 0.4704 - accuracy: 0.7578
  9/296 [..............................] - ETA: 16s - loss: 0.4600 - accuracy: 0.7708
 10/296 [>.............................] - ETA: 16s - loss: 0.4611 - accuracy: 0.7750
 11/296 [>.............................] - ETA: 16s - loss: 0.4677 - accuracy: 0.7784
 12/296 [>.............................] - ETA: 16s - loss: 0.4617 - accuracy: 0.7812
 13/296 [>.............................] - ETA: 15s - loss: 0.4520 - accuracy: 0.7837
 14/296 [>.............................] - ETA: 15s - loss: 0.4529 - accuracy: 0.7812
 15/296 [>.............................] - ETA: 15s - loss: 0.4457 - accuracy: 0.7833
 16/296 [>.............................] - ETA: 15s - loss: 0.4442 - accuracy: 0.7812
 17/296 [>.............................] - ETA: 15s - loss: 0.4502 - accuracy: 0.7757
 18/296 [>.............................] - ETA: 15s - loss: 0.4480 - accuracy: 0.7743
 19/296 [>.............................] - ETA: 15s - loss: 0.4384 - accuracy: 0.7862
 20/296 [=>............................] - ETA: 15s - loss: 0.4403 - accuracy: 0.7875
 21/296 [=>............................] - ETA: 15s - loss: 0.4443 - accuracy: 0.7887
 22/296 [=>............................] - ETA: 15s - loss: 0.4409 - accuracy: 0.7926
 23/296 [=>............................] - ETA: 15s - loss: 0.4509 - accuracy: 0.7880
 24/296 [=>............................] - ETA: 15s - loss: 0.4474 - accuracy: 0.7865
 25/296 [=>............................] - ETA: 15s - loss: 0.4649 - accuracy: 0.7800
 26/296 [=>............................] - ETA: 15s - loss: 0.4613 - accuracy: 0.7812
 27/296 [=>............................] - ETA: 15s - loss: 0.4600 - accuracy: 0.7870
 28/296 [=>............................] - ETA: 14s - loss: 0.4569 - accuracy: 0.7902
 29/296 [=>............................] - ETA: 14s - loss: 0.4681 - accuracy: 0.7845
 30/296 [==>...........................] - ETA: 14s - loss: 0.4639 - accuracy: 0.7896
 31/296 [==>...........................] - ETA: 14s - loss: 0.4587 - accuracy: 0.7923
 32/296 [==>...........................] - ETA: 14s - loss: 0.4572 - accuracy: 0.7949
 33/296 [==>...........................] - ETA: 14s - loss: 0.4550 - accuracy: 0.7955
 34/296 [==>...........................] - ETA: 14s - loss: 0.4512 - accuracy: 0.7941
 35/296 [==>...........................] - ETA: 14s - loss: 0.4517 - accuracy: 0.7929
 36/296 [==>...........................] - ETA: 14s - loss: 0.4559 - accuracy: 0.7917
 37/296 [==>...........................] - ETA: 14s - loss: 0.4525 - accuracy: 0.7939
 38/296 [==>...........................] - ETA: 14s - loss: 0.4545 - accuracy: 0.7911
 39/296 [==>...........................] - ETA: 14s - loss: 0.4490 - accuracy: 0.7933
 40/296 [===>..........................] - ETA: 14s - loss: 0.4479 - accuracy: 0.7937
 41/296 [===>..........................] - ETA: 14s - loss: 0.4440 - accuracy: 0.7942
 42/296 [===>..........................] - ETA: 14s - loss: 0.4412 - accuracy: 0.7946
 43/296 [===>..........................] - ETA: 14s - loss: 0.4347 - accuracy: 0.7980
 44/296 [===>..........................] - ETA: 14s - loss: 0.4286 - accuracy: 0.7997
 45/296 [===>..........................] - ETA: 14s - loss: 0.4289 - accuracy: 0.7972
 46/296 [===>..........................] - ETA: 13s - loss: 0.4295 - accuracy: 0.7962
 47/296 [===>..........................] - ETA: 13s - loss: 0.4280 - accuracy: 0.7952
 48/296 [===>..........................] - ETA: 13s - loss: 0.4302 - accuracy: 0.7917
 49/296 [===>..........................] - ETA: 13s - loss: 0.4327 - accuracy: 0.7921
 50/296 [====>.........................] - ETA: 13s - loss: 0.4351 - accuracy: 0.7912
 51/296 [====>.........................] - ETA: 13s - loss: 0.4299 - accuracy: 0.7953
 52/296 [====>.........................] - ETA: 13s - loss: 0.4288 - accuracy: 0.7945
 53/296 [====>.........................] - ETA: 13s - loss: 0.4269 - accuracy: 0.7936
 54/296 [====>.........................] - ETA: 13s - loss: 0.4242 - accuracy: 0.7963
 55/296 [====>.........................] - ETA: 13s - loss: 0.4235 - accuracy: 0.7977
 56/296 [====>.........................] - ETA: 13s - loss: 0.4232 - accuracy: 0.7991
 57/296 [====>.........................] - ETA: 13s - loss: 0.4249 - accuracy: 0.7982
 58/296 [====>.........................] - ETA: 13s - loss: 0.4240 - accuracy: 0.7985
 59/296 [====>.........................] - ETA: 13s - loss: 0.4221 - accuracy: 0.8008
 60/296 [=====>........................] - ETA: 13s - loss: 0.4218 - accuracy: 0.8010
 61/296 [=====>........................] - ETA: 13s - loss: 0.4200 - accuracy: 0.8023
 62/296 [=====>........................] - ETA: 13s - loss: 0.4174 - accuracy: 0.8034
 63/296 [=====>........................] - ETA: 13s - loss: 0.4169 - accuracy: 0.8036
 64/296 [=====>........................] - ETA: 13s - loss: 0.4138 - accuracy: 0.8066
 65/296 [=====>........................] - ETA: 13s - loss: 0.4100 - accuracy: 0.8087
 66/296 [=====>........................] - ETA: 12s - loss: 0.4121 - accuracy: 0.8068
 67/296 [=====>........................] - ETA: 12s - loss: 0.4144 - accuracy: 0.8060
 68/296 [=====>........................] - ETA: 12s - loss: 0.4124 - accuracy: 0.8079
 69/296 [=====>........................] - ETA: 12s - loss: 0.4174 - accuracy: 0.8053
 70/296 [======>.......................] - ETA: 12s - loss: 0.4186 - accuracy: 0.8045
 71/296 [======>.......................] - ETA: 12s - loss: 0.4153 - accuracy: 0.8072
 72/296 [======>.......................] - ETA: 12s - loss: 0.4130 - accuracy: 0.8082
 73/296 [======>.......................] - ETA: 12s - loss: 0.4100 - accuracy: 0.8099
 74/296 [======>.......................] - ETA: 12s - loss: 0.4102 - accuracy: 0.8100
 75/296 [======>.......................] - ETA: 12s - loss: 0.4088 - accuracy: 0.8108
 76/296 [======>.......................] - ETA: 12s - loss: 0.4105 - accuracy: 0.8092
 77/296 [======>.......................] - ETA: 12s - loss: 0.4099 - accuracy: 0.8093
 78/296 [======>.......................] - ETA: 12s - loss: 0.4086 - accuracy: 0.8085
 79/296 [=======>......................] - ETA: 12s - loss: 0.4084 - accuracy: 0.8085
 80/296 [=======>......................] - ETA: 12s - loss: 0.4080 - accuracy: 0.8086
 81/296 [=======>......................] - ETA: 12s - loss: 0.4060 - accuracy: 0.8102
 82/296 [=======>......................] - ETA: 12s - loss: 0.4046 - accuracy: 0.8110
 83/296 [=======>......................] - ETA: 12s - loss: 0.4026 - accuracy: 0.8125
 84/296 [=======>......................] - ETA: 11s - loss: 0.4019 - accuracy: 0.8125
 85/296 [=======>......................] - ETA: 11s - loss: 0.4015 - accuracy: 0.8125
 86/296 [=======>......................] - ETA: 11s - loss: 0.4027 - accuracy: 0.8110
 87/296 [=======>......................] - ETA: 11s - loss: 0.4033 - accuracy: 0.8103
 88/296 [=======>......................] - ETA: 11s - loss: 0.4017 - accuracy: 0.8111
 89/296 [========>.....................] - ETA: 11s - loss: 0.4022 - accuracy: 0.8111
 90/296 [========>.....................] - ETA: 11s - loss: 0.4012 - accuracy: 0.8118
 91/296 [========>.....................] - ETA: 11s - loss: 0.4011 - accuracy: 0.8118
 92/296 [========>.....................] - ETA: 11s - loss: 0.3997 - accuracy: 0.8125
 93/296 [========>.....................] - ETA: 11s - loss: 0.3992 - accuracy: 0.8125
 94/296 [========>.....................] - ETA: 11s - loss: 0.3995 - accuracy: 0.8118
 95/296 [========>.....................] - ETA: 11s - loss: 0.3981 - accuracy: 0.8132
 96/296 [========>.....................] - ETA: 11s - loss: 0.3976 - accuracy: 0.8132
 97/296 [========>.....................] - ETA: 11s - loss: 0.3978 - accuracy: 0.8131
 98/296 [========>.....................] - ETA: 11s - loss: 0.3972 - accuracy: 0.8138
 99/296 [=========>....................] - ETA: 11s - loss: 0.3985 - accuracy: 0.8125
100/296 [=========>....................] - ETA: 11s - loss: 0.3970 - accuracy: 0.8131
101/296 [=========>....................] - ETA: 10s - loss: 0.3962 - accuracy: 0.8137
102/296 [=========>....................] - ETA: 10s - loss: 0.3947 - accuracy: 0.8150
103/296 [=========>....................] - ETA: 10s - loss: 0.3990 - accuracy: 0.8143
104/296 [=========>....................] - ETA: 10s - loss: 0.3973 - accuracy: 0.8149
105/296 [=========>....................] - ETA: 10s - loss: 0.3966 - accuracy: 0.8149
106/296 [=========>....................] - ETA: 10s - loss: 0.3968 - accuracy: 0.8154
107/296 [=========>....................] - ETA: 10s - loss: 0.3951 - accuracy: 0.8160
108/296 [=========>....................] - ETA: 10s - loss: 0.3961 - accuracy: 0.8154
109/296 [==========>...................] - ETA: 10s - loss: 0.3979 - accuracy: 0.8142
110/296 [==========>...................] - ETA: 10s - loss: 0.3961 - accuracy: 0.8153
111/296 [==========>...................] - ETA: 10s - loss: 0.3972 - accuracy: 0.8136
112/296 [==========>...................] - ETA: 10s - loss: 0.3977 - accuracy: 0.8142
113/296 [==========>...................] - ETA: 10s - loss: 0.3974 - accuracy: 0.8147
114/296 [==========>...................] - ETA: 10s - loss: 0.3955 - accuracy: 0.8158
115/296 [==========>...................] - ETA: 10s - loss: 0.3950 - accuracy: 0.8163
116/296 [==========>...................] - ETA: 10s - loss: 0.3961 - accuracy: 0.8157
117/296 [==========>...................] - ETA: 10s - loss: 0.3962 - accuracy: 0.8157
118/296 [==========>...................] - ETA: 10s - loss: 0.3970 - accuracy: 0.8157
119/296 [===========>..................] - ETA: 9s - loss: 0.3988 - accuracy: 0.8151 
120/296 [===========>..................] - ETA: 9s - loss: 0.3981 - accuracy: 0.8151
121/296 [===========>..................] - ETA: 9s - loss: 0.3967 - accuracy: 0.8166
122/296 [===========>..................] - ETA: 9s - loss: 0.3971 - accuracy: 0.8166
123/296 [===========>..................] - ETA: 9s - loss: 0.3964 - accuracy: 0.8171
124/296 [===========>..................] - ETA: 9s - loss: 0.3956 - accuracy: 0.8175
125/296 [===========>..................] - ETA: 9s - loss: 0.3946 - accuracy: 0.8180
126/296 [===========>..................] - ETA: 9s - loss: 0.3950 - accuracy: 0.8185
127/296 [===========>..................] - ETA: 9s - loss: 0.3942 - accuracy: 0.8184
128/296 [===========>..................] - ETA: 9s - loss: 0.3946 - accuracy: 0.8193
129/296 [============>.................] - ETA: 9s - loss: 0.3964 - accuracy: 0.8183
130/296 [============>.................] - ETA: 9s - loss: 0.3960 - accuracy: 0.8188
131/296 [============>.................] - ETA: 9s - loss: 0.3967 - accuracy: 0.8182
132/296 [============>.................] - ETA: 9s - loss: 0.3965 - accuracy: 0.8182
133/296 [============>.................] - ETA: 9s - loss: 0.3965 - accuracy: 0.8181
134/296 [============>.................] - ETA: 9s - loss: 0.3961 - accuracy: 0.8181
135/296 [============>.................] - ETA: 9s - loss: 0.3945 - accuracy: 0.8190
136/296 [============>.................] - ETA: 9s - loss: 0.3926 - accuracy: 0.8203
137/296 [============>.................] - ETA: 8s - loss: 0.3943 - accuracy: 0.8184
138/296 [============>.................] - ETA: 8s - loss: 0.3942 - accuracy: 0.8184
139/296 [=============>................] - ETA: 8s - loss: 0.3933 - accuracy: 0.8188
140/296 [=============>................] - ETA: 8s - loss: 0.3930 - accuracy: 0.8192
141/296 [=============>................] - ETA: 8s - loss: 0.3949 - accuracy: 0.8191
142/296 [=============>................] - ETA: 8s - loss: 0.3941 - accuracy: 0.8195
143/296 [=============>................] - ETA: 8s - loss: 0.3935 - accuracy: 0.8204
144/296 [=============>................] - ETA: 8s - loss: 0.3943 - accuracy: 0.8199
145/296 [=============>................] - ETA: 8s - loss: 0.3937 - accuracy: 0.8203
146/296 [=============>................] - ETA: 8s - loss: 0.3924 - accuracy: 0.8211
147/296 [=============>................] - ETA: 8s - loss: 0.3916 - accuracy: 0.8214
148/296 [==============>...............] - ETA: 8s - loss: 0.3906 - accuracy: 0.8218
149/296 [==============>...............] - ETA: 8s - loss: 0.3891 - accuracy: 0.8221
150/296 [==============>...............] - ETA: 8s - loss: 0.3895 - accuracy: 0.8217
151/296 [==============>...............] - ETA: 8s - loss: 0.3885 - accuracy: 0.8220
152/296 [==============>...............] - ETA: 8s - loss: 0.3877 - accuracy: 0.8224
153/296 [==============>...............] - ETA: 8s - loss: 0.3868 - accuracy: 0.8223
154/296 [==============>...............] - ETA: 7s - loss: 0.3866 - accuracy: 0.8222
155/296 [==============>...............] - ETA: 7s - loss: 0.3867 - accuracy: 0.8210
156/296 [==============>...............] - ETA: 7s - loss: 0.3868 - accuracy: 0.8209
157/296 [==============>...............] - ETA: 7s - loss: 0.3863 - accuracy: 0.8217
158/296 [===============>..............] - ETA: 7s - loss: 0.3862 - accuracy: 0.8216
159/296 [===============>..............] - ETA: 7s - loss: 0.3859 - accuracy: 0.8219
160/296 [===============>..............] - ETA: 7s - loss: 0.3856 - accuracy: 0.8223
161/296 [===============>..............] - ETA: 7s - loss: 0.3866 - accuracy: 0.8218
162/296 [===============>..............] - ETA: 7s - loss: 0.3868 - accuracy: 0.8221
163/296 [===============>..............] - ETA: 7s - loss: 0.3855 - accuracy: 0.8229
164/296 [===============>..............] - ETA: 7s - loss: 0.3863 - accuracy: 0.8224
165/296 [===============>..............] - ETA: 7s - loss: 0.3860 - accuracy: 0.8223
166/296 [===============>..............] - ETA: 7s - loss: 0.3848 - accuracy: 0.8230
167/296 [===============>..............] - ETA: 7s - loss: 0.3839 - accuracy: 0.8234
168/296 [================>.............] - ETA: 7s - loss: 0.3855 - accuracy: 0.8218
169/296 [================>.............] - ETA: 7s - loss: 0.3869 - accuracy: 0.8214
170/296 [================>.............] - ETA: 7s - loss: 0.3860 - accuracy: 0.8221
171/296 [================>.............] - ETA: 7s - loss: 0.3865 - accuracy: 0.8224
172/296 [================>.............] - ETA: 6s - loss: 0.3870 - accuracy: 0.8223
173/296 [================>.............] - ETA: 6s - loss: 0.3862 - accuracy: 0.8226
174/296 [================>.............] - ETA: 6s - loss: 0.3859 - accuracy: 0.8226
175/296 [================>.............] - ETA: 6s - loss: 0.3860 - accuracy: 0.8225
176/296 [================>.............] - ETA: 6s - loss: 0.3861 - accuracy: 0.8224
177/296 [================>.............] - ETA: 6s - loss: 0.3855 - accuracy: 0.8227
178/296 [=================>............] - ETA: 6s - loss: 0.3860 - accuracy: 0.8223
179/296 [=================>............] - ETA: 6s - loss: 0.3852 - accuracy: 0.8226
180/296 [=================>............] - ETA: 6s - loss: 0.3859 - accuracy: 0.8226
181/296 [=================>............] - ETA: 6s - loss: 0.3845 - accuracy: 0.8232
182/296 [=================>............] - ETA: 6s - loss: 0.3841 - accuracy: 0.8235
183/296 [=================>............] - ETA: 6s - loss: 0.3857 - accuracy: 0.8231
184/296 [=================>............] - ETA: 6s - loss: 0.3860 - accuracy: 0.8234
185/296 [=================>............] - ETA: 6s - loss: 0.3853 - accuracy: 0.8236
186/296 [=================>............] - ETA: 6s - loss: 0.3862 - accuracy: 0.8236
187/296 [=================>............] - ETA: 6s - loss: 0.3857 - accuracy: 0.8235
188/296 [==================>...........] - ETA: 6s - loss: 0.3850 - accuracy: 0.8245
189/296 [==================>...........] - ETA: 6s - loss: 0.3849 - accuracy: 0.8244
190/296 [==================>...........] - ETA: 5s - loss: 0.3870 - accuracy: 0.8230
191/296 [==================>...........] - ETA: 5s - loss: 0.3862 - accuracy: 0.8233
192/296 [==================>...........] - ETA: 5s - loss: 0.3863 - accuracy: 0.8229
193/296 [==================>...........] - ETA: 5s - loss: 0.3864 - accuracy: 0.8232
194/296 [==================>...........] - ETA: 5s - loss: 0.3869 - accuracy: 0.8228
195/296 [==================>...........] - ETA: 5s - loss: 0.3872 - accuracy: 0.8224
196/296 [==================>...........] - ETA: 5s - loss: 0.3873 - accuracy: 0.8221
197/296 [==================>...........] - ETA: 5s - loss: 0.3878 - accuracy: 0.8211
198/296 [===================>..........] - ETA: 5s - loss: 0.3873 - accuracy: 0.8217
199/296 [===================>..........] - ETA: 5s - loss: 0.3874 - accuracy: 0.8216
200/296 [===================>..........] - ETA: 5s - loss: 0.3876 - accuracy: 0.8209
201/296 [===================>..........] - ETA: 5s - loss: 0.3873 - accuracy: 0.8209
202/296 [===================>..........] - ETA: 5s - loss: 0.3883 - accuracy: 0.8202
203/296 [===================>..........] - ETA: 5s - loss: 0.3878 - accuracy: 0.8205
204/296 [===================>..........] - ETA: 5s - loss: 0.3876 - accuracy: 0.8211
205/296 [===================>..........] - ETA: 5s - loss: 0.3875 - accuracy: 0.8213
206/296 [===================>..........] - ETA: 5s - loss: 0.3888 - accuracy: 0.8204
207/296 [===================>..........] - ETA: 5s - loss: 0.3885 - accuracy: 0.8210
208/296 [====================>.........] - ETA: 4s - loss: 0.3878 - accuracy: 0.8212
209/296 [====================>.........] - ETA: 4s - loss: 0.3874 - accuracy: 0.8218
210/296 [====================>.........] - ETA: 4s - loss: 0.3875 - accuracy: 0.8214
211/296 [====================>.........] - ETA: 4s - loss: 0.3871 - accuracy: 0.8214
212/296 [====================>.........] - ETA: 4s - loss: 0.3883 - accuracy: 0.8210
213/296 [====================>.........] - ETA: 4s - loss: 0.3886 - accuracy: 0.8207
214/296 [====================>.........] - ETA: 4s - loss: 0.3879 - accuracy: 0.8210
215/296 [====================>.........] - ETA: 4s - loss: 0.3875 - accuracy: 0.8212
216/296 [====================>.........] - ETA: 4s - loss: 0.3865 - accuracy: 0.8215
217/296 [====================>.........] - ETA: 4s - loss: 0.3864 - accuracy: 0.8217
218/296 [=====================>........] - ETA: 4s - loss: 0.3861 - accuracy: 0.8222
219/296 [=====================>........] - ETA: 4s - loss: 0.3860 - accuracy: 0.8222
220/296 [=====================>........] - ETA: 4s - loss: 0.3856 - accuracy: 0.8224
221/296 [=====================>........] - ETA: 4s - loss: 0.3854 - accuracy: 0.8224
222/296 [=====================>........] - ETA: 4s - loss: 0.3850 - accuracy: 0.8226
223/296 [=====================>........] - ETA: 4s - loss: 0.3871 - accuracy: 0.8209
224/296 [=====================>........] - ETA: 4s - loss: 0.3870 - accuracy: 0.8206
225/296 [=====================>........] - ETA: 3s - loss: 0.3873 - accuracy: 0.8200
226/296 [=====================>........] - ETA: 3s - loss: 0.3883 - accuracy: 0.8197
227/296 [======================>.......] - ETA: 3s - loss: 0.3880 - accuracy: 0.8199
228/296 [======================>.......] - ETA: 3s - loss: 0.3875 - accuracy: 0.8202
229/296 [======================>.......] - ETA: 3s - loss: 0.3871 - accuracy: 0.8201
230/296 [======================>.......] - ETA: 3s - loss: 0.3871 - accuracy: 0.8201
231/296 [======================>.......] - ETA: 3s - loss: 0.3875 - accuracy: 0.8201
232/296 [======================>.......] - ETA: 3s - loss: 0.3872 - accuracy: 0.8203
233/296 [======================>.......] - ETA: 3s - loss: 0.3870 - accuracy: 0.8200
234/296 [======================>.......] - ETA: 3s - loss: 0.3875 - accuracy: 0.8194
235/296 [======================>.......] - ETA: 3s - loss: 0.3876 - accuracy: 0.8191
236/296 [======================>.......] - ETA: 3s - loss: 0.3876 - accuracy: 0.8189
237/296 [=======================>......] - ETA: 3s - loss: 0.3877 - accuracy: 0.8186
238/296 [=======================>......] - ETA: 3s - loss: 0.3878 - accuracy: 0.8185
239/296 [=======================>......] - ETA: 3s - loss: 0.3872 - accuracy: 0.8188
240/296 [=======================>......] - ETA: 3s - loss: 0.3868 - accuracy: 0.8188
241/296 [=======================>......] - ETA: 3s - loss: 0.3861 - accuracy: 0.8192
242/296 [=======================>......] - ETA: 3s - loss: 0.3858 - accuracy: 0.8192
243/296 [=======================>......] - ETA: 2s - loss: 0.3856 - accuracy: 0.8192
244/296 [=======================>......] - ETA: 2s - loss: 0.3861 - accuracy: 0.8186
245/296 [=======================>......] - ETA: 2s - loss: 0.3854 - accuracy: 0.8191
246/296 [=======================>......] - ETA: 2s - loss: 0.3843 - accuracy: 0.8196
247/296 [========================>.....] - ETA: 2s - loss: 0.3838 - accuracy: 0.8198
248/296 [========================>.....] - ETA: 2s - loss: 0.3848 - accuracy: 0.8191
249/296 [========================>.....] - ETA: 2s - loss: 0.3845 - accuracy: 0.8193
250/296 [========================>.....] - ETA: 2s - loss: 0.3846 - accuracy: 0.8190
251/296 [========================>.....] - ETA: 2s - loss: 0.3840 - accuracy: 0.8192
252/296 [========================>.....] - ETA: 2s - loss: 0.3840 - accuracy: 0.8192
253/296 [========================>.....] - ETA: 2s - loss: 0.3845 - accuracy: 0.8184
254/296 [========================>.....] - ETA: 2s - loss: 0.3854 - accuracy: 0.8177
255/296 [========================>.....] - ETA: 2s - loss: 0.3854 - accuracy: 0.8176
256/296 [========================>.....] - ETA: 2s - loss: 0.3853 - accuracy: 0.8179
257/296 [=========================>....] - ETA: 2s - loss: 0.3854 - accuracy: 0.8183
258/296 [=========================>....] - ETA: 2s - loss: 0.3852 - accuracy: 0.8183
259/296 [=========================>....] - ETA: 2s - loss: 0.3855 - accuracy: 0.8181
260/296 [=========================>....] - ETA: 2s - loss: 0.3849 - accuracy: 0.8185
261/296 [=========================>....] - ETA: 1s - loss: 0.3850 - accuracy: 0.8185
262/296 [=========================>....] - ETA: 1s - loss: 0.3849 - accuracy: 0.8185
263/296 [=========================>....] - ETA: 1s - loss: 0.3851 - accuracy: 0.8182
264/296 [=========================>....] - ETA: 1s - loss: 0.3844 - accuracy: 0.8187
265/296 [=========================>....] - ETA: 1s - loss: 0.3841 - accuracy: 0.8186
266/296 [=========================>....] - ETA: 1s - loss: 0.3848 - accuracy: 0.8184
267/296 [==========================>...] - ETA: 1s - loss: 0.3840 - accuracy: 0.8188
268/296 [==========================>...] - ETA: 1s - loss: 0.3843 - accuracy: 0.8188
269/296 [==========================>...] - ETA: 1s - loss: 0.3851 - accuracy: 0.8185
270/296 [==========================>...] - ETA: 1s - loss: 0.3844 - accuracy: 0.8190
271/296 [==========================>...] - ETA: 1s - loss: 0.3846 - accuracy: 0.8187
272/296 [==========================>...] - ETA: 1s - loss: 0.3841 - accuracy: 0.8192
273/296 [==========================>...] - ETA: 1s - loss: 0.3840 - accuracy: 0.8191
274/296 [==========================>...] - ETA: 1s - loss: 0.3840 - accuracy: 0.8189
275/296 [==========================>...] - ETA: 1s - loss: 0.3848 - accuracy: 0.8184
276/296 [==========================>...] - ETA: 1s - loss: 0.3853 - accuracy: 0.8182
277/296 [===========================>..] - ETA: 1s - loss: 0.3853 - accuracy: 0.8179
278/296 [===========================>..] - ETA: 1s - loss: 0.3848 - accuracy: 0.8181
279/296 [===========================>..] - ETA: 0s - loss: 0.3864 - accuracy: 0.8172
280/296 [===========================>..] - ETA: 0s - loss: 0.3864 - accuracy: 0.8172
281/296 [===========================>..] - ETA: 0s - loss: 0.3873 - accuracy: 0.8163
282/296 [===========================>..] - ETA: 0s - loss: 0.3874 - accuracy: 0.8158
283/296 [===========================>..] - ETA: 0s - loss: 0.3876 - accuracy: 0.8158
284/296 [===========================>..] - ETA: 0s - loss: 0.3878 - accuracy: 0.8156
285/296 [===========================>..] - ETA: 0s - loss: 0.3891 - accuracy: 0.8149
286/296 [===========================>..] - ETA: 0s - loss: 0.3900 - accuracy: 0.8149
287/296 [============================>.] - ETA: 0s - loss: 0.3901 - accuracy: 0.8147
288/296 [============================>.] - ETA: 0s - loss: 0.3900 - accuracy: 0.8147
289/296 [============================>.] - ETA: 0s - loss: 0.3894 - accuracy: 0.8149
290/296 [============================>.] - ETA: 0s - loss: 0.3896 - accuracy: 0.8147
291/296 [============================>.] - ETA: 0s - loss: 0.3893 - accuracy: 0.8146
292/296 [============================>.] - ETA: 0s - loss: 0.3889 - accuracy: 0.8144
293/296 [============================>.] - ETA: 0s - loss: 0.3897 - accuracy: 0.8140
294/296 [============================>.] - ETA: 0s - loss: 0.3893 - accuracy: 0.8142
295/296 [============================>.] - ETA: 0s - loss: 0.3896 - accuracy: 0.8136
296/296 [==============================] - 17s 56ms/step - loss: 0.3901 - accuracy: 0.8134

296/296 [==============================] - 18s 60ms/step - loss: 0.3901 - accuracy: 0.8134 - val_loss: 0.4005 - val_accuracy: 0.7939
Epoch 12/50

  1/296 [..............................] - ETA: 16s - loss: 0.3608 - accuracy: 0.7500
  2/296 [..............................] - ETA: 17s - loss: 0.2952 - accuracy: 0.7812
  3/296 [..............................] - ETA: 17s - loss: 0.3576 - accuracy: 0.7917
  4/296 [..............................] - ETA: 16s - loss: 0.3584 - accuracy: 0.7969
  5/296 [..............................] - ETA: 16s - loss: 0.3679 - accuracy: 0.8125
  6/296 [..............................] - ETA: 16s - loss: 0.3755 - accuracy: 0.8021
  7/296 [..............................] - ETA: 16s - loss: 0.4058 - accuracy: 0.7946
  8/296 [..............................] - ETA: 16s - loss: 0.3948 - accuracy: 0.8047
  9/296 [..............................] - ETA: 16s - loss: 0.3939 - accuracy: 0.8056
 10/296 [>.............................] - ETA: 16s - loss: 0.4196 - accuracy: 0.7812
 11/296 [>.............................] - ETA: 16s - loss: 0.4201 - accuracy: 0.7898
 12/296 [>.............................] - ETA: 16s - loss: 0.4103 - accuracy: 0.8073
 13/296 [>.............................] - ETA: 16s - loss: 0.4095 - accuracy: 0.8077
 14/296 [>.............................] - ETA: 15s - loss: 0.4193 - accuracy: 0.7991
 15/296 [>.............................] - ETA: 15s - loss: 0.4192 - accuracy: 0.8083
 16/296 [>.............................] - ETA: 15s - loss: 0.4047 - accuracy: 0.8125
 17/296 [>.............................] - ETA: 15s - loss: 0.4213 - accuracy: 0.7941
 18/296 [>.............................] - ETA: 15s - loss: 0.4260 - accuracy: 0.7847
 19/296 [>.............................] - ETA: 15s - loss: 0.4233 - accuracy: 0.7829
 20/296 [=>............................] - ETA: 15s - loss: 0.4314 - accuracy: 0.7750
 21/296 [=>............................] - ETA: 15s - loss: 0.4273 - accuracy: 0.7798
 22/296 [=>............................] - ETA: 15s - loss: 0.4302 - accuracy: 0.7727
 23/296 [=>............................] - ETA: 15s - loss: 0.4464 - accuracy: 0.7609
 24/296 [=>............................] - ETA: 15s - loss: 0.4409 - accuracy: 0.7656
 25/296 [=>............................] - ETA: 15s - loss: 0.4396 - accuracy: 0.7725
 26/296 [=>............................] - ETA: 15s - loss: 0.4388 - accuracy: 0.7764
 27/296 [=>............................] - ETA: 15s - loss: 0.4400 - accuracy: 0.7731
 28/296 [=>............................] - ETA: 15s - loss: 0.4418 - accuracy: 0.7723
 29/296 [=>............................] - ETA: 14s - loss: 0.4434 - accuracy: 0.7759
 30/296 [==>...........................] - ETA: 14s - loss: 0.4428 - accuracy: 0.7771
 31/296 [==>...........................] - ETA: 14s - loss: 0.4470 - accuracy: 0.7702
 32/296 [==>...........................] - ETA: 14s - loss: 0.4447 - accuracy: 0.7734
 33/296 [==>...........................] - ETA: 14s - loss: 0.4502 - accuracy: 0.7746
 34/296 [==>...........................] - ETA: 14s - loss: 0.4567 - accuracy: 0.7702
 35/296 [==>...........................] - ETA: 14s - loss: 0.4543 - accuracy: 0.7750
 36/296 [==>...........................] - ETA: 14s - loss: 0.4489 - accuracy: 0.7778
 37/296 [==>...........................] - ETA: 14s - loss: 0.4503 - accuracy: 0.7787
 38/296 [==>...........................] - ETA: 14s - loss: 0.4451 - accuracy: 0.7812
 39/296 [==>...........................] - ETA: 14s - loss: 0.4441 - accuracy: 0.7821
 40/296 [===>..........................] - ETA: 14s - loss: 0.4452 - accuracy: 0.7812
 41/296 [===>..........................] - ETA: 14s - loss: 0.4400 - accuracy: 0.7851
 42/296 [===>..........................] - ETA: 14s - loss: 0.4442 - accuracy: 0.7812
 43/296 [===>..........................] - ETA: 14s - loss: 0.4406 - accuracy: 0.7820
 44/296 [===>..........................] - ETA: 14s - loss: 0.4392 - accuracy: 0.7827
 45/296 [===>..........................] - ETA: 14s - loss: 0.4389 - accuracy: 0.7833
 46/296 [===>..........................] - ETA: 14s - loss: 0.4335 - accuracy: 0.7867
 47/296 [===>..........................] - ETA: 14s - loss: 0.4285 - accuracy: 0.7886
 48/296 [===>..........................] - ETA: 14s - loss: 0.4265 - accuracy: 0.7891
 49/296 [===>..........................] - ETA: 13s - loss: 0.4230 - accuracy: 0.7908
 50/296 [====>.........................] - ETA: 13s - loss: 0.4222 - accuracy: 0.7912
 51/296 [====>.........................] - ETA: 13s - loss: 0.4272 - accuracy: 0.7892
 52/296 [====>.........................] - ETA: 13s - loss: 0.4236 - accuracy: 0.7897
 53/296 [====>.........................] - ETA: 13s - loss: 0.4200 - accuracy: 0.7925
 54/296 [====>.........................] - ETA: 13s - loss: 0.4208 - accuracy: 0.7905
 55/296 [====>.........................] - ETA: 13s - loss: 0.4166 - accuracy: 0.7920
 56/296 [====>.........................] - ETA: 13s - loss: 0.4145 - accuracy: 0.7935
 57/296 [====>.........................] - ETA: 13s - loss: 0.4184 - accuracy: 0.7884
 58/296 [====>.........................] - ETA: 13s - loss: 0.4205 - accuracy: 0.7866
 59/296 [====>.........................] - ETA: 13s - loss: 0.4213 - accuracy: 0.7871
 60/296 [=====>........................] - ETA: 13s - loss: 0.4211 - accuracy: 0.7865
 61/296 [=====>........................] - ETA: 13s - loss: 0.4222 - accuracy: 0.7879
 62/296 [=====>........................] - ETA: 13s - loss: 0.4215 - accuracy: 0.7873
 63/296 [=====>........................] - ETA: 13s - loss: 0.4195 - accuracy: 0.7877
 64/296 [=====>........................] - ETA: 13s - loss: 0.4195 - accuracy: 0.7900
 65/296 [=====>........................] - ETA: 13s - loss: 0.4178 - accuracy: 0.7904
 66/296 [=====>........................] - ETA: 13s - loss: 0.4196 - accuracy: 0.7898
 67/296 [=====>........................] - ETA: 13s - loss: 0.4212 - accuracy: 0.7892
 68/296 [=====>........................] - ETA: 12s - loss: 0.4250 - accuracy: 0.7904
 69/296 [=====>........................] - ETA: 12s - loss: 0.4255 - accuracy: 0.7908
 70/296 [======>.......................] - ETA: 12s - loss: 0.4251 - accuracy: 0.7920
 71/296 [======>.......................] - ETA: 12s - loss: 0.4235 - accuracy: 0.7931
 72/296 [======>.......................] - ETA: 12s - loss: 0.4232 - accuracy: 0.7925
 73/296 [======>.......................] - ETA: 12s - loss: 0.4252 - accuracy: 0.7902
 74/296 [======>.......................] - ETA: 12s - loss: 0.4233 - accuracy: 0.7914
 75/296 [======>.......................] - ETA: 12s - loss: 0.4210 - accuracy: 0.7933
 76/296 [======>.......................] - ETA: 12s - loss: 0.4197 - accuracy: 0.7936
 77/296 [======>.......................] - ETA: 12s - loss: 0.4182 - accuracy: 0.7938
 78/296 [======>.......................] - ETA: 12s - loss: 0.4204 - accuracy: 0.7925
 79/296 [=======>......................] - ETA: 12s - loss: 0.4186 - accuracy: 0.7935
 80/296 [=======>......................] - ETA: 12s - loss: 0.4154 - accuracy: 0.7961
 81/296 [=======>......................] - ETA: 12s - loss: 0.4190 - accuracy: 0.7963
 82/296 [=======>......................] - ETA: 12s - loss: 0.4215 - accuracy: 0.7957
 83/296 [=======>......................] - ETA: 12s - loss: 0.4223 - accuracy: 0.7959
 84/296 [=======>......................] - ETA: 12s - loss: 0.4194 - accuracy: 0.7976
 85/296 [=======>......................] - ETA: 11s - loss: 0.4202 - accuracy: 0.7978
 86/296 [=======>......................] - ETA: 11s - loss: 0.4222 - accuracy: 0.7972
 87/296 [=======>......................] - ETA: 11s - loss: 0.4222 - accuracy: 0.7960
 88/296 [=======>......................] - ETA: 11s - loss: 0.4216 - accuracy: 0.7962
 89/296 [========>.....................] - ETA: 11s - loss: 0.4211 - accuracy: 0.7956
 90/296 [========>.....................] - ETA: 11s - loss: 0.4228 - accuracy: 0.7931
 91/296 [========>.....................] - ETA: 11s - loss: 0.4238 - accuracy: 0.7933
 92/296 [========>.....................] - ETA: 11s - loss: 0.4240 - accuracy: 0.7942
 93/296 [========>.....................] - ETA: 11s - loss: 0.4226 - accuracy: 0.7944
 94/296 [========>.....................] - ETA: 11s - loss: 0.4219 - accuracy: 0.7952
 95/296 [========>.....................] - ETA: 11s - loss: 0.4219 - accuracy: 0.7954
 96/296 [========>.....................] - ETA: 11s - loss: 0.4236 - accuracy: 0.7943
 97/296 [========>.....................] - ETA: 11s - loss: 0.4231 - accuracy: 0.7951
 98/296 [========>.....................] - ETA: 11s - loss: 0.4225 - accuracy: 0.7959
 99/296 [=========>....................] - ETA: 11s - loss: 0.4238 - accuracy: 0.7948
100/296 [=========>....................] - ETA: 11s - loss: 0.4259 - accuracy: 0.7944
101/296 [=========>....................] - ETA: 11s - loss: 0.4271 - accuracy: 0.7939
102/296 [=========>....................] - ETA: 11s - loss: 0.4289 - accuracy: 0.7923
103/296 [=========>....................] - ETA: 11s - loss: 0.4280 - accuracy: 0.7937
104/296 [=========>....................] - ETA: 10s - loss: 0.4269 - accuracy: 0.7951
105/296 [=========>....................] - ETA: 10s - loss: 0.4260 - accuracy: 0.7958
106/296 [=========>....................] - ETA: 10s - loss: 0.4261 - accuracy: 0.7960
107/296 [=========>....................] - ETA: 10s - loss: 0.4285 - accuracy: 0.7944
108/296 [=========>....................] - ETA: 10s - loss: 0.4293 - accuracy: 0.7934
109/296 [==========>...................] - ETA: 10s - loss: 0.4273 - accuracy: 0.7942
110/296 [==========>...................] - ETA: 10s - loss: 0.4272 - accuracy: 0.7932
111/296 [==========>...................] - ETA: 10s - loss: 0.4254 - accuracy: 0.7945
112/296 [==========>...................] - ETA: 10s - loss: 0.4262 - accuracy: 0.7946
113/296 [==========>...................] - ETA: 10s - loss: 0.4254 - accuracy: 0.7954
114/296 [==========>...................] - ETA: 10s - loss: 0.4243 - accuracy: 0.7966
115/296 [==========>...................] - ETA: 10s - loss: 0.4250 - accuracy: 0.7967
116/296 [==========>...................] - ETA: 10s - loss: 0.4268 - accuracy: 0.7942
117/296 [==========>...................] - ETA: 10s - loss: 0.4268 - accuracy: 0.7949
118/296 [==========>...................] - ETA: 10s - loss: 0.4267 - accuracy: 0.7950
119/296 [===========>..................] - ETA: 10s - loss: 0.4265 - accuracy: 0.7946
120/296 [===========>..................] - ETA: 10s - loss: 0.4265 - accuracy: 0.7948
121/296 [===========>..................] - ETA: 10s - loss: 0.4249 - accuracy: 0.7965
122/296 [===========>..................] - ETA: 10s - loss: 0.4254 - accuracy: 0.7961
123/296 [===========>..................] - ETA: 9s - loss: 0.4301 - accuracy: 0.7947 
124/296 [===========>..................] - ETA: 9s - loss: 0.4302 - accuracy: 0.7944
125/296 [===========>..................] - ETA: 9s - loss: 0.4290 - accuracy: 0.7950
126/296 [===========>..................] - ETA: 9s - loss: 0.4288 - accuracy: 0.7951
127/296 [===========>..................] - ETA: 9s - loss: 0.4285 - accuracy: 0.7953
128/296 [===========>..................] - ETA: 9s - loss: 0.4283 - accuracy: 0.7954
129/296 [============>.................] - ETA: 9s - loss: 0.4278 - accuracy: 0.7955
130/296 [============>.................] - ETA: 9s - loss: 0.4273 - accuracy: 0.7966
131/296 [============>.................] - ETA: 9s - loss: 0.4266 - accuracy: 0.7972
132/296 [============>.................] - ETA: 9s - loss: 0.4267 - accuracy: 0.7973
133/296 [============>.................] - ETA: 9s - loss: 0.4262 - accuracy: 0.7975
134/296 [============>.................] - ETA: 9s - loss: 0.4251 - accuracy: 0.7980
135/296 [============>.................] - ETA: 9s - loss: 0.4237 - accuracy: 0.7986
136/296 [============>.................] - ETA: 9s - loss: 0.4228 - accuracy: 0.7992
137/296 [============>.................] - ETA: 9s - loss: 0.4229 - accuracy: 0.7993
138/296 [============>.................] - ETA: 9s - loss: 0.4234 - accuracy: 0.7994
139/296 [=============>................] - ETA: 9s - loss: 0.4221 - accuracy: 0.8004
140/296 [=============>................] - ETA: 8s - loss: 0.4203 - accuracy: 0.8009
141/296 [=============>................] - ETA: 8s - loss: 0.4210 - accuracy: 0.8001
142/296 [=============>................] - ETA: 8s - loss: 0.4223 - accuracy: 0.7989
143/296 [=============>................] - ETA: 8s - loss: 0.4239 - accuracy: 0.7981
144/296 [=============>................] - ETA: 8s - loss: 0.4235 - accuracy: 0.7982
145/296 [=============>................] - ETA: 8s - loss: 0.4248 - accuracy: 0.7970
146/296 [=============>................] - ETA: 8s - loss: 0.4242 - accuracy: 0.7967
147/296 [=============>................] - ETA: 8s - loss: 0.4233 - accuracy: 0.7972
148/296 [==============>...............] - ETA: 8s - loss: 0.4227 - accuracy: 0.7977
149/296 [==============>...............] - ETA: 8s - loss: 0.4220 - accuracy: 0.7978
150/296 [==============>...............] - ETA: 8s - loss: 0.4218 - accuracy: 0.7983
151/296 [==============>...............] - ETA: 8s - loss: 0.4222 - accuracy: 0.7980
152/296 [==============>...............] - ETA: 8s - loss: 0.4219 - accuracy: 0.7981
153/296 [==============>...............] - ETA: 8s - loss: 0.4221 - accuracy: 0.7978
154/296 [==============>...............] - ETA: 8s - loss: 0.4231 - accuracy: 0.7975
155/296 [==============>...............] - ETA: 8s - loss: 0.4222 - accuracy: 0.7980
156/296 [==============>...............] - ETA: 8s - loss: 0.4220 - accuracy: 0.7977
157/296 [==============>...............] - ETA: 8s - loss: 0.4211 - accuracy: 0.7978
158/296 [===============>..............] - ETA: 7s - loss: 0.4202 - accuracy: 0.7991
159/296 [===============>..............] - ETA: 7s - loss: 0.4203 - accuracy: 0.7991
160/296 [===============>..............] - ETA: 7s - loss: 0.4211 - accuracy: 0.7996
161/296 [===============>..............] - ETA: 7s - loss: 0.4209 - accuracy: 0.8005
162/296 [===============>..............] - ETA: 7s - loss: 0.4194 - accuracy: 0.8013
163/296 [===============>..............] - ETA: 7s - loss: 0.4188 - accuracy: 0.8018
164/296 [===============>..............] - ETA: 7s - loss: 0.4182 - accuracy: 0.8022
165/296 [===============>..............] - ETA: 7s - loss: 0.4168 - accuracy: 0.8034
166/296 [===============>..............] - ETA: 7s - loss: 0.4158 - accuracy: 0.8042
167/296 [===============>..............] - ETA: 7s - loss: 0.4166 - accuracy: 0.8046
168/296 [================>.............] - ETA: 7s - loss: 0.4155 - accuracy: 0.8051
169/296 [================>.............] - ETA: 7s - loss: 0.4141 - accuracy: 0.8058
170/296 [================>.............] - ETA: 7s - loss: 0.4122 - accuracy: 0.8066
171/296 [================>.............] - ETA: 7s - loss: 0.4111 - accuracy: 0.8074
172/296 [================>.............] - ETA: 7s - loss: 0.4099 - accuracy: 0.8081
173/296 [================>.............] - ETA: 7s - loss: 0.4080 - accuracy: 0.8092
174/296 [================>.............] - ETA: 7s - loss: 0.4068 - accuracy: 0.8096
175/296 [================>.............] - ETA: 7s - loss: 0.4083 - accuracy: 0.8096
176/296 [================>.............] - ETA: 6s - loss: 0.4070 - accuracy: 0.8104
177/296 [================>.............] - ETA: 6s - loss: 0.4065 - accuracy: 0.8104
178/296 [=================>............] - ETA: 6s - loss: 0.4052 - accuracy: 0.8107
179/296 [=================>............] - ETA: 6s - loss: 0.4052 - accuracy: 0.8108
180/296 [=================>............] - ETA: 6s - loss: 0.4036 - accuracy: 0.8115
181/296 [=================>............] - ETA: 6s - loss: 0.4025 - accuracy: 0.8122
182/296 [=================>............] - ETA: 6s - loss: 0.4041 - accuracy: 0.8115
183/296 [=================>............] - ETA: 6s - loss: 0.4040 - accuracy: 0.8115
184/296 [=================>............] - ETA: 6s - loss: 0.4043 - accuracy: 0.8115
185/296 [=================>............] - ETA: 6s - loss: 0.4039 - accuracy: 0.8118
186/296 [=================>............] - ETA: 6s - loss: 0.4035 - accuracy: 0.8118
187/296 [=================>............] - ETA: 6s - loss: 0.4038 - accuracy: 0.8115
188/296 [==================>...........] - ETA: 6s - loss: 0.4046 - accuracy: 0.8112
189/296 [==================>...........] - ETA: 6s - loss: 0.4039 - accuracy: 0.8115
190/296 [==================>...........] - ETA: 6s - loss: 0.4041 - accuracy: 0.8115
191/296 [==================>...........] - ETA: 6s - loss: 0.4052 - accuracy: 0.8105
192/296 [==================>...........] - ETA: 6s - loss: 0.4052 - accuracy: 0.8105
193/296 [==================>...........] - ETA: 5s - loss: 0.4044 - accuracy: 0.8112
194/296 [==================>...........] - ETA: 5s - loss: 0.4043 - accuracy: 0.8112
195/296 [==================>...........] - ETA: 5s - loss: 0.4046 - accuracy: 0.8112
196/296 [==================>...........] - ETA: 5s - loss: 0.4048 - accuracy: 0.8119
197/296 [==================>...........] - ETA: 5s - loss: 0.4041 - accuracy: 0.8125
198/296 [===================>..........] - ETA: 5s - loss: 0.4036 - accuracy: 0.8128
199/296 [===================>..........] - ETA: 5s - loss: 0.4032 - accuracy: 0.8131
200/296 [===================>..........] - ETA: 5s - loss: 0.4023 - accuracy: 0.8134
201/296 [===================>..........] - ETA: 5s - loss: 0.4016 - accuracy: 0.8134
202/296 [===================>..........] - ETA: 5s - loss: 0.4016 - accuracy: 0.8134
203/296 [===================>..........] - ETA: 5s - loss: 0.4012 - accuracy: 0.8134
204/296 [===================>..........] - ETA: 5s - loss: 0.4017 - accuracy: 0.8131
205/296 [===================>..........] - ETA: 5s - loss: 0.4019 - accuracy: 0.8131
206/296 [===================>..........] - ETA: 5s - loss: 0.4032 - accuracy: 0.8128
207/296 [===================>..........] - ETA: 5s - loss: 0.4033 - accuracy: 0.8125
208/296 [====================>.........] - ETA: 5s - loss: 0.4032 - accuracy: 0.8125
209/296 [====================>.........] - ETA: 5s - loss: 0.4029 - accuracy: 0.8125
210/296 [====================>.........] - ETA: 4s - loss: 0.4024 - accuracy: 0.8128
211/296 [====================>.........] - ETA: 4s - loss: 0.4019 - accuracy: 0.8128
212/296 [====================>.........] - ETA: 4s - loss: 0.4015 - accuracy: 0.8134
213/296 [====================>.........] - ETA: 4s - loss: 0.4014 - accuracy: 0.8134
214/296 [====================>.........] - ETA: 4s - loss: 0.4021 - accuracy: 0.8128
215/296 [====================>.........] - ETA: 4s - loss: 0.4014 - accuracy: 0.8134
216/296 [====================>.........] - ETA: 4s - loss: 0.4020 - accuracy: 0.8131
217/296 [====================>.........] - ETA: 4s - loss: 0.4010 - accuracy: 0.8137
218/296 [=====================>........] - ETA: 4s - loss: 0.4004 - accuracy: 0.8136
219/296 [=====================>........] - ETA: 4s - loss: 0.4005 - accuracy: 0.8134
220/296 [=====================>........] - ETA: 4s - loss: 0.3997 - accuracy: 0.8136
221/296 [=====================>........] - ETA: 4s - loss: 0.3990 - accuracy: 0.8142
222/296 [=====================>........] - ETA: 4s - loss: 0.3982 - accuracy: 0.8145
223/296 [=====================>........] - ETA: 4s - loss: 0.3976 - accuracy: 0.8147
224/296 [=====================>........] - ETA: 4s - loss: 0.3969 - accuracy: 0.8150
225/296 [=====================>........] - ETA: 4s - loss: 0.3972 - accuracy: 0.8153
226/296 [=====================>........] - ETA: 4s - loss: 0.3972 - accuracy: 0.8153
227/296 [======================>.......] - ETA: 4s - loss: 0.3973 - accuracy: 0.8153
228/296 [======================>.......] - ETA: 3s - loss: 0.3969 - accuracy: 0.8152
229/296 [======================>.......] - ETA: 3s - loss: 0.3966 - accuracy: 0.8147
230/296 [======================>.......] - ETA: 3s - loss: 0.3965 - accuracy: 0.8149
231/296 [======================>.......] - ETA: 3s - loss: 0.3975 - accuracy: 0.8136
232/296 [======================>.......] - ETA: 3s - loss: 0.3978 - accuracy: 0.8133
233/296 [======================>.......] - ETA: 3s - loss: 0.3977 - accuracy: 0.8136
234/296 [======================>.......] - ETA: 3s - loss: 0.3988 - accuracy: 0.8136
235/296 [======================>.......] - ETA: 3s - loss: 0.3983 - accuracy: 0.8138
236/296 [======================>.......] - ETA: 3s - loss: 0.3992 - accuracy: 0.8136
237/296 [=======================>......] - ETA: 3s - loss: 0.3995 - accuracy: 0.8136
238/296 [=======================>......] - ETA: 3s - loss: 0.3994 - accuracy: 0.8138
239/296 [=======================>......] - ETA: 3s - loss: 0.3988 - accuracy: 0.8143
240/296 [=======================>......] - ETA: 3s - loss: 0.3986 - accuracy: 0.8143
241/296 [=======================>......] - ETA: 3s - loss: 0.3981 - accuracy: 0.8148
242/296 [=======================>......] - ETA: 3s - loss: 0.3985 - accuracy: 0.8140
243/296 [=======================>......] - ETA: 3s - loss: 0.3983 - accuracy: 0.8146
244/296 [=======================>......] - ETA: 3s - loss: 0.3988 - accuracy: 0.8140
245/296 [=======================>......] - ETA: 2s - loss: 0.3982 - accuracy: 0.8143
246/296 [=======================>......] - ETA: 2s - loss: 0.3980 - accuracy: 0.8140
247/296 [========================>.....] - ETA: 2s - loss: 0.3973 - accuracy: 0.8143
248/296 [========================>.....] - ETA: 2s - loss: 0.3972 - accuracy: 0.8143
249/296 [========================>.....] - ETA: 2s - loss: 0.3972 - accuracy: 0.8140
250/296 [========================>.....] - ETA: 2s - loss: 0.3970 - accuracy: 0.8135
251/296 [========================>.....] - ETA: 2s - loss: 0.3983 - accuracy: 0.8127
252/296 [========================>.....] - ETA: 2s - loss: 0.3982 - accuracy: 0.8127
253/296 [========================>.....] - ETA: 2s - loss: 0.3986 - accuracy: 0.8123
254/296 [========================>.....] - ETA: 2s - loss: 0.3980 - accuracy: 0.8125
255/296 [========================>.....] - ETA: 2s - loss: 0.3981 - accuracy: 0.8123
256/296 [========================>.....] - ETA: 2s - loss: 0.3979 - accuracy: 0.8120
257/296 [=========================>....] - ETA: 2s - loss: 0.3982 - accuracy: 0.8113
258/296 [=========================>....] - ETA: 2s - loss: 0.3979 - accuracy: 0.8115
259/296 [=========================>....] - ETA: 2s - loss: 0.3978 - accuracy: 0.8115
260/296 [=========================>....] - ETA: 2s - loss: 0.3972 - accuracy: 0.8118
261/296 [=========================>....] - ETA: 2s - loss: 0.3971 - accuracy: 0.8118
262/296 [=========================>....] - ETA: 1s - loss: 0.3966 - accuracy: 0.8123
263/296 [=========================>....] - ETA: 1s - loss: 0.3959 - accuracy: 0.8127
264/296 [=========================>....] - ETA: 1s - loss: 0.3951 - accuracy: 0.8130
265/296 [=========================>....] - ETA: 1s - loss: 0.3948 - accuracy: 0.8130
266/296 [=========================>....] - ETA: 1s - loss: 0.3946 - accuracy: 0.8130
267/296 [==========================>...] - ETA: 1s - loss: 0.3942 - accuracy: 0.8132
268/296 [==========================>...] - ETA: 1s - loss: 0.3931 - accuracy: 0.8139
269/296 [==========================>...] - ETA: 1s - loss: 0.3934 - accuracy: 0.8137
270/296 [==========================>...] - ETA: 1s - loss: 0.3947 - accuracy: 0.8137
271/296 [==========================>...] - ETA: 1s - loss: 0.3949 - accuracy: 0.8141
272/296 [==========================>...] - ETA: 1s - loss: 0.3955 - accuracy: 0.8139
273/296 [==========================>...] - ETA: 1s - loss: 0.3949 - accuracy: 0.8143
274/296 [==========================>...] - ETA: 1s - loss: 0.3944 - accuracy: 0.8148
275/296 [==========================>...] - ETA: 1s - loss: 0.3946 - accuracy: 0.8148
276/296 [==========================>...] - ETA: 1s - loss: 0.3945 - accuracy: 0.8148
277/296 [===========================>..] - ETA: 1s - loss: 0.3947 - accuracy: 0.8150
278/296 [===========================>..] - ETA: 1s - loss: 0.3944 - accuracy: 0.8154
279/296 [===========================>..] - ETA: 0s - loss: 0.3943 - accuracy: 0.8152
280/296 [===========================>..] - ETA: 0s - loss: 0.3946 - accuracy: 0.8150
281/296 [===========================>..] - ETA: 0s - loss: 0.3948 - accuracy: 0.8149
282/296 [===========================>..] - ETA: 0s - loss: 0.3956 - accuracy: 0.8145
283/296 [===========================>..] - ETA: 0s - loss: 0.3950 - accuracy: 0.8147
284/296 [===========================>..] - ETA: 0s - loss: 0.3947 - accuracy: 0.8149
285/296 [===========================>..] - ETA: 0s - loss: 0.3951 - accuracy: 0.8147
286/296 [===========================>..] - ETA: 0s - loss: 0.3953 - accuracy: 0.8147
287/296 [============================>.] - ETA: 0s - loss: 0.3951 - accuracy: 0.8149
288/296 [============================>.] - ETA: 0s - loss: 0.3956 - accuracy: 0.8140
289/296 [============================>.] - ETA: 0s - loss: 0.3956 - accuracy: 0.8138
290/296 [============================>.] - ETA: 0s - loss: 0.3955 - accuracy: 0.8140
291/296 [============================>.] - ETA: 0s - loss: 0.3953 - accuracy: 0.8142
292/296 [============================>.] - ETA: 0s - loss: 0.3948 - accuracy: 0.8146
293/296 [============================>.] - ETA: 0s - loss: 0.3951 - accuracy: 0.8142
294/296 [============================>.] - ETA: 0s - loss: 0.3948 - accuracy: 0.8142
295/296 [============================>.] - ETA: 0s - loss: 0.3946 - accuracy: 0.8144
296/296 [==============================] - 17s 58ms/step - loss: 0.3943 - accuracy: 0.8146

296/296 [==============================] - 19s 63ms/step - loss: 0.3943 - accuracy: 0.8146 - val_loss: 0.4077 - val_accuracy: 0.7977
Epoch 13/50

  1/296 [..............................] - ETA: 15s - loss: 0.5421 - accuracy: 0.8125
  2/296 [..............................] - ETA: 16s - loss: 0.4781 - accuracy: 0.8125
  3/296 [..............................] - ETA: 16s - loss: 0.4778 - accuracy: 0.7708
  4/296 [..............................] - ETA: 15s - loss: 0.4347 - accuracy: 0.8125
  5/296 [..............................] - ETA: 16s - loss: 0.4749 - accuracy: 0.8000
  6/296 [..............................] - ETA: 15s - loss: 0.4593 - accuracy: 0.8021
  7/296 [..............................] - ETA: 16s - loss: 0.4474 - accuracy: 0.8036
  8/296 [..............................] - ETA: 15s - loss: 0.4686 - accuracy: 0.7891
  9/296 [..............................] - ETA: 15s - loss: 0.4780 - accuracy: 0.7708
 10/296 [>.............................] - ETA: 15s - loss: 0.4623 - accuracy: 0.7875
 11/296 [>.............................] - ETA: 15s - loss: 0.4602 - accuracy: 0.7898
 12/296 [>.............................] - ETA: 15s - loss: 0.4591 - accuracy: 0.7917
 13/296 [>.............................] - ETA: 15s - loss: 0.4458 - accuracy: 0.8029
 14/296 [>.............................] - ETA: 15s - loss: 0.4611 - accuracy: 0.7902
 15/296 [>.............................] - ETA: 15s - loss: 0.4510 - accuracy: 0.7958
 16/296 [>.............................] - ETA: 15s - loss: 0.4379 - accuracy: 0.8086
 17/296 [>.............................] - ETA: 15s - loss: 0.4350 - accuracy: 0.8088
 18/296 [>.............................] - ETA: 15s - loss: 0.4288 - accuracy: 0.8125
 19/296 [>.............................] - ETA: 15s - loss: 0.4178 - accuracy: 0.8158
 20/296 [=>............................] - ETA: 15s - loss: 0.4145 - accuracy: 0.8156
 21/296 [=>............................] - ETA: 15s - loss: 0.4178 - accuracy: 0.8155
 22/296 [=>............................] - ETA: 15s - loss: 0.4281 - accuracy: 0.8125
 23/296 [=>............................] - ETA: 15s - loss: 0.4329 - accuracy: 0.8098
 24/296 [=>............................] - ETA: 15s - loss: 0.4315 - accuracy: 0.8125
 25/296 [=>............................] - ETA: 15s - loss: 0.4350 - accuracy: 0.8100
 26/296 [=>............................] - ETA: 15s - loss: 0.4400 - accuracy: 0.8053
 27/296 [=>............................] - ETA: 15s - loss: 0.4328 - accuracy: 0.8056
 28/296 [=>............................] - ETA: 15s - loss: 0.4263 - accuracy: 0.8080
 29/296 [=>............................] - ETA: 15s - loss: 0.4241 - accuracy: 0.8103
 30/296 [==>...........................] - ETA: 15s - loss: 0.4280 - accuracy: 0.8083
 31/296 [==>...........................] - ETA: 14s - loss: 0.4299 - accuracy: 0.8065
 32/296 [==>...........................] - ETA: 14s - loss: 0.4292 - accuracy: 0.8066
 33/296 [==>...........................] - ETA: 14s - loss: 0.4279 - accuracy: 0.8068
 34/296 [==>...........................] - ETA: 14s - loss: 0.4277 - accuracy: 0.8070
 35/296 [==>...........................] - ETA: 14s - loss: 0.4238 - accuracy: 0.8089
 36/296 [==>...........................] - ETA: 14s - loss: 0.4225 - accuracy: 0.8090
 37/296 [==>...........................] - ETA: 14s - loss: 0.4167 - accuracy: 0.8125
 38/296 [==>...........................] - ETA: 14s - loss: 0.4197 - accuracy: 0.8125
 39/296 [==>...........................] - ETA: 14s - loss: 0.4178 - accuracy: 0.8109
 40/296 [===>..........................] - ETA: 14s - loss: 0.4187 - accuracy: 0.8094
 41/296 [===>..........................] - ETA: 14s - loss: 0.4225 - accuracy: 0.8079
 42/296 [===>..........................] - ETA: 14s - loss: 0.4183 - accuracy: 0.8095
 43/296 [===>..........................] - ETA: 14s - loss: 0.4177 - accuracy: 0.8110
 44/296 [===>..........................] - ETA: 14s - loss: 0.4119 - accuracy: 0.8125
 45/296 [===>..........................] - ETA: 14s - loss: 0.4073 - accuracy: 0.8139
 46/296 [===>..........................] - ETA: 14s - loss: 0.4077 - accuracy: 0.8139
 47/296 [===>..........................] - ETA: 14s - loss: 0.4050 - accuracy: 0.8165
 48/296 [===>..........................] - ETA: 13s - loss: 0.4057 - accuracy: 0.8164
 49/296 [===>..........................] - ETA: 13s - loss: 0.4026 - accuracy: 0.8176
 50/296 [====>.........................] - ETA: 13s - loss: 0.4012 - accuracy: 0.8188
 51/296 [====>.........................] - ETA: 13s - loss: 0.4011 - accuracy: 0.8186
 52/296 [====>.........................] - ETA: 13s - loss: 0.3960 - accuracy: 0.8221
 53/296 [====>.........................] - ETA: 13s - loss: 0.3910 - accuracy: 0.8255
 54/296 [====>.........................] - ETA: 13s - loss: 0.3966 - accuracy: 0.8241
 55/296 [====>.........................] - ETA: 13s - loss: 0.3981 - accuracy: 0.8250
 56/296 [====>.........................] - ETA: 13s - loss: 0.4001 - accuracy: 0.8225
 57/296 [====>.........................] - ETA: 13s - loss: 0.4007 - accuracy: 0.8202
 58/296 [====>.........................] - ETA: 13s - loss: 0.3981 - accuracy: 0.8200
 59/296 [====>.........................] - ETA: 13s - loss: 0.3959 - accuracy: 0.8210
 60/296 [=====>........................] - ETA: 13s - loss: 0.3952 - accuracy: 0.8198
 61/296 [=====>........................] - ETA: 13s - loss: 0.3928 - accuracy: 0.8217
 62/296 [=====>........................] - ETA: 13s - loss: 0.3923 - accuracy: 0.8226
 63/296 [=====>........................] - ETA: 13s - loss: 0.3930 - accuracy: 0.8224
 64/296 [=====>........................] - ETA: 12s - loss: 0.3911 - accuracy: 0.8223
 65/296 [=====>........................] - ETA: 12s - loss: 0.3918 - accuracy: 0.8231
 66/296 [=====>........................] - ETA: 12s - loss: 0.3891 - accuracy: 0.8239
 67/296 [=====>........................] - ETA: 12s - loss: 0.3881 - accuracy: 0.8246
 68/296 [=====>........................] - ETA: 12s - loss: 0.3890 - accuracy: 0.8226
 69/296 [=====>........................] - ETA: 12s - loss: 0.3891 - accuracy: 0.8216
 70/296 [======>.......................] - ETA: 12s - loss: 0.3889 - accuracy: 0.8214
 71/296 [======>.......................] - ETA: 12s - loss: 0.3916 - accuracy: 0.8204
 72/296 [======>.......................] - ETA: 12s - loss: 0.3893 - accuracy: 0.8220
 73/296 [======>.......................] - ETA: 12s - loss: 0.3856 - accuracy: 0.8245
 74/296 [======>.......................] - ETA: 12s - loss: 0.3844 - accuracy: 0.8243
 75/296 [======>.......................] - ETA: 12s - loss: 0.3879 - accuracy: 0.8233
 76/296 [======>.......................] - ETA: 12s - loss: 0.3910 - accuracy: 0.8215
 77/296 [======>.......................] - ETA: 12s - loss: 0.3909 - accuracy: 0.8206
 78/296 [======>.......................] - ETA: 12s - loss: 0.3903 - accuracy: 0.8205
 79/296 [=======>......................] - ETA: 12s - loss: 0.3891 - accuracy: 0.8212
 80/296 [=======>......................] - ETA: 12s - loss: 0.3865 - accuracy: 0.8227
 81/296 [=======>......................] - ETA: 12s - loss: 0.3874 - accuracy: 0.8225
 82/296 [=======>......................] - ETA: 11s - loss: 0.3863 - accuracy: 0.8232
 83/296 [=======>......................] - ETA: 11s - loss: 0.3843 - accuracy: 0.8245
 84/296 [=======>......................] - ETA: 11s - loss: 0.3866 - accuracy: 0.8229
 85/296 [=======>......................] - ETA: 11s - loss: 0.3891 - accuracy: 0.8199
 86/296 [=======>......................] - ETA: 11s - loss: 0.3890 - accuracy: 0.8205
 87/296 [=======>......................] - ETA: 11s - loss: 0.3882 - accuracy: 0.8204
 88/296 [=======>......................] - ETA: 11s - loss: 0.3873 - accuracy: 0.8210
 89/296 [========>.....................] - ETA: 11s - loss: 0.3890 - accuracy: 0.8188
 90/296 [========>.....................] - ETA: 11s - loss: 0.3883 - accuracy: 0.8194
 91/296 [========>.....................] - ETA: 11s - loss: 0.3893 - accuracy: 0.8173
 92/296 [========>.....................] - ETA: 11s - loss: 0.3889 - accuracy: 0.8166
 93/296 [========>.....................] - ETA: 11s - loss: 0.3879 - accuracy: 0.8165
 94/296 [========>.....................] - ETA: 11s - loss: 0.3941 - accuracy: 0.8158
 95/296 [========>.....................] - ETA: 11s - loss: 0.3940 - accuracy: 0.8164
 96/296 [========>.....................] - ETA: 11s - loss: 0.3957 - accuracy: 0.8158
 97/296 [========>.....................] - ETA: 11s - loss: 0.3943 - accuracy: 0.8170
 98/296 [========>.....................] - ETA: 11s - loss: 0.3946 - accuracy: 0.8176
 99/296 [=========>....................] - ETA: 11s - loss: 0.3939 - accuracy: 0.8188
100/296 [=========>....................] - ETA: 10s - loss: 0.3932 - accuracy: 0.8188
101/296 [=========>....................] - ETA: 10s - loss: 0.3929 - accuracy: 0.8187
102/296 [=========>....................] - ETA: 10s - loss: 0.3940 - accuracy: 0.8180
103/296 [=========>....................] - ETA: 10s - loss: 0.3931 - accuracy: 0.8192
104/296 [=========>....................] - ETA: 10s - loss: 0.3934 - accuracy: 0.8197
105/296 [=========>....................] - ETA: 10s - loss: 0.3930 - accuracy: 0.8202
106/296 [=========>....................] - ETA: 10s - loss: 0.3930 - accuracy: 0.8208
107/296 [=========>....................] - ETA: 10s - loss: 0.3940 - accuracy: 0.8207
108/296 [=========>....................] - ETA: 10s - loss: 0.3947 - accuracy: 0.8200
109/296 [==========>...................] - ETA: 10s - loss: 0.3939 - accuracy: 0.8205
110/296 [==========>...................] - ETA: 10s - loss: 0.3922 - accuracy: 0.8216
111/296 [==========>...................] - ETA: 10s - loss: 0.3925 - accuracy: 0.8215
112/296 [==========>...................] - ETA: 10s - loss: 0.3926 - accuracy: 0.8214
113/296 [==========>...................] - ETA: 10s - loss: 0.3916 - accuracy: 0.8225
114/296 [==========>...................] - ETA: 10s - loss: 0.3898 - accuracy: 0.8229
115/296 [==========>...................] - ETA: 10s - loss: 0.3895 - accuracy: 0.8228
116/296 [==========>...................] - ETA: 10s - loss: 0.3885 - accuracy: 0.8233
117/296 [==========>...................] - ETA: 10s - loss: 0.3882 - accuracy: 0.8243
118/296 [==========>...................] - ETA: 9s - loss: 0.3883 - accuracy: 0.8247 
119/296 [===========>..................] - ETA: 9s - loss: 0.3862 - accuracy: 0.8262
120/296 [===========>..................] - ETA: 9s - loss: 0.3847 - accuracy: 0.8276
121/296 [===========>..................] - ETA: 9s - loss: 0.3841 - accuracy: 0.8275
122/296 [===========>..................] - ETA: 9s - loss: 0.3828 - accuracy: 0.8279
123/296 [===========>..................] - ETA: 9s - loss: 0.3816 - accuracy: 0.8288
124/296 [===========>..................] - ETA: 9s - loss: 0.3871 - accuracy: 0.8281
125/296 [===========>..................] - ETA: 9s - loss: 0.3896 - accuracy: 0.8280
126/296 [===========>..................] - ETA: 9s - loss: 0.3914 - accuracy: 0.8269
127/296 [===========>..................] - ETA: 9s - loss: 0.3906 - accuracy: 0.8268
128/296 [===========>..................] - ETA: 9s - loss: 0.3915 - accuracy: 0.8262
129/296 [============>.................] - ETA: 9s - loss: 0.3926 - accuracy: 0.8261
130/296 [============>.................] - ETA: 9s - loss: 0.3931 - accuracy: 0.8255
131/296 [============>.................] - ETA: 9s - loss: 0.3928 - accuracy: 0.8263
132/296 [============>.................] - ETA: 9s - loss: 0.3938 - accuracy: 0.8267
133/296 [============>.................] - ETA: 9s - loss: 0.3949 - accuracy: 0.8252
134/296 [============>.................] - ETA: 9s - loss: 0.3952 - accuracy: 0.8251
135/296 [============>.................] - ETA: 9s - loss: 0.3952 - accuracy: 0.8250
136/296 [============>.................] - ETA: 8s - loss: 0.3966 - accuracy: 0.8244
137/296 [============>.................] - ETA: 8s - loss: 0.3973 - accuracy: 0.8234
138/296 [============>.................] - ETA: 8s - loss: 0.3971 - accuracy: 0.8238
139/296 [=============>................] - ETA: 8s - loss: 0.3985 - accuracy: 0.8228
140/296 [=============>................] - ETA: 8s - loss: 0.3996 - accuracy: 0.8223
141/296 [=============>................] - ETA: 8s - loss: 0.3987 - accuracy: 0.8227
142/296 [=============>................] - ETA: 8s - loss: 0.3978 - accuracy: 0.8239
143/296 [=============>................] - ETA: 8s - loss: 0.3974 - accuracy: 0.8243
144/296 [=============>................] - ETA: 8s - loss: 0.3970 - accuracy: 0.8247
145/296 [=============>................] - ETA: 8s - loss: 0.3981 - accuracy: 0.8233
146/296 [=============>................] - ETA: 8s - loss: 0.3991 - accuracy: 0.8232
147/296 [=============>................] - ETA: 8s - loss: 0.3991 - accuracy: 0.8236
148/296 [==============>...............] - ETA: 8s - loss: 0.3985 - accuracy: 0.8239
149/296 [==============>...............] - ETA: 8s - loss: 0.3979 - accuracy: 0.8242
150/296 [==============>...............] - ETA: 8s - loss: 0.3971 - accuracy: 0.8246
151/296 [==============>...............] - ETA: 8s - loss: 0.3960 - accuracy: 0.8257
152/296 [==============>...............] - ETA: 8s - loss: 0.3983 - accuracy: 0.8244
153/296 [==============>...............] - ETA: 8s - loss: 0.3974 - accuracy: 0.8248
154/296 [==============>...............] - ETA: 7s - loss: 0.3969 - accuracy: 0.8255
155/296 [==============>...............] - ETA: 7s - loss: 0.3978 - accuracy: 0.8246
156/296 [==============>...............] - ETA: 7s - loss: 0.3974 - accuracy: 0.8245
157/296 [==============>...............] - ETA: 7s - loss: 0.3984 - accuracy: 0.8244
158/296 [===============>..............] - ETA: 7s - loss: 0.3977 - accuracy: 0.8248
159/296 [===============>..............] - ETA: 7s - loss: 0.3981 - accuracy: 0.8243
160/296 [===============>..............] - ETA: 7s - loss: 0.3984 - accuracy: 0.8238
161/296 [===============>..............] - ETA: 7s - loss: 0.3984 - accuracy: 0.8241
162/296 [===============>..............] - ETA: 7s - loss: 0.3988 - accuracy: 0.8233
163/296 [===============>..............] - ETA: 7s - loss: 0.3981 - accuracy: 0.8240
164/296 [===============>..............] - ETA: 7s - loss: 0.3983 - accuracy: 0.8236
165/296 [===============>..............] - ETA: 7s - loss: 0.3980 - accuracy: 0.8242
166/296 [===============>..............] - ETA: 7s - loss: 0.3988 - accuracy: 0.8234
167/296 [===============>..............] - ETA: 7s - loss: 0.4001 - accuracy: 0.8230
168/296 [================>.............] - ETA: 7s - loss: 0.3991 - accuracy: 0.8233
169/296 [================>.............] - ETA: 7s - loss: 0.3989 - accuracy: 0.8236
170/296 [================>.............] - ETA: 7s - loss: 0.3985 - accuracy: 0.8235
171/296 [================>.............] - ETA: 7s - loss: 0.3988 - accuracy: 0.8231
172/296 [================>.............] - ETA: 6s - loss: 0.3978 - accuracy: 0.8241
173/296 [================>.............] - ETA: 6s - loss: 0.3975 - accuracy: 0.8241
174/296 [================>.............] - ETA: 6s - loss: 0.3986 - accuracy: 0.8236
175/296 [================>.............] - ETA: 6s - loss: 0.3990 - accuracy: 0.8239
176/296 [================>.............] - ETA: 6s - loss: 0.3978 - accuracy: 0.8246
177/296 [================>.............] - ETA: 6s - loss: 0.3967 - accuracy: 0.8252
178/296 [=================>............] - ETA: 6s - loss: 0.3959 - accuracy: 0.8255
179/296 [=================>............] - ETA: 6s - loss: 0.3948 - accuracy: 0.8261
180/296 [=================>............] - ETA: 6s - loss: 0.3939 - accuracy: 0.8264
181/296 [=================>............] - ETA: 6s - loss: 0.3942 - accuracy: 0.8260
182/296 [=================>............] - ETA: 6s - loss: 0.3943 - accuracy: 0.8252
183/296 [=================>............] - ETA: 6s - loss: 0.3935 - accuracy: 0.8255
184/296 [=================>............] - ETA: 6s - loss: 0.3945 - accuracy: 0.8247
185/296 [=================>............] - ETA: 6s - loss: 0.3945 - accuracy: 0.8243
186/296 [=================>............] - ETA: 6s - loss: 0.3951 - accuracy: 0.8243
187/296 [=================>............] - ETA: 6s - loss: 0.3947 - accuracy: 0.8239
188/296 [==================>...........] - ETA: 6s - loss: 0.3945 - accuracy: 0.8238
189/296 [==================>...........] - ETA: 5s - loss: 0.3939 - accuracy: 0.8241
190/296 [==================>...........] - ETA: 5s - loss: 0.3960 - accuracy: 0.8227
191/296 [==================>...........] - ETA: 5s - loss: 0.3957 - accuracy: 0.8230
192/296 [==================>...........] - ETA: 5s - loss: 0.3954 - accuracy: 0.8232
193/296 [==================>...........] - ETA: 5s - loss: 0.3953 - accuracy: 0.8232
194/296 [==================>...........] - ETA: 5s - loss: 0.3946 - accuracy: 0.8238
195/296 [==================>...........] - ETA: 5s - loss: 0.3946 - accuracy: 0.8234
196/296 [==================>...........] - ETA: 5s - loss: 0.3940 - accuracy: 0.8240
197/296 [==================>...........] - ETA: 5s - loss: 0.3941 - accuracy: 0.8239
198/296 [===================>..........] - ETA: 5s - loss: 0.3941 - accuracy: 0.8242
199/296 [===================>..........] - ETA: 5s - loss: 0.3944 - accuracy: 0.8241
200/296 [===================>..........] - ETA: 5s - loss: 0.3946 - accuracy: 0.8241
201/296 [===================>..........] - ETA: 5s - loss: 0.3945 - accuracy: 0.8243
202/296 [===================>..........] - ETA: 5s - loss: 0.3944 - accuracy: 0.8243
203/296 [===================>..........] - ETA: 5s - loss: 0.3941 - accuracy: 0.8242
204/296 [===================>..........] - ETA: 5s - loss: 0.3944 - accuracy: 0.8238
205/296 [===================>..........] - ETA: 5s - loss: 0.3941 - accuracy: 0.8235
206/296 [===================>..........] - ETA: 5s - loss: 0.3942 - accuracy: 0.8237
207/296 [===================>..........] - ETA: 4s - loss: 0.3942 - accuracy: 0.8237
208/296 [====================>.........] - ETA: 4s - loss: 0.3936 - accuracy: 0.8242
209/296 [====================>.........] - ETA: 4s - loss: 0.3941 - accuracy: 0.8236
210/296 [====================>.........] - ETA: 4s - loss: 0.3945 - accuracy: 0.8232
211/296 [====================>.........] - ETA: 4s - loss: 0.3938 - accuracy: 0.8235
212/296 [====================>.........] - ETA: 4s - loss: 0.3956 - accuracy: 0.8231
213/296 [====================>.........] - ETA: 4s - loss: 0.3952 - accuracy: 0.8231
214/296 [====================>.........] - ETA: 4s - loss: 0.3939 - accuracy: 0.8236
215/296 [====================>.........] - ETA: 4s - loss: 0.3939 - accuracy: 0.8235
216/296 [====================>.........] - ETA: 4s - loss: 0.3936 - accuracy: 0.8238
217/296 [====================>.........] - ETA: 4s - loss: 0.3932 - accuracy: 0.8240
218/296 [=====================>........] - ETA: 4s - loss: 0.3928 - accuracy: 0.8243
219/296 [=====================>........] - ETA: 4s - loss: 0.3929 - accuracy: 0.8239
220/296 [=====================>........] - ETA: 4s - loss: 0.3930 - accuracy: 0.8236
221/296 [=====================>........] - ETA: 4s - loss: 0.3921 - accuracy: 0.8241
222/296 [=====================>........] - ETA: 4s - loss: 0.3924 - accuracy: 0.8240
223/296 [=====================>........] - ETA: 4s - loss: 0.3928 - accuracy: 0.8237
224/296 [=====================>........] - ETA: 4s - loss: 0.3932 - accuracy: 0.8234
225/296 [=====================>........] - ETA: 3s - loss: 0.3947 - accuracy: 0.8219
226/296 [=====================>........] - ETA: 3s - loss: 0.3945 - accuracy: 0.8222
227/296 [======================>.......] - ETA: 3s - loss: 0.3954 - accuracy: 0.8210
228/296 [======================>.......] - ETA: 3s - loss: 0.3949 - accuracy: 0.8213
229/296 [======================>.......] - ETA: 3s - loss: 0.3953 - accuracy: 0.8212
230/296 [======================>.......] - ETA: 3s - loss: 0.3952 - accuracy: 0.8217
231/296 [======================>.......] - ETA: 3s - loss: 0.3955 - accuracy: 0.8217
232/296 [======================>.......] - ETA: 3s - loss: 0.3959 - accuracy: 0.8211
233/296 [======================>.......] - ETA: 3s - loss: 0.3956 - accuracy: 0.8211
234/296 [======================>.......] - ETA: 3s - loss: 0.3951 - accuracy: 0.8216
235/296 [======================>.......] - ETA: 3s - loss: 0.3952 - accuracy: 0.8215
236/296 [======================>.......] - ETA: 3s - loss: 0.3951 - accuracy: 0.8218
237/296 [=======================>......] - ETA: 3s - loss: 0.3949 - accuracy: 0.8220
238/296 [=======================>......] - ETA: 3s - loss: 0.3957 - accuracy: 0.8217
239/296 [=======================>......] - ETA: 3s - loss: 0.3953 - accuracy: 0.8217
240/296 [=======================>......] - ETA: 3s - loss: 0.3952 - accuracy: 0.8221
241/296 [=======================>......] - ETA: 3s - loss: 0.3945 - accuracy: 0.8224
242/296 [=======================>......] - ETA: 3s - loss: 0.3947 - accuracy: 0.8221
243/296 [=======================>......] - ETA: 2s - loss: 0.3937 - accuracy: 0.8223
244/296 [=======================>......] - ETA: 2s - loss: 0.3939 - accuracy: 0.8220
245/296 [=======================>......] - ETA: 2s - loss: 0.3947 - accuracy: 0.8212
246/296 [=======================>......] - ETA: 2s - loss: 0.3955 - accuracy: 0.8206
247/296 [========================>.....] - ETA: 2s - loss: 0.3961 - accuracy: 0.8203
248/296 [========================>.....] - ETA: 2s - loss: 0.3952 - accuracy: 0.8206
249/296 [========================>.....] - ETA: 2s - loss: 0.3946 - accuracy: 0.8205
250/296 [========================>.....] - ETA: 2s - loss: 0.3941 - accuracy: 0.8205
251/296 [========================>.....] - ETA: 2s - loss: 0.3937 - accuracy: 0.8205
252/296 [========================>.....] - ETA: 2s - loss: 0.3935 - accuracy: 0.8202
253/296 [========================>.....] - ETA: 2s - loss: 0.3934 - accuracy: 0.8207
254/296 [========================>.....] - ETA: 2s - loss: 0.3933 - accuracy: 0.8209
255/296 [========================>.....] - ETA: 2s - loss: 0.3935 - accuracy: 0.8208
256/296 [========================>.....] - ETA: 2s - loss: 0.3938 - accuracy: 0.8203
257/296 [=========================>....] - ETA: 2s - loss: 0.3936 - accuracy: 0.8203
258/296 [=========================>....] - ETA: 2s - loss: 0.3939 - accuracy: 0.8198
259/296 [=========================>....] - ETA: 2s - loss: 0.3934 - accuracy: 0.8205
260/296 [=========================>....] - ETA: 2s - loss: 0.3937 - accuracy: 0.8202
261/296 [=========================>....] - ETA: 1s - loss: 0.3928 - accuracy: 0.8209
262/296 [=========================>....] - ETA: 1s - loss: 0.3925 - accuracy: 0.8211
263/296 [=========================>....] - ETA: 1s - loss: 0.3924 - accuracy: 0.8211
264/296 [=========================>....] - ETA: 1s - loss: 0.3931 - accuracy: 0.8205
265/296 [=========================>....] - ETA: 1s - loss: 0.3928 - accuracy: 0.8205
266/296 [=========================>....] - ETA: 1s - loss: 0.3935 - accuracy: 0.8203
267/296 [==========================>...] - ETA: 1s - loss: 0.3951 - accuracy: 0.8195
268/296 [==========================>...] - ETA: 1s - loss: 0.3950 - accuracy: 0.8190
269/296 [==========================>...] - ETA: 1s - loss: 0.3948 - accuracy: 0.8188
270/296 [==========================>...] - ETA: 1s - loss: 0.3951 - accuracy: 0.8183
271/296 [==========================>...] - ETA: 1s - loss: 0.3952 - accuracy: 0.8183
272/296 [==========================>...] - ETA: 1s - loss: 0.3945 - accuracy: 0.8189
273/296 [==========================>...] - ETA: 1s - loss: 0.3948 - accuracy: 0.8187
274/296 [==========================>...] - ETA: 1s - loss: 0.3946 - accuracy: 0.8187
275/296 [==========================>...] - ETA: 1s - loss: 0.3947 - accuracy: 0.8189
276/296 [==========================>...] - ETA: 1s - loss: 0.3958 - accuracy: 0.8179
277/296 [===========================>..] - ETA: 1s - loss: 0.3955 - accuracy: 0.8179
278/296 [===========================>..] - ETA: 1s - loss: 0.3949 - accuracy: 0.8183
279/296 [===========================>..] - ETA: 0s - loss: 0.3948 - accuracy: 0.8183
280/296 [===========================>..] - ETA: 0s - loss: 0.3945 - accuracy: 0.8183
281/296 [===========================>..] - ETA: 0s - loss: 0.3941 - accuracy: 0.8183
282/296 [===========================>..] - ETA: 0s - loss: 0.3949 - accuracy: 0.8180
283/296 [===========================>..] - ETA: 0s - loss: 0.3950 - accuracy: 0.8182
284/296 [===========================>..] - ETA: 0s - loss: 0.3954 - accuracy: 0.8180
285/296 [===========================>..] - ETA: 0s - loss: 0.3956 - accuracy: 0.8182
286/296 [===========================>..] - ETA: 0s - loss: 0.3959 - accuracy: 0.8180
287/296 [============================>.] - ETA: 0s - loss: 0.3963 - accuracy: 0.8179
288/296 [============================>.] - ETA: 0s - loss: 0.3961 - accuracy: 0.8181
289/296 [============================>.] - ETA: 0s - loss: 0.3959 - accuracy: 0.8183
290/296 [============================>.] - ETA: 0s - loss: 0.3952 - accuracy: 0.8190
291/296 [============================>.] - ETA: 0s - loss: 0.3954 - accuracy: 0.8189
292/296 [============================>.] - ETA: 0s - loss: 0.3954 - accuracy: 0.8191
293/296 [============================>.] - ETA: 0s - loss: 0.3949 - accuracy: 0.8193
294/296 [============================>.] - ETA: 0s - loss: 0.3947 - accuracy: 0.8195
295/296 [============================>.] - ETA: 0s - loss: 0.3954 - accuracy: 0.8186
296/296 [==============================] - 17s 57ms/step - loss: 0.3950 - accuracy: 0.8191

296/296 [==============================] - 18s 61ms/step - loss: 0.3950 - accuracy: 0.8191 - val_loss: 0.3861 - val_accuracy: 0.8205
Epoch 14/50

  1/296 [..............................] - ETA: 16s - loss: 0.1519 - accuracy: 0.9375
  2/296 [..............................] - ETA: 17s - loss: 0.3843 - accuracy: 0.8750
  3/296 [..............................] - ETA: 16s - loss: 0.4180 - accuracy: 0.8542
  4/296 [..............................] - ETA: 16s - loss: 0.3941 - accuracy: 0.8594
  5/296 [..............................] - ETA: 16s - loss: 0.3605 - accuracy: 0.8750
  6/296 [..............................] - ETA: 16s - loss: 0.3452 - accuracy: 0.8854
  7/296 [..............................] - ETA: 16s - loss: 0.3373 - accuracy: 0.8839
  8/296 [..............................] - ETA: 16s - loss: 0.3156 - accuracy: 0.8984
  9/296 [..............................] - ETA: 16s - loss: 0.3100 - accuracy: 0.8958
 10/296 [>.............................] - ETA: 16s - loss: 0.3120 - accuracy: 0.8813
 11/296 [>.............................] - ETA: 16s - loss: 0.3323 - accuracy: 0.8693
 12/296 [>.............................] - ETA: 16s - loss: 0.3327 - accuracy: 0.8594
 13/296 [>.............................] - ETA: 15s - loss: 0.3209 - accuracy: 0.8654
 14/296 [>.............................] - ETA: 15s - loss: 0.3214 - accuracy: 0.8616
 15/296 [>.............................] - ETA: 15s - loss: 0.3246 - accuracy: 0.8583
 16/296 [>.............................] - ETA: 15s - loss: 0.3183 - accuracy: 0.8594
 17/296 [>.............................] - ETA: 15s - loss: 0.3442 - accuracy: 0.8493
 18/296 [>.............................] - ETA: 15s - loss: 0.3498 - accuracy: 0.8438
 19/296 [>.............................] - ETA: 15s - loss: 0.3575 - accuracy: 0.8388
 20/296 [=>............................] - ETA: 15s - loss: 0.3557 - accuracy: 0.8375
 21/296 [=>............................] - ETA: 15s - loss: 0.3491 - accuracy: 0.8393
 22/296 [=>............................] - ETA: 15s - loss: 0.3485 - accuracy: 0.8352
 23/296 [=>............................] - ETA: 15s - loss: 0.3509 - accuracy: 0.8315
 24/296 [=>............................] - ETA: 15s - loss: 0.3474 - accuracy: 0.8333
 25/296 [=>............................] - ETA: 15s - loss: 0.3495 - accuracy: 0.8325
 26/296 [=>............................] - ETA: 15s - loss: 0.3417 - accuracy: 0.8365
 27/296 [=>............................] - ETA: 15s - loss: 0.3428 - accuracy: 0.8380
 28/296 [=>............................] - ETA: 15s - loss: 0.3378 - accuracy: 0.8393
 29/296 [=>............................] - ETA: 15s - loss: 0.3380 - accuracy: 0.8384
 30/296 [==>...........................] - ETA: 15s - loss: 0.3369 - accuracy: 0.8375
 31/296 [==>...........................] - ETA: 14s - loss: 0.3352 - accuracy: 0.8387
 32/296 [==>...........................] - ETA: 14s - loss: 0.3318 - accuracy: 0.8418
 33/296 [==>...........................] - ETA: 14s - loss: 0.3322 - accuracy: 0.8409
 34/296 [==>...........................] - ETA: 14s - loss: 0.3408 - accuracy: 0.8382
 35/296 [==>...........................] - ETA: 14s - loss: 0.3433 - accuracy: 0.8357
 36/296 [==>...........................] - ETA: 14s - loss: 0.3479 - accuracy: 0.8351
 37/296 [==>...........................] - ETA: 14s - loss: 0.3608 - accuracy: 0.8294
 38/296 [==>...........................] - ETA: 14s - loss: 0.3580 - accuracy: 0.8289
 39/296 [==>...........................] - ETA: 14s - loss: 0.3626 - accuracy: 0.8237
 40/296 [===>..........................] - ETA: 14s - loss: 0.3636 - accuracy: 0.8250
 41/296 [===>..........................] - ETA: 14s - loss: 0.3607 - accuracy: 0.8277
 42/296 [===>..........................] - ETA: 14s - loss: 0.3620 - accuracy: 0.8259
 43/296 [===>..........................] - ETA: 14s - loss: 0.3654 - accuracy: 0.8256
 44/296 [===>..........................] - ETA: 14s - loss: 0.3637 - accuracy: 0.8295
 45/296 [===>..........................] - ETA: 14s - loss: 0.3602 - accuracy: 0.8333
 46/296 [===>..........................] - ETA: 14s - loss: 0.3673 - accuracy: 0.8302
 47/296 [===>..........................] - ETA: 13s - loss: 0.3650 - accuracy: 0.8311
 48/296 [===>..........................] - ETA: 13s - loss: 0.3697 - accuracy: 0.8268
 49/296 [===>..........................] - ETA: 13s - loss: 0.3684 - accuracy: 0.8278
 50/296 [====>.........................] - ETA: 13s - loss: 0.3658 - accuracy: 0.8288
 51/296 [====>.........................] - ETA: 13s - loss: 0.3658 - accuracy: 0.8297
 52/296 [====>.........................] - ETA: 13s - loss: 0.3686 - accuracy: 0.8245
 53/296 [====>.........................] - ETA: 13s - loss: 0.3676 - accuracy: 0.8267
 54/296 [====>.........................] - ETA: 13s - loss: 0.3665 - accuracy: 0.8264
 55/296 [====>.........................] - ETA: 13s - loss: 0.3695 - accuracy: 0.8250
 56/296 [====>.........................] - ETA: 13s - loss: 0.3655 - accuracy: 0.8281
 57/296 [====>.........................] - ETA: 13s - loss: 0.3645 - accuracy: 0.8300
 58/296 [====>.........................] - ETA: 13s - loss: 0.3653 - accuracy: 0.8297
 59/296 [====>.........................] - ETA: 13s - loss: 0.3676 - accuracy: 0.8263
 60/296 [=====>........................] - ETA: 13s - loss: 0.3695 - accuracy: 0.8240
 61/296 [=====>........................] - ETA: 13s - loss: 0.3669 - accuracy: 0.8268
 62/296 [=====>........................] - ETA: 13s - loss: 0.3644 - accuracy: 0.8296
 63/296 [=====>........................] - ETA: 13s - loss: 0.3626 - accuracy: 0.8313
 64/296 [=====>........................] - ETA: 13s - loss: 0.3655 - accuracy: 0.8301
 65/296 [=====>........................] - ETA: 13s - loss: 0.3646 - accuracy: 0.8308
 66/296 [=====>........................] - ETA: 13s - loss: 0.3624 - accuracy: 0.8333
 67/296 [=====>........................] - ETA: 12s - loss: 0.3663 - accuracy: 0.8312
 68/296 [=====>........................] - ETA: 12s - loss: 0.3700 - accuracy: 0.8300
 69/296 [=====>........................] - ETA: 12s - loss: 0.3705 - accuracy: 0.8306
 70/296 [======>.......................] - ETA: 12s - loss: 0.3721 - accuracy: 0.8295
 71/296 [======>.......................] - ETA: 12s - loss: 0.3756 - accuracy: 0.8292
 72/296 [======>.......................] - ETA: 12s - loss: 0.3737 - accuracy: 0.8299
 73/296 [======>.......................] - ETA: 12s - loss: 0.3743 - accuracy: 0.8296
 74/296 [======>.......................] - ETA: 12s - loss: 0.3735 - accuracy: 0.8294
 75/296 [======>.......................] - ETA: 12s - loss: 0.3739 - accuracy: 0.8283
 76/296 [======>.......................] - ETA: 12s - loss: 0.3731 - accuracy: 0.8281
 77/296 [======>.......................] - ETA: 12s - loss: 0.3709 - accuracy: 0.8295
 78/296 [======>.......................] - ETA: 12s - loss: 0.3741 - accuracy: 0.8277
 79/296 [=======>......................] - ETA: 12s - loss: 0.3721 - accuracy: 0.8291
 80/296 [=======>......................] - ETA: 12s - loss: 0.3724 - accuracy: 0.8289
 81/296 [=======>......................] - ETA: 12s - loss: 0.3727 - accuracy: 0.8279
 82/296 [=======>......................] - ETA: 12s - loss: 0.3738 - accuracy: 0.8277
 83/296 [=======>......................] - ETA: 12s - loss: 0.3747 - accuracy: 0.8268
 84/296 [=======>......................] - ETA: 12s - loss: 0.3768 - accuracy: 0.8251
 85/296 [=======>......................] - ETA: 12s - loss: 0.3780 - accuracy: 0.8235
 86/296 [=======>......................] - ETA: 11s - loss: 0.3791 - accuracy: 0.8227
 87/296 [=======>......................] - ETA: 11s - loss: 0.3772 - accuracy: 0.8233
 88/296 [=======>......................] - ETA: 11s - loss: 0.3754 - accuracy: 0.8246
 89/296 [========>.....................] - ETA: 11s - loss: 0.3751 - accuracy: 0.8258
 90/296 [========>.....................] - ETA: 11s - loss: 0.3738 - accuracy: 0.8264
 91/296 [========>.....................] - ETA: 11s - loss: 0.3756 - accuracy: 0.8262
 92/296 [========>.....................] - ETA: 11s - loss: 0.3769 - accuracy: 0.8268
 93/296 [========>.....................] - ETA: 11s - loss: 0.3802 - accuracy: 0.8239
 94/296 [========>.....................] - ETA: 11s - loss: 0.3803 - accuracy: 0.8231
 95/296 [========>.....................] - ETA: 11s - loss: 0.3801 - accuracy: 0.8237
 96/296 [========>.....................] - ETA: 11s - loss: 0.3786 - accuracy: 0.8242
 97/296 [========>.....................] - ETA: 11s - loss: 0.3780 - accuracy: 0.8247
 98/296 [========>.....................] - ETA: 11s - loss: 0.3791 - accuracy: 0.8240
 99/296 [=========>....................] - ETA: 11s - loss: 0.3794 - accuracy: 0.8232
100/296 [=========>....................] - ETA: 11s - loss: 0.3775 - accuracy: 0.8250
101/296 [=========>....................] - ETA: 11s - loss: 0.3776 - accuracy: 0.8243
102/296 [=========>....................] - ETA: 11s - loss: 0.3761 - accuracy: 0.8248
103/296 [=========>....................] - ETA: 11s - loss: 0.3778 - accuracy: 0.8246
104/296 [=========>....................] - ETA: 11s - loss: 0.3778 - accuracy: 0.8245
105/296 [=========>....................] - ETA: 10s - loss: 0.3780 - accuracy: 0.8244
106/296 [=========>....................] - ETA: 10s - loss: 0.3801 - accuracy: 0.8219
107/296 [=========>....................] - ETA: 10s - loss: 0.3803 - accuracy: 0.8224
108/296 [=========>....................] - ETA: 10s - loss: 0.3814 - accuracy: 0.8212
109/296 [==========>...................] - ETA: 10s - loss: 0.3824 - accuracy: 0.8205
110/296 [==========>...................] - ETA: 10s - loss: 0.3825 - accuracy: 0.8199
111/296 [==========>...................] - ETA: 10s - loss: 0.3826 - accuracy: 0.8198
112/296 [==========>...................] - ETA: 10s - loss: 0.3823 - accuracy: 0.8209
113/296 [==========>...................] - ETA: 10s - loss: 0.3820 - accuracy: 0.8208
114/296 [==========>...................] - ETA: 10s - loss: 0.3810 - accuracy: 0.8218
115/296 [==========>...................] - ETA: 10s - loss: 0.3813 - accuracy: 0.8223
116/296 [==========>...................] - ETA: 10s - loss: 0.3791 - accuracy: 0.8238
117/296 [==========>...................] - ETA: 10s - loss: 0.3782 - accuracy: 0.8243
118/296 [==========>...................] - ETA: 10s - loss: 0.3785 - accuracy: 0.8242
119/296 [===========>..................] - ETA: 10s - loss: 0.3809 - accuracy: 0.8241
120/296 [===========>..................] - ETA: 10s - loss: 0.3812 - accuracy: 0.8234
121/296 [===========>..................] - ETA: 10s - loss: 0.3799 - accuracy: 0.8239
122/296 [===========>..................] - ETA: 9s - loss: 0.3810 - accuracy: 0.8227 
123/296 [===========>..................] - ETA: 9s - loss: 0.3811 - accuracy: 0.8227
124/296 [===========>..................] - ETA: 9s - loss: 0.3797 - accuracy: 0.8236
125/296 [===========>..................] - ETA: 9s - loss: 0.3783 - accuracy: 0.8245
126/296 [===========>..................] - ETA: 9s - loss: 0.3770 - accuracy: 0.8254
127/296 [===========>..................] - ETA: 9s - loss: 0.3762 - accuracy: 0.8258
128/296 [===========>..................] - ETA: 9s - loss: 0.3784 - accuracy: 0.8237
129/296 [============>.................] - ETA: 9s - loss: 0.3779 - accuracy: 0.8236
130/296 [============>.................] - ETA: 9s - loss: 0.3779 - accuracy: 0.8231
131/296 [============>.................] - ETA: 9s - loss: 0.3773 - accuracy: 0.8225
132/296 [============>.................] - ETA: 9s - loss: 0.3777 - accuracy: 0.8224
133/296 [============>.................] - ETA: 9s - loss: 0.3783 - accuracy: 0.8219
134/296 [============>.................] - ETA: 9s - loss: 0.3794 - accuracy: 0.8218
135/296 [============>.................] - ETA: 9s - loss: 0.3789 - accuracy: 0.8222
136/296 [============>.................] - ETA: 9s - loss: 0.3794 - accuracy: 0.8226
137/296 [============>.................] - ETA: 9s - loss: 0.3812 - accuracy: 0.8221
138/296 [============>.................] - ETA: 9s - loss: 0.3844 - accuracy: 0.8202
139/296 [=============>................] - ETA: 9s - loss: 0.3863 - accuracy: 0.8197
140/296 [=============>................] - ETA: 8s - loss: 0.3868 - accuracy: 0.8192
141/296 [=============>................] - ETA: 8s - loss: 0.3875 - accuracy: 0.8196
142/296 [=============>................] - ETA: 8s - loss: 0.3878 - accuracy: 0.8195
143/296 [=============>................] - ETA: 8s - loss: 0.3875 - accuracy: 0.8199
144/296 [=============>................] - ETA: 8s - loss: 0.3886 - accuracy: 0.8199
145/296 [=============>................] - ETA: 8s - loss: 0.3890 - accuracy: 0.8207
146/296 [=============>................] - ETA: 8s - loss: 0.3888 - accuracy: 0.8215
147/296 [=============>................] - ETA: 8s - loss: 0.3911 - accuracy: 0.8197
148/296 [==============>...............] - ETA: 8s - loss: 0.3905 - accuracy: 0.8197
149/296 [==============>...............] - ETA: 8s - loss: 0.3904 - accuracy: 0.8196
150/296 [==============>...............] - ETA: 8s - loss: 0.3902 - accuracy: 0.8200
151/296 [==============>...............] - ETA: 8s - loss: 0.3917 - accuracy: 0.8191
152/296 [==============>...............] - ETA: 8s - loss: 0.3918 - accuracy: 0.8191
153/296 [==============>...............] - ETA: 8s - loss: 0.3924 - accuracy: 0.8186
154/296 [==============>...............] - ETA: 8s - loss: 0.3933 - accuracy: 0.8186
155/296 [==============>...............] - ETA: 8s - loss: 0.3933 - accuracy: 0.8181
156/296 [==============>...............] - ETA: 8s - loss: 0.3934 - accuracy: 0.8177
157/296 [==============>...............] - ETA: 8s - loss: 0.3928 - accuracy: 0.8185
158/296 [===============>..............] - ETA: 7s - loss: 0.3926 - accuracy: 0.8188
159/296 [===============>..............] - ETA: 7s - loss: 0.3925 - accuracy: 0.8188
160/296 [===============>..............] - ETA: 7s - loss: 0.3926 - accuracy: 0.8180
161/296 [===============>..............] - ETA: 7s - loss: 0.3919 - accuracy: 0.8191
162/296 [===============>..............] - ETA: 7s - loss: 0.3913 - accuracy: 0.8194
163/296 [===============>..............] - ETA: 7s - loss: 0.3915 - accuracy: 0.8190
164/296 [===============>..............] - ETA: 7s - loss: 0.3914 - accuracy: 0.8194
165/296 [===============>..............] - ETA: 7s - loss: 0.3910 - accuracy: 0.8197
166/296 [===============>..............] - ETA: 7s - loss: 0.3918 - accuracy: 0.8189
167/296 [===============>..............] - ETA: 7s - loss: 0.3928 - accuracy: 0.8185
168/296 [================>.............] - ETA: 7s - loss: 0.3937 - accuracy: 0.8177
169/296 [================>.............] - ETA: 7s - loss: 0.3964 - accuracy: 0.8166
170/296 [================>.............] - ETA: 7s - loss: 0.3973 - accuracy: 0.8162
171/296 [================>.............] - ETA: 7s - loss: 0.3974 - accuracy: 0.8162
172/296 [================>.............] - ETA: 7s - loss: 0.3971 - accuracy: 0.8161
173/296 [================>.............] - ETA: 7s - loss: 0.3962 - accuracy: 0.8168
174/296 [================>.............] - ETA: 7s - loss: 0.3954 - accuracy: 0.8175
175/296 [================>.............] - ETA: 6s - loss: 0.3953 - accuracy: 0.8179
176/296 [================>.............] - ETA: 6s - loss: 0.3958 - accuracy: 0.8171
177/296 [================>.............] - ETA: 6s - loss: 0.3950 - accuracy: 0.8174
178/296 [=================>............] - ETA: 6s - loss: 0.3950 - accuracy: 0.8174
179/296 [=================>............] - ETA: 6s - loss: 0.3944 - accuracy: 0.8177
180/296 [=================>............] - ETA: 6s - loss: 0.3940 - accuracy: 0.8181
181/296 [=================>............] - ETA: 6s - loss: 0.3936 - accuracy: 0.8184
182/296 [=================>............] - ETA: 6s - loss: 0.3922 - accuracy: 0.8194
183/296 [=================>............] - ETA: 6s - loss: 0.3935 - accuracy: 0.8186
184/296 [=================>............] - ETA: 6s - loss: 0.3932 - accuracy: 0.8183
185/296 [=================>............] - ETA: 6s - loss: 0.3932 - accuracy: 0.8182
186/296 [=================>............] - ETA: 6s - loss: 0.3927 - accuracy: 0.8185
187/296 [=================>............] - ETA: 6s - loss: 0.3923 - accuracy: 0.8185
188/296 [==================>...........] - ETA: 6s - loss: 0.3907 - accuracy: 0.8195
189/296 [==================>...........] - ETA: 6s - loss: 0.3900 - accuracy: 0.8201
190/296 [==================>...........] - ETA: 6s - loss: 0.3898 - accuracy: 0.8204
191/296 [==================>...........] - ETA: 6s - loss: 0.3903 - accuracy: 0.8197
192/296 [==================>...........] - ETA: 6s - loss: 0.3908 - accuracy: 0.8197
193/296 [==================>...........] - ETA: 5s - loss: 0.3907 - accuracy: 0.8196
194/296 [==================>...........] - ETA: 5s - loss: 0.3905 - accuracy: 0.8199
195/296 [==================>...........] - ETA: 5s - loss: 0.3903 - accuracy: 0.8202
196/296 [==================>...........] - ETA: 5s - loss: 0.3894 - accuracy: 0.8205
197/296 [==================>...........] - ETA: 5s - loss: 0.3893 - accuracy: 0.8201
198/296 [===================>..........] - ETA: 5s - loss: 0.3900 - accuracy: 0.8198
199/296 [===================>..........] - ETA: 5s - loss: 0.3911 - accuracy: 0.8197
200/296 [===================>..........] - ETA: 5s - loss: 0.3918 - accuracy: 0.8194
201/296 [===================>..........] - ETA: 5s - loss: 0.3906 - accuracy: 0.8203
202/296 [===================>..........] - ETA: 5s - loss: 0.3910 - accuracy: 0.8205
203/296 [===================>..........] - ETA: 5s - loss: 0.3906 - accuracy: 0.8208
204/296 [===================>..........] - ETA: 5s - loss: 0.3905 - accuracy: 0.8208
205/296 [===================>..........] - ETA: 5s - loss: 0.3898 - accuracy: 0.8210
206/296 [===================>..........] - ETA: 5s - loss: 0.3899 - accuracy: 0.8210
207/296 [===================>..........] - ETA: 5s - loss: 0.3896 - accuracy: 0.8216
208/296 [====================>.........] - ETA: 5s - loss: 0.3890 - accuracy: 0.8218
209/296 [====================>.........] - ETA: 5s - loss: 0.3883 - accuracy: 0.8221
210/296 [====================>.........] - ETA: 4s - loss: 0.3878 - accuracy: 0.8223
211/296 [====================>.........] - ETA: 4s - loss: 0.3881 - accuracy: 0.8223
212/296 [====================>.........] - ETA: 4s - loss: 0.3878 - accuracy: 0.8225
213/296 [====================>.........] - ETA: 4s - loss: 0.3896 - accuracy: 0.8219
214/296 [====================>.........] - ETA: 4s - loss: 0.3899 - accuracy: 0.8216
215/296 [====================>.........] - ETA: 4s - loss: 0.3884 - accuracy: 0.8224
216/296 [====================>.........] - ETA: 4s - loss: 0.3880 - accuracy: 0.8226
217/296 [====================>.........] - ETA: 4s - loss: 0.3898 - accuracy: 0.8214
218/296 [=====================>........] - ETA: 4s - loss: 0.3895 - accuracy: 0.8214
219/296 [=====================>........] - ETA: 4s - loss: 0.3890 - accuracy: 0.8213
220/296 [=====================>........] - ETA: 4s - loss: 0.3890 - accuracy: 0.8216
221/296 [=====================>........] - ETA: 4s - loss: 0.3896 - accuracy: 0.8213
222/296 [=====================>........] - ETA: 4s - loss: 0.3890 - accuracy: 0.8218
223/296 [=====================>........] - ETA: 4s - loss: 0.3892 - accuracy: 0.8217
224/296 [=====================>........] - ETA: 4s - loss: 0.3891 - accuracy: 0.8217
225/296 [=====================>........] - ETA: 4s - loss: 0.3893 - accuracy: 0.8217
226/296 [=====================>........] - ETA: 4s - loss: 0.3890 - accuracy: 0.8222
227/296 [======================>.......] - ETA: 4s - loss: 0.3881 - accuracy: 0.8227
228/296 [======================>.......] - ETA: 3s - loss: 0.3890 - accuracy: 0.8224
229/296 [======================>.......] - ETA: 3s - loss: 0.3885 - accuracy: 0.8226
230/296 [======================>.......] - ETA: 3s - loss: 0.3888 - accuracy: 0.8223
231/296 [======================>.......] - ETA: 3s - loss: 0.3885 - accuracy: 0.8225
232/296 [======================>.......] - ETA: 3s - loss: 0.3892 - accuracy: 0.8225
233/296 [======================>.......] - ETA: 3s - loss: 0.3898 - accuracy: 0.8222
234/296 [======================>.......] - ETA: 3s - loss: 0.3904 - accuracy: 0.8221
235/296 [======================>.......] - ETA: 3s - loss: 0.3904 - accuracy: 0.8223
236/296 [======================>.......] - ETA: 3s - loss: 0.3896 - accuracy: 0.8231
237/296 [=======================>......] - ETA: 3s - loss: 0.3905 - accuracy: 0.8228
238/296 [=======================>......] - ETA: 3s - loss: 0.3899 - accuracy: 0.8233
239/296 [=======================>......] - ETA: 3s - loss: 0.3899 - accuracy: 0.8232
240/296 [=======================>......] - ETA: 3s - loss: 0.3892 - accuracy: 0.8237
241/296 [=======================>......] - ETA: 3s - loss: 0.3893 - accuracy: 0.8239
242/296 [=======================>......] - ETA: 3s - loss: 0.3894 - accuracy: 0.8239
243/296 [=======================>......] - ETA: 3s - loss: 0.3889 - accuracy: 0.8241
244/296 [=======================>......] - ETA: 3s - loss: 0.3889 - accuracy: 0.8240
245/296 [=======================>......] - ETA: 2s - loss: 0.3892 - accuracy: 0.8237
246/296 [=======================>......] - ETA: 2s - loss: 0.3887 - accuracy: 0.8242
247/296 [========================>.....] - ETA: 2s - loss: 0.3886 - accuracy: 0.8241
248/296 [========================>.....] - ETA: 2s - loss: 0.3890 - accuracy: 0.8238
249/296 [========================>.....] - ETA: 2s - loss: 0.3896 - accuracy: 0.8230
250/296 [========================>.....] - ETA: 2s - loss: 0.3892 - accuracy: 0.8232
251/296 [========================>.....] - ETA: 2s - loss: 0.3889 - accuracy: 0.8232
252/296 [========================>.....] - ETA: 2s - loss: 0.3895 - accuracy: 0.8224
253/296 [========================>.....] - ETA: 2s - loss: 0.3898 - accuracy: 0.8216
254/296 [========================>.....] - ETA: 2s - loss: 0.3904 - accuracy: 0.8211
255/296 [========================>.....] - ETA: 2s - loss: 0.3907 - accuracy: 0.8208
256/296 [========================>.....] - ETA: 2s - loss: 0.3909 - accuracy: 0.8208
257/296 [=========================>....] - ETA: 2s - loss: 0.3905 - accuracy: 0.8205
258/296 [=========================>....] - ETA: 2s - loss: 0.3901 - accuracy: 0.8205
259/296 [=========================>....] - ETA: 2s - loss: 0.3902 - accuracy: 0.8197
260/296 [=========================>....] - ETA: 2s - loss: 0.3905 - accuracy: 0.8197
261/296 [=========================>....] - ETA: 2s - loss: 0.3909 - accuracy: 0.8197
262/296 [=========================>....] - ETA: 1s - loss: 0.3900 - accuracy: 0.8204
263/296 [=========================>....] - ETA: 1s - loss: 0.3904 - accuracy: 0.8199
264/296 [=========================>....] - ETA: 1s - loss: 0.3901 - accuracy: 0.8201
265/296 [=========================>....] - ETA: 1s - loss: 0.3895 - accuracy: 0.8205
266/296 [=========================>....] - ETA: 1s - loss: 0.3886 - accuracy: 0.8212
267/296 [==========================>...] - ETA: 1s - loss: 0.3885 - accuracy: 0.8214
268/296 [==========================>...] - ETA: 1s - loss: 0.3875 - accuracy: 0.8221
269/296 [==========================>...] - ETA: 1s - loss: 0.3875 - accuracy: 0.8220
270/296 [==========================>...] - ETA: 1s - loss: 0.3867 - accuracy: 0.8222
271/296 [==========================>...] - ETA: 1s - loss: 0.3874 - accuracy: 0.8222
272/296 [==========================>...] - ETA: 1s - loss: 0.3868 - accuracy: 0.8224
273/296 [==========================>...] - ETA: 1s - loss: 0.3858 - accuracy: 0.8228
274/296 [==========================>...] - ETA: 1s - loss: 0.3856 - accuracy: 0.8230
275/296 [==========================>...] - ETA: 1s - loss: 0.3856 - accuracy: 0.8232
276/296 [==========================>...] - ETA: 1s - loss: 0.3861 - accuracy: 0.8227
277/296 [===========================>..] - ETA: 1s - loss: 0.3855 - accuracy: 0.8231
278/296 [===========================>..] - ETA: 1s - loss: 0.3853 - accuracy: 0.8231
279/296 [===========================>..] - ETA: 0s - loss: 0.3851 - accuracy: 0.8233
280/296 [===========================>..] - ETA: 0s - loss: 0.3842 - accuracy: 0.8239
281/296 [===========================>..] - ETA: 0s - loss: 0.3852 - accuracy: 0.8230
282/296 [===========================>..] - ETA: 0s - loss: 0.3861 - accuracy: 0.8220
283/296 [===========================>..] - ETA: 0s - loss: 0.3868 - accuracy: 0.8218
284/296 [===========================>..] - ETA: 0s - loss: 0.3863 - accuracy: 0.8217
285/296 [===========================>..] - ETA: 0s - loss: 0.3857 - accuracy: 0.8221
286/296 [===========================>..] - ETA: 0s - loss: 0.3856 - accuracy: 0.8221
287/296 [============================>.] - ETA: 0s - loss: 0.3861 - accuracy: 0.8221
288/296 [============================>.] - ETA: 0s - loss: 0.3856 - accuracy: 0.8223
289/296 [============================>.] - ETA: 0s - loss: 0.3865 - accuracy: 0.8220
290/296 [============================>.] - ETA: 0s - loss: 0.3863 - accuracy: 0.8218
291/296 [============================>.] - ETA: 0s - loss: 0.3861 - accuracy: 0.8220
292/296 [============================>.] - ETA: 0s - loss: 0.3862 - accuracy: 0.8221
293/296 [============================>.] - ETA: 0s - loss: 0.3858 - accuracy: 0.8223
294/296 [============================>.] - ETA: 0s - loss: 0.3860 - accuracy: 0.8223
295/296 [============================>.] - ETA: 0s - loss: 0.3861 - accuracy: 0.8222
296/296 [==============================] - 17s 58ms/step - loss: 0.3859 - accuracy: 0.8222

296/296 [==============================] - 18s 62ms/step - loss: 0.3859 - accuracy: 0.8222 - val_loss: 0.3996 - val_accuracy: 0.8117
Epoch 15/50

  1/296 [..............................] - ETA: 16s - loss: 0.5853 - accuracy: 0.7500
  2/296 [..............................] - ETA: 16s - loss: 0.3976 - accuracy: 0.8750
  3/296 [..............................] - ETA: 16s - loss: 0.3105 - accuracy: 0.8958
  4/296 [..............................] - ETA: 16s - loss: 0.3079 - accuracy: 0.8594
  5/296 [..............................] - ETA: 16s - loss: 0.2968 - accuracy: 0.8500
  6/296 [..............................] - ETA: 16s - loss: 0.3083 - accuracy: 0.8542
  7/296 [..............................] - ETA: 16s - loss: 0.3433 - accuracy: 0.8393
  8/296 [..............................] - ETA: 16s - loss: 0.3806 - accuracy: 0.8203
  9/296 [..............................] - ETA: 16s - loss: 0.3646 - accuracy: 0.8264
 10/296 [>.............................] - ETA: 16s - loss: 0.3633 - accuracy: 0.8250
 11/296 [>.............................] - ETA: 16s - loss: 0.3594 - accuracy: 0.8295
 12/296 [>.............................] - ETA: 16s - loss: 0.3471 - accuracy: 0.8385
 13/296 [>.............................] - ETA: 16s - loss: 0.3486 - accuracy: 0.8365
 14/296 [>.............................] - ETA: 16s - loss: 0.3424 - accuracy: 0.8438
 15/296 [>.............................] - ETA: 16s - loss: 0.3550 - accuracy: 0.8333
 16/296 [>.............................] - ETA: 15s - loss: 0.3654 - accuracy: 0.8320
 17/296 [>.............................] - ETA: 15s - loss: 0.3490 - accuracy: 0.8419
 18/296 [>.............................] - ETA: 15s - loss: 0.3476 - accuracy: 0.8368
 19/296 [>.............................] - ETA: 15s - loss: 0.3522 - accuracy: 0.8355
 20/296 [=>............................] - ETA: 15s - loss: 0.3605 - accuracy: 0.8281
 21/296 [=>............................] - ETA: 15s - loss: 0.3560 - accuracy: 0.8363
 22/296 [=>............................] - ETA: 15s - loss: 0.3550 - accuracy: 0.8381
 23/296 [=>............................] - ETA: 15s - loss: 0.3575 - accuracy: 0.8397
 24/296 [=>............................] - ETA: 15s - loss: 0.3541 - accuracy: 0.8411
 25/296 [=>............................] - ETA: 15s - loss: 0.3527 - accuracy: 0.8425
 26/296 [=>............................] - ETA: 15s - loss: 0.3552 - accuracy: 0.8389
 27/296 [=>............................] - ETA: 15s - loss: 0.3490 - accuracy: 0.8426
 28/296 [=>............................] - ETA: 15s - loss: 0.3482 - accuracy: 0.8393
 29/296 [=>............................] - ETA: 15s - loss: 0.3475 - accuracy: 0.8405
 30/296 [==>...........................] - ETA: 14s - loss: 0.3464 - accuracy: 0.8396
 31/296 [==>...........................] - ETA: 14s - loss: 0.3517 - accuracy: 0.8387
 32/296 [==>...........................] - ETA: 14s - loss: 0.3528 - accuracy: 0.8398
 33/296 [==>...........................] - ETA: 14s - loss: 0.3567 - accuracy: 0.8371
 34/296 [==>...........................] - ETA: 14s - loss: 0.3547 - accuracy: 0.8382
 35/296 [==>...........................] - ETA: 14s - loss: 0.3569 - accuracy: 0.8357
 36/296 [==>...........................] - ETA: 14s - loss: 0.3577 - accuracy: 0.8333
 37/296 [==>...........................] - ETA: 14s - loss: 0.3657 - accuracy: 0.8294
 38/296 [==>...........................] - ETA: 14s - loss: 0.3648 - accuracy: 0.8289
 39/296 [==>...........................] - ETA: 14s - loss: 0.3651 - accuracy: 0.8285
 40/296 [===>..........................] - ETA: 14s - loss: 0.3675 - accuracy: 0.8250
 41/296 [===>..........................] - ETA: 14s - loss: 0.3652 - accuracy: 0.8262
 42/296 [===>..........................] - ETA: 14s - loss: 0.3689 - accuracy: 0.8274
 43/296 [===>..........................] - ETA: 14s - loss: 0.3670 - accuracy: 0.8285
 44/296 [===>..........................] - ETA: 14s - loss: 0.3683 - accuracy: 0.8295
 45/296 [===>..........................] - ETA: 14s - loss: 0.3686 - accuracy: 0.8278
 46/296 [===>..........................] - ETA: 14s - loss: 0.3679 - accuracy: 0.8274
 47/296 [===>..........................] - ETA: 14s - loss: 0.3687 - accuracy: 0.8285
 48/296 [===>..........................] - ETA: 13s - loss: 0.3716 - accuracy: 0.8268
 49/296 [===>..........................] - ETA: 13s - loss: 0.3712 - accuracy: 0.8265
 50/296 [====>.........................] - ETA: 13s - loss: 0.3692 - accuracy: 0.8288
 51/296 [====>.........................] - ETA: 13s - loss: 0.3710 - accuracy: 0.8272
 52/296 [====>.........................] - ETA: 13s - loss: 0.3702 - accuracy: 0.8281
 53/296 [====>.........................] - ETA: 13s - loss: 0.3687 - accuracy: 0.8290
 54/296 [====>.........................] - ETA: 13s - loss: 0.3700 - accuracy: 0.8264
 55/296 [====>.........................] - ETA: 13s - loss: 0.3731 - accuracy: 0.8239
 56/296 [====>.........................] - ETA: 13s - loss: 0.3730 - accuracy: 0.8225
 57/296 [====>.........................] - ETA: 13s - loss: 0.3731 - accuracy: 0.8224
 58/296 [====>.........................] - ETA: 13s - loss: 0.3761 - accuracy: 0.8200
 59/296 [====>.........................] - ETA: 13s - loss: 0.3775 - accuracy: 0.8189
 60/296 [=====>........................] - ETA: 13s - loss: 0.3749 - accuracy: 0.8208
 61/296 [=====>........................] - ETA: 13s - loss: 0.3727 - accuracy: 0.8217
 62/296 [=====>........................] - ETA: 13s - loss: 0.3727 - accuracy: 0.8236
 63/296 [=====>........................] - ETA: 13s - loss: 0.3732 - accuracy: 0.8234
 64/296 [=====>........................] - ETA: 13s - loss: 0.3723 - accuracy: 0.8232
 65/296 [=====>........................] - ETA: 13s - loss: 0.3701 - accuracy: 0.8250
 66/296 [=====>........................] - ETA: 12s - loss: 0.3694 - accuracy: 0.8258
 67/296 [=====>........................] - ETA: 12s - loss: 0.3702 - accuracy: 0.8246
 68/296 [=====>........................] - ETA: 12s - loss: 0.3710 - accuracy: 0.8235
 69/296 [=====>........................] - ETA: 12s - loss: 0.3709 - accuracy: 0.8225
 70/296 [======>.......................] - ETA: 12s - loss: 0.3692 - accuracy: 0.8232
 71/296 [======>.......................] - ETA: 12s - loss: 0.3692 - accuracy: 0.8248
 72/296 [======>.......................] - ETA: 12s - loss: 0.3665 - accuracy: 0.8264
 73/296 [======>.......................] - ETA: 12s - loss: 0.3641 - accuracy: 0.8279
 74/296 [======>.......................] - ETA: 12s - loss: 0.3636 - accuracy: 0.8285
 75/296 [======>.......................] - ETA: 12s - loss: 0.3629 - accuracy: 0.8283
 76/296 [======>.......................] - ETA: 12s - loss: 0.3643 - accuracy: 0.8273
 77/296 [======>.......................] - ETA: 12s - loss: 0.3653 - accuracy: 0.8271
 78/296 [======>.......................] - ETA: 12s - loss: 0.3665 - accuracy: 0.8261
 79/296 [=======>......................] - ETA: 12s - loss: 0.3634 - accuracy: 0.8283
 80/296 [=======>......................] - ETA: 12s - loss: 0.3647 - accuracy: 0.8258
 81/296 [=======>......................] - ETA: 12s - loss: 0.3643 - accuracy: 0.8256
 82/296 [=======>......................] - ETA: 12s - loss: 0.3617 - accuracy: 0.8270
 83/296 [=======>......................] - ETA: 12s - loss: 0.3610 - accuracy: 0.8276
 84/296 [=======>......................] - ETA: 12s - loss: 0.3597 - accuracy: 0.8274
 85/296 [=======>......................] - ETA: 11s - loss: 0.3594 - accuracy: 0.8279
 86/296 [=======>......................] - ETA: 11s - loss: 0.3579 - accuracy: 0.8278
 87/296 [=======>......................] - ETA: 11s - loss: 0.3589 - accuracy: 0.8269
 88/296 [=======>......................] - ETA: 11s - loss: 0.3586 - accuracy: 0.8267
 89/296 [========>.....................] - ETA: 11s - loss: 0.3587 - accuracy: 0.8279
 90/296 [========>.....................] - ETA: 11s - loss: 0.3586 - accuracy: 0.8292
 91/296 [========>.....................] - ETA: 11s - loss: 0.3592 - accuracy: 0.8290
 92/296 [========>.....................] - ETA: 11s - loss: 0.3588 - accuracy: 0.8288
 93/296 [========>.....................] - ETA: 11s - loss: 0.3604 - accuracy: 0.8286
 94/296 [========>.....................] - ETA: 11s - loss: 0.3601 - accuracy: 0.8291
 95/296 [========>.....................] - ETA: 11s - loss: 0.3608 - accuracy: 0.8296
 96/296 [========>.....................] - ETA: 11s - loss: 0.3604 - accuracy: 0.8301
 97/296 [========>.....................] - ETA: 11s - loss: 0.3612 - accuracy: 0.8293
 98/296 [========>.....................] - ETA: 11s - loss: 0.3615 - accuracy: 0.8291
 99/296 [=========>....................] - ETA: 11s - loss: 0.3619 - accuracy: 0.8289
100/296 [=========>....................] - ETA: 11s - loss: 0.3631 - accuracy: 0.8281
101/296 [=========>....................] - ETA: 11s - loss: 0.3627 - accuracy: 0.8292
102/296 [=========>....................] - ETA: 10s - loss: 0.3630 - accuracy: 0.8290
103/296 [=========>....................] - ETA: 10s - loss: 0.3619 - accuracy: 0.8295
104/296 [=========>....................] - ETA: 10s - loss: 0.3639 - accuracy: 0.8275
105/296 [=========>....................] - ETA: 10s - loss: 0.3627 - accuracy: 0.8280
106/296 [=========>....................] - ETA: 10s - loss: 0.3669 - accuracy: 0.8267
107/296 [=========>....................] - ETA: 10s - loss: 0.3677 - accuracy: 0.8265
108/296 [=========>....................] - ETA: 10s - loss: 0.3665 - accuracy: 0.8275
109/296 [==========>...................] - ETA: 10s - loss: 0.3659 - accuracy: 0.8280
110/296 [==========>...................] - ETA: 10s - loss: 0.3669 - accuracy: 0.8273
111/296 [==========>...................] - ETA: 10s - loss: 0.3661 - accuracy: 0.8277
112/296 [==========>...................] - ETA: 10s - loss: 0.3656 - accuracy: 0.8270
113/296 [==========>...................] - ETA: 10s - loss: 0.3667 - accuracy: 0.8263
114/296 [==========>...................] - ETA: 10s - loss: 0.3652 - accuracy: 0.8279
115/296 [==========>...................] - ETA: 10s - loss: 0.3665 - accuracy: 0.8266
116/296 [==========>...................] - ETA: 10s - loss: 0.3658 - accuracy: 0.8276
117/296 [==========>...................] - ETA: 10s - loss: 0.3661 - accuracy: 0.8280
118/296 [==========>...................] - ETA: 10s - loss: 0.3661 - accuracy: 0.8279
119/296 [===========>..................] - ETA: 9s - loss: 0.3650 - accuracy: 0.8283 
120/296 [===========>..................] - ETA: 9s - loss: 0.3647 - accuracy: 0.8281
121/296 [===========>..................] - ETA: 9s - loss: 0.3634 - accuracy: 0.8295
122/296 [===========>..................] - ETA: 9s - loss: 0.3619 - accuracy: 0.8299
123/296 [===========>..................] - ETA: 9s - loss: 0.3638 - accuracy: 0.8298
124/296 [===========>..................] - ETA: 9s - loss: 0.3628 - accuracy: 0.8306
125/296 [===========>..................] - ETA: 9s - loss: 0.3637 - accuracy: 0.8305
126/296 [===========>..................] - ETA: 9s - loss: 0.3627 - accuracy: 0.8313
127/296 [===========>..................] - ETA: 9s - loss: 0.3617 - accuracy: 0.8317
128/296 [===========>..................] - ETA: 9s - loss: 0.3615 - accuracy: 0.8320
129/296 [============>.................] - ETA: 9s - loss: 0.3616 - accuracy: 0.8319
130/296 [============>.................] - ETA: 9s - loss: 0.3613 - accuracy: 0.8317
131/296 [============>.................] - ETA: 9s - loss: 0.3635 - accuracy: 0.8302
132/296 [============>.................] - ETA: 9s - loss: 0.3632 - accuracy: 0.8300
133/296 [============>.................] - ETA: 9s - loss: 0.3624 - accuracy: 0.8304
134/296 [============>.................] - ETA: 9s - loss: 0.3631 - accuracy: 0.8298
135/296 [============>.................] - ETA: 9s - loss: 0.3639 - accuracy: 0.8292
136/296 [============>.................] - ETA: 9s - loss: 0.3639 - accuracy: 0.8290
137/296 [============>.................] - ETA: 8s - loss: 0.3637 - accuracy: 0.8294
138/296 [============>.................] - ETA: 8s - loss: 0.3653 - accuracy: 0.8288
139/296 [=============>................] - ETA: 8s - loss: 0.3660 - accuracy: 0.8287
140/296 [=============>................] - ETA: 8s - loss: 0.3650 - accuracy: 0.8295
141/296 [=============>................] - ETA: 8s - loss: 0.3657 - accuracy: 0.8289
142/296 [=============>................] - ETA: 8s - loss: 0.3672 - accuracy: 0.8279
143/296 [=============>................] - ETA: 8s - loss: 0.3680 - accuracy: 0.8260
144/296 [=============>................] - ETA: 8s - loss: 0.3659 - accuracy: 0.8273
145/296 [=============>................] - ETA: 8s - loss: 0.3658 - accuracy: 0.8263
146/296 [=============>................] - ETA: 8s - loss: 0.3656 - accuracy: 0.8266
147/296 [=============>................] - ETA: 8s - loss: 0.3642 - accuracy: 0.8274
148/296 [==============>...............] - ETA: 8s - loss: 0.3647 - accuracy: 0.8269
149/296 [==============>...............] - ETA: 8s - loss: 0.3642 - accuracy: 0.8272
150/296 [==============>...............] - ETA: 8s - loss: 0.3641 - accuracy: 0.8271
151/296 [==============>...............] - ETA: 8s - loss: 0.3633 - accuracy: 0.8274
152/296 [==============>...............] - ETA: 8s - loss: 0.3629 - accuracy: 0.8281
153/296 [==============>...............] - ETA: 8s - loss: 0.3636 - accuracy: 0.8280
154/296 [==============>...............] - ETA: 8s - loss: 0.3639 - accuracy: 0.8279
155/296 [==============>...............] - ETA: 7s - loss: 0.3647 - accuracy: 0.8274
156/296 [==============>...............] - ETA: 7s - loss: 0.3641 - accuracy: 0.8273
157/296 [==============>...............] - ETA: 7s - loss: 0.3645 - accuracy: 0.8268
158/296 [===============>..............] - ETA: 7s - loss: 0.3648 - accuracy: 0.8271
159/296 [===============>..............] - ETA: 7s - loss: 0.3654 - accuracy: 0.8263
160/296 [===============>..............] - ETA: 7s - loss: 0.3664 - accuracy: 0.8262
161/296 [===============>..............] - ETA: 7s - loss: 0.3654 - accuracy: 0.8265
162/296 [===============>..............] - ETA: 7s - loss: 0.3645 - accuracy: 0.8275
163/296 [===============>..............] - ETA: 7s - loss: 0.3649 - accuracy: 0.8275
164/296 [===============>..............] - ETA: 7s - loss: 0.3663 - accuracy: 0.8266
165/296 [===============>..............] - ETA: 7s - loss: 0.3681 - accuracy: 0.8258
166/296 [===============>..............] - ETA: 7s - loss: 0.3676 - accuracy: 0.8253
167/296 [===============>..............] - ETA: 7s - loss: 0.3674 - accuracy: 0.8256
168/296 [================>.............] - ETA: 7s - loss: 0.3670 - accuracy: 0.8259
169/296 [================>.............] - ETA: 7s - loss: 0.3672 - accuracy: 0.8258
170/296 [================>.............] - ETA: 7s - loss: 0.3667 - accuracy: 0.8257
171/296 [================>.............] - ETA: 7s - loss: 0.3665 - accuracy: 0.8257
172/296 [================>.............] - ETA: 7s - loss: 0.3659 - accuracy: 0.8259
173/296 [================>.............] - ETA: 6s - loss: 0.3655 - accuracy: 0.8259
174/296 [================>.............] - ETA: 6s - loss: 0.3659 - accuracy: 0.8247
175/296 [================>.............] - ETA: 6s - loss: 0.3677 - accuracy: 0.8232
176/296 [================>.............] - ETA: 6s - loss: 0.3672 - accuracy: 0.8239
177/296 [================>.............] - ETA: 6s - loss: 0.3715 - accuracy: 0.8220
178/296 [=================>............] - ETA: 6s - loss: 0.3720 - accuracy: 0.8213
179/296 [=================>............] - ETA: 6s - loss: 0.3716 - accuracy: 0.8216
180/296 [=================>............] - ETA: 6s - loss: 0.3726 - accuracy: 0.8212
181/296 [=================>............] - ETA: 6s - loss: 0.3733 - accuracy: 0.8204
182/296 [=================>............] - ETA: 6s - loss: 0.3735 - accuracy: 0.8201
183/296 [=================>............] - ETA: 6s - loss: 0.3741 - accuracy: 0.8197
184/296 [=================>............] - ETA: 6s - loss: 0.3741 - accuracy: 0.8196
185/296 [=================>............] - ETA: 6s - loss: 0.3751 - accuracy: 0.8193
186/296 [=================>............] - ETA: 6s - loss: 0.3753 - accuracy: 0.8192
187/296 [=================>............] - ETA: 6s - loss: 0.3749 - accuracy: 0.8199
188/296 [==================>...........] - ETA: 6s - loss: 0.3752 - accuracy: 0.8198
189/296 [==================>...........] - ETA: 6s - loss: 0.3760 - accuracy: 0.8194
190/296 [==================>...........] - ETA: 5s - loss: 0.3759 - accuracy: 0.8197
191/296 [==================>...........] - ETA: 5s - loss: 0.3757 - accuracy: 0.8190
192/296 [==================>...........] - ETA: 5s - loss: 0.3749 - accuracy: 0.8197
193/296 [==================>...........] - ETA: 5s - loss: 0.3760 - accuracy: 0.8183
194/296 [==================>...........] - ETA: 5s - loss: 0.3763 - accuracy: 0.8183
195/296 [==================>...........] - ETA: 5s - loss: 0.3757 - accuracy: 0.8186
196/296 [==================>...........] - ETA: 5s - loss: 0.3769 - accuracy: 0.8179
197/296 [==================>...........] - ETA: 5s - loss: 0.3765 - accuracy: 0.8182
198/296 [===================>..........] - ETA: 5s - loss: 0.3760 - accuracy: 0.8182
199/296 [===================>..........] - ETA: 5s - loss: 0.3791 - accuracy: 0.8175
200/296 [===================>..........] - ETA: 5s - loss: 0.3782 - accuracy: 0.8181
201/296 [===================>..........] - ETA: 5s - loss: 0.3776 - accuracy: 0.8184
202/296 [===================>..........] - ETA: 5s - loss: 0.3777 - accuracy: 0.8187
203/296 [===================>..........] - ETA: 5s - loss: 0.3781 - accuracy: 0.8190
204/296 [===================>..........] - ETA: 5s - loss: 0.3784 - accuracy: 0.8186
205/296 [===================>..........] - ETA: 5s - loss: 0.3787 - accuracy: 0.8183
206/296 [===================>..........] - ETA: 5s - loss: 0.3785 - accuracy: 0.8189
207/296 [===================>..........] - ETA: 5s - loss: 0.3779 - accuracy: 0.8191
208/296 [====================>.........] - ETA: 4s - loss: 0.3778 - accuracy: 0.8197
209/296 [====================>.........] - ETA: 4s - loss: 0.3777 - accuracy: 0.8200
210/296 [====================>.........] - ETA: 4s - loss: 0.3765 - accuracy: 0.8208
211/296 [====================>.........] - ETA: 4s - loss: 0.3766 - accuracy: 0.8208
212/296 [====================>.........] - ETA: 4s - loss: 0.3760 - accuracy: 0.8210
213/296 [====================>.........] - ETA: 4s - loss: 0.3755 - accuracy: 0.8213
214/296 [====================>.........] - ETA: 4s - loss: 0.3756 - accuracy: 0.8213
215/296 [====================>.........] - ETA: 4s - loss: 0.3789 - accuracy: 0.8201
216/296 [====================>.........] - ETA: 4s - loss: 0.3792 - accuracy: 0.8200
217/296 [====================>.........] - ETA: 4s - loss: 0.3802 - accuracy: 0.8194
218/296 [=====================>........] - ETA: 4s - loss: 0.3795 - accuracy: 0.8200
219/296 [=====================>........] - ETA: 4s - loss: 0.3798 - accuracy: 0.8196
220/296 [=====================>........] - ETA: 4s - loss: 0.3818 - accuracy: 0.8188
221/296 [=====================>........] - ETA: 4s - loss: 0.3814 - accuracy: 0.8187
222/296 [=====================>........] - ETA: 4s - loss: 0.3808 - accuracy: 0.8193
223/296 [=====================>........] - ETA: 4s - loss: 0.3811 - accuracy: 0.8192
224/296 [=====================>........] - ETA: 4s - loss: 0.3806 - accuracy: 0.8195
225/296 [=====================>........] - ETA: 4s - loss: 0.3814 - accuracy: 0.8192
226/296 [=====================>........] - ETA: 3s - loss: 0.3827 - accuracy: 0.8178
227/296 [======================>.......] - ETA: 3s - loss: 0.3842 - accuracy: 0.8169
228/296 [======================>.......] - ETA: 3s - loss: 0.3840 - accuracy: 0.8177
229/296 [======================>.......] - ETA: 3s - loss: 0.3842 - accuracy: 0.8177
230/296 [======================>.......] - ETA: 3s - loss: 0.3846 - accuracy: 0.8171
231/296 [======================>.......] - ETA: 3s - loss: 0.3848 - accuracy: 0.8174
232/296 [======================>.......] - ETA: 3s - loss: 0.3856 - accuracy: 0.8165
233/296 [======================>.......] - ETA: 3s - loss: 0.3854 - accuracy: 0.8168
234/296 [======================>.......] - ETA: 3s - loss: 0.3852 - accuracy: 0.8170
235/296 [======================>.......] - ETA: 3s - loss: 0.3852 - accuracy: 0.8168
236/296 [======================>.......] - ETA: 3s - loss: 0.3858 - accuracy: 0.8162
237/296 [=======================>......] - ETA: 3s - loss: 0.3858 - accuracy: 0.8165
238/296 [=======================>......] - ETA: 3s - loss: 0.3860 - accuracy: 0.8167
239/296 [=======================>......] - ETA: 3s - loss: 0.3860 - accuracy: 0.8167
240/296 [=======================>......] - ETA: 3s - loss: 0.3865 - accuracy: 0.8156
241/296 [=======================>......] - ETA: 3s - loss: 0.3861 - accuracy: 0.8159
242/296 [=======================>......] - ETA: 3s - loss: 0.3857 - accuracy: 0.8164
243/296 [=======================>......] - ETA: 2s - loss: 0.3855 - accuracy: 0.8161
244/296 [=======================>......] - ETA: 2s - loss: 0.3857 - accuracy: 0.8158
245/296 [=======================>......] - ETA: 2s - loss: 0.3858 - accuracy: 0.8156
246/296 [=======================>......] - ETA: 2s - loss: 0.3852 - accuracy: 0.8155
247/296 [========================>.....] - ETA: 2s - loss: 0.3854 - accuracy: 0.8155
248/296 [========================>.....] - ETA: 2s - loss: 0.3844 - accuracy: 0.8160
249/296 [========================>.....] - ETA: 2s - loss: 0.3845 - accuracy: 0.8158
250/296 [========================>.....] - ETA: 2s - loss: 0.3850 - accuracy: 0.8152
251/296 [========================>.....] - ETA: 2s - loss: 0.3859 - accuracy: 0.8147
252/296 [========================>.....] - ETA: 2s - loss: 0.3856 - accuracy: 0.8152
253/296 [========================>.....] - ETA: 2s - loss: 0.3850 - accuracy: 0.8157
254/296 [========================>.....] - ETA: 2s - loss: 0.3849 - accuracy: 0.8155
255/296 [========================>.....] - ETA: 2s - loss: 0.3847 - accuracy: 0.8157
256/296 [========================>.....] - ETA: 2s - loss: 0.3841 - accuracy: 0.8162
257/296 [=========================>....] - ETA: 2s - loss: 0.3838 - accuracy: 0.8164
258/296 [=========================>....] - ETA: 2s - loss: 0.3844 - accuracy: 0.8159
259/296 [=========================>....] - ETA: 2s - loss: 0.3843 - accuracy: 0.8161
260/296 [=========================>....] - ETA: 2s - loss: 0.3838 - accuracy: 0.8166
261/296 [=========================>....] - ETA: 1s - loss: 0.3835 - accuracy: 0.8170
262/296 [=========================>....] - ETA: 1s - loss: 0.3840 - accuracy: 0.8173
263/296 [=========================>....] - ETA: 1s - loss: 0.3844 - accuracy: 0.8170
264/296 [=========================>....] - ETA: 1s - loss: 0.3836 - accuracy: 0.8175
265/296 [=========================>....] - ETA: 1s - loss: 0.3853 - accuracy: 0.8170
266/296 [=========================>....] - ETA: 1s - loss: 0.3864 - accuracy: 0.8165
267/296 [==========================>...] - ETA: 1s - loss: 0.3862 - accuracy: 0.8165
268/296 [==========================>...] - ETA: 1s - loss: 0.3860 - accuracy: 0.8167
269/296 [==========================>...] - ETA: 1s - loss: 0.3862 - accuracy: 0.8164
270/296 [==========================>...] - ETA: 1s - loss: 0.3854 - accuracy: 0.8171
271/296 [==========================>...] - ETA: 1s - loss: 0.3852 - accuracy: 0.8173
272/296 [==========================>...] - ETA: 1s - loss: 0.3849 - accuracy: 0.8176
273/296 [==========================>...] - ETA: 1s - loss: 0.3854 - accuracy: 0.8173
274/296 [==========================>...] - ETA: 1s - loss: 0.3851 - accuracy: 0.8173
275/296 [==========================>...] - ETA: 1s - loss: 0.3856 - accuracy: 0.8173
276/296 [==========================>...] - ETA: 1s - loss: 0.3856 - accuracy: 0.8175
277/296 [===========================>..] - ETA: 1s - loss: 0.3860 - accuracy: 0.8177
278/296 [===========================>..] - ETA: 1s - loss: 0.3856 - accuracy: 0.8183
279/296 [===========================>..] - ETA: 0s - loss: 0.3859 - accuracy: 0.8185
280/296 [===========================>..] - ETA: 0s - loss: 0.3858 - accuracy: 0.8188
281/296 [===========================>..] - ETA: 0s - loss: 0.3856 - accuracy: 0.8187
282/296 [===========================>..] - ETA: 0s - loss: 0.3847 - accuracy: 0.8194
283/296 [===========================>..] - ETA: 0s - loss: 0.3849 - accuracy: 0.8193
284/296 [===========================>..] - ETA: 0s - loss: 0.3851 - accuracy: 0.8189
285/296 [===========================>..] - ETA: 0s - loss: 0.3846 - accuracy: 0.8193
286/296 [===========================>..] - ETA: 0s - loss: 0.3847 - accuracy: 0.8193
287/296 [============================>.] - ETA: 0s - loss: 0.3847 - accuracy: 0.8195
288/296 [============================>.] - ETA: 0s - loss: 0.3847 - accuracy: 0.8197
289/296 [============================>.] - ETA: 0s - loss: 0.3850 - accuracy: 0.8192
290/296 [============================>.] - ETA: 0s - loss: 0.3843 - accuracy: 0.8196
291/296 [============================>.] - ETA: 0s - loss: 0.3849 - accuracy: 0.8192
292/296 [============================>.] - ETA: 0s - loss: 0.3855 - accuracy: 0.8183
293/296 [============================>.] - ETA: 0s - loss: 0.3852 - accuracy: 0.8185
294/296 [============================>.] - ETA: 0s - loss: 0.3865 - accuracy: 0.8178
295/296 [============================>.] - ETA: 0s - loss: 0.3863 - accuracy: 0.8178
296/296 [==============================] - 17s 56ms/step - loss: 0.3870 - accuracy: 0.8174

296/296 [==============================] - 18s 61ms/step - loss: 0.3870 - accuracy: 0.8174 - val_loss: 0.3840 - val_accuracy: 0.8269
Epoch 16/50

  1/296 [..............................] - ETA: 15s - loss: 0.2865 - accuracy: 0.9375
  2/296 [..............................] - ETA: 16s - loss: 0.3055 - accuracy: 0.9062
  3/296 [..............................] - ETA: 16s - loss: 0.4035 - accuracy: 0.8750
  4/296 [..............................] - ETA: 16s - loss: 0.3808 - accuracy: 0.8750
  5/296 [..............................] - ETA: 16s - loss: 0.3724 - accuracy: 0.8875
  6/296 [..............................] - ETA: 16s - loss: 0.3583 - accuracy: 0.8958
  7/296 [..............................] - ETA: 16s - loss: 0.3355 - accuracy: 0.8929
  8/296 [..............................] - ETA: 16s - loss: 0.3424 - accuracy: 0.8750
  9/296 [..............................] - ETA: 16s - loss: 0.3458 - accuracy: 0.8750
 10/296 [>.............................] - ETA: 16s - loss: 0.3642 - accuracy: 0.8625
 11/296 [>.............................] - ETA: 16s - loss: 0.3781 - accuracy: 0.8523
 12/296 [>.............................] - ETA: 16s - loss: 0.3855 - accuracy: 0.8490
 13/296 [>.............................] - ETA: 16s - loss: 0.3902 - accuracy: 0.8365
 14/296 [>.............................] - ETA: 15s - loss: 0.3748 - accuracy: 0.8438
 15/296 [>.............................] - ETA: 15s - loss: 0.3645 - accuracy: 0.8500
 16/296 [>.............................] - ETA: 15s - loss: 0.3557 - accuracy: 0.8555
 17/296 [>.............................] - ETA: 15s - loss: 0.3811 - accuracy: 0.8382
 18/296 [>.............................] - ETA: 15s - loss: 0.3888 - accuracy: 0.8333
 19/296 [>.............................] - ETA: 15s - loss: 0.3917 - accuracy: 0.8322
 20/296 [=>............................] - ETA: 15s - loss: 0.3872 - accuracy: 0.8313
 21/296 [=>............................] - ETA: 15s - loss: 0.3852 - accuracy: 0.8333
 22/296 [=>............................] - ETA: 15s - loss: 0.3846 - accuracy: 0.8295
 23/296 [=>............................] - ETA: 15s - loss: 0.3740 - accuracy: 0.8370
 24/296 [=>............................] - ETA: 15s - loss: 0.3701 - accuracy: 0.8411
 25/296 [=>............................] - ETA: 15s - loss: 0.3680 - accuracy: 0.8450
 26/296 [=>............................] - ETA: 15s - loss: 0.3635 - accuracy: 0.8462
 27/296 [=>............................] - ETA: 14s - loss: 0.3746 - accuracy: 0.8356
 28/296 [=>............................] - ETA: 14s - loss: 0.3753 - accuracy: 0.8326
 29/296 [=>............................] - ETA: 14s - loss: 0.3732 - accuracy: 0.8341
 30/296 [==>...........................] - ETA: 14s - loss: 0.3725 - accuracy: 0.8354
 31/296 [==>...........................] - ETA: 14s - loss: 0.3722 - accuracy: 0.8347
 32/296 [==>...........................] - ETA: 14s - loss: 0.3756 - accuracy: 0.8320
 33/296 [==>...........................] - ETA: 14s - loss: 0.3849 - accuracy: 0.8277
 34/296 [==>...........................] - ETA: 14s - loss: 0.3857 - accuracy: 0.8254
 35/296 [==>...........................] - ETA: 14s - loss: 0.3930 - accuracy: 0.8214
 36/296 [==>...........................] - ETA: 14s - loss: 0.3949 - accuracy: 0.8177
 37/296 [==>...........................] - ETA: 14s - loss: 0.3913 - accuracy: 0.8193
 38/296 [==>...........................] - ETA: 14s - loss: 0.3891 - accuracy: 0.8224
 39/296 [==>...........................] - ETA: 14s - loss: 0.3856 - accuracy: 0.8237
 40/296 [===>..........................] - ETA: 14s - loss: 0.3869 - accuracy: 0.8219
 41/296 [===>..........................] - ETA: 14s - loss: 0.3893 - accuracy: 0.8201
 42/296 [===>..........................] - ETA: 14s - loss: 0.3870 - accuracy: 0.8214
 43/296 [===>..........................] - ETA: 14s - loss: 0.3885 - accuracy: 0.8183
 44/296 [===>..........................] - ETA: 14s - loss: 0.3886 - accuracy: 0.8182
 45/296 [===>..........................] - ETA: 14s - loss: 0.3854 - accuracy: 0.8181
 46/296 [===>..........................] - ETA: 14s - loss: 0.3847 - accuracy: 0.8179
 47/296 [===>..........................] - ETA: 14s - loss: 0.3828 - accuracy: 0.8178
 48/296 [===>..........................] - ETA: 13s - loss: 0.3878 - accuracy: 0.8164
 49/296 [===>..........................] - ETA: 13s - loss: 0.3907 - accuracy: 0.8176
 50/296 [====>.........................] - ETA: 13s - loss: 0.3902 - accuracy: 0.8175
 51/296 [====>.........................] - ETA: 13s - loss: 0.3886 - accuracy: 0.8199
 52/296 [====>.........................] - ETA: 13s - loss: 0.3883 - accuracy: 0.8209
 53/296 [====>.........................] - ETA: 13s - loss: 0.3856 - accuracy: 0.8219
 54/296 [====>.........................] - ETA: 13s - loss: 0.3841 - accuracy: 0.8229
 55/296 [====>.........................] - ETA: 13s - loss: 0.3863 - accuracy: 0.8216
 56/296 [====>.........................] - ETA: 13s - loss: 0.3858 - accuracy: 0.8225
 57/296 [====>.........................] - ETA: 13s - loss: 0.3840 - accuracy: 0.8224
 58/296 [====>.........................] - ETA: 13s - loss: 0.3834 - accuracy: 0.8222
 59/296 [====>.........................] - ETA: 13s - loss: 0.3811 - accuracy: 0.8242
 60/296 [=====>........................] - ETA: 13s - loss: 0.3802 - accuracy: 0.8240
 61/296 [=====>........................] - ETA: 13s - loss: 0.3815 - accuracy: 0.8238
 62/296 [=====>........................] - ETA: 13s - loss: 0.3849 - accuracy: 0.8216
 63/296 [=====>........................] - ETA: 13s - loss: 0.3839 - accuracy: 0.8214
 64/296 [=====>........................] - ETA: 13s - loss: 0.3852 - accuracy: 0.8193
 65/296 [=====>........................] - ETA: 13s - loss: 0.3844 - accuracy: 0.8202
 66/296 [=====>........................] - ETA: 12s - loss: 0.3814 - accuracy: 0.8220
 67/296 [=====>........................] - ETA: 12s - loss: 0.3816 - accuracy: 0.8228
 68/296 [=====>........................] - ETA: 12s - loss: 0.3784 - accuracy: 0.8244
 69/296 [=====>........................] - ETA: 12s - loss: 0.3790 - accuracy: 0.8234
 70/296 [======>.......................] - ETA: 12s - loss: 0.3813 - accuracy: 0.8223
 71/296 [======>.......................] - ETA: 12s - loss: 0.3800 - accuracy: 0.8231
 72/296 [======>.......................] - ETA: 12s - loss: 0.3792 - accuracy: 0.8238
 73/296 [======>.......................] - ETA: 12s - loss: 0.3759 - accuracy: 0.8253
 74/296 [======>.......................] - ETA: 12s - loss: 0.3779 - accuracy: 0.8235
 75/296 [======>.......................] - ETA: 12s - loss: 0.3763 - accuracy: 0.8250
 76/296 [======>.......................] - ETA: 12s - loss: 0.3771 - accuracy: 0.8232
 77/296 [======>.......................] - ETA: 12s - loss: 0.3762 - accuracy: 0.8231
 78/296 [======>.......................] - ETA: 12s - loss: 0.3744 - accuracy: 0.8229
 79/296 [=======>......................] - ETA: 12s - loss: 0.3727 - accuracy: 0.8244
 80/296 [=======>......................] - ETA: 12s - loss: 0.3719 - accuracy: 0.8242
 81/296 [=======>......................] - ETA: 12s - loss: 0.3756 - accuracy: 0.8248
 82/296 [=======>......................] - ETA: 12s - loss: 0.3748 - accuracy: 0.8255
 83/296 [=======>......................] - ETA: 11s - loss: 0.3727 - accuracy: 0.8253
 84/296 [=======>......................] - ETA: 11s - loss: 0.3738 - accuracy: 0.8251
 85/296 [=======>......................] - ETA: 11s - loss: 0.3770 - accuracy: 0.8243
 86/296 [=======>......................] - ETA: 11s - loss: 0.3777 - accuracy: 0.8249
 87/296 [=======>......................] - ETA: 11s - loss: 0.3778 - accuracy: 0.8240
 88/296 [=======>......................] - ETA: 11s - loss: 0.3769 - accuracy: 0.8253
 89/296 [========>.....................] - ETA: 11s - loss: 0.3771 - accuracy: 0.8237
 90/296 [========>.....................] - ETA: 11s - loss: 0.3758 - accuracy: 0.8250
 91/296 [========>.....................] - ETA: 11s - loss: 0.3764 - accuracy: 0.8249
 92/296 [========>.....................] - ETA: 11s - loss: 0.3745 - accuracy: 0.8261
 93/296 [========>.....................] - ETA: 11s - loss: 0.3745 - accuracy: 0.8253
 94/296 [========>.....................] - ETA: 11s - loss: 0.3739 - accuracy: 0.8245
 95/296 [========>.....................] - ETA: 11s - loss: 0.3746 - accuracy: 0.8250
 96/296 [========>.....................] - ETA: 11s - loss: 0.3739 - accuracy: 0.8255
 97/296 [========>.....................] - ETA: 11s - loss: 0.3737 - accuracy: 0.8254
 98/296 [========>.....................] - ETA: 11s - loss: 0.3732 - accuracy: 0.8240
 99/296 [=========>....................] - ETA: 11s - loss: 0.3748 - accuracy: 0.8232
100/296 [=========>....................] - ETA: 11s - loss: 0.3748 - accuracy: 0.8231
101/296 [=========>....................] - ETA: 10s - loss: 0.3750 - accuracy: 0.8218
102/296 [=========>....................] - ETA: 10s - loss: 0.3733 - accuracy: 0.8235
103/296 [=========>....................] - ETA: 10s - loss: 0.3724 - accuracy: 0.8240
104/296 [=========>....................] - ETA: 10s - loss: 0.3709 - accuracy: 0.8251
105/296 [=========>....................] - ETA: 10s - loss: 0.3712 - accuracy: 0.8256
106/296 [=========>....................] - ETA: 10s - loss: 0.3711 - accuracy: 0.8255
107/296 [=========>....................] - ETA: 10s - loss: 0.3749 - accuracy: 0.8248
108/296 [=========>....................] - ETA: 10s - loss: 0.3750 - accuracy: 0.8247
109/296 [==========>...................] - ETA: 10s - loss: 0.3745 - accuracy: 0.8251
110/296 [==========>...................] - ETA: 10s - loss: 0.3760 - accuracy: 0.8233
111/296 [==========>...................] - ETA: 10s - loss: 0.3759 - accuracy: 0.8232
112/296 [==========>...................] - ETA: 10s - loss: 0.3736 - accuracy: 0.8248
113/296 [==========>...................] - ETA: 10s - loss: 0.3712 - accuracy: 0.8263
114/296 [==========>...................] - ETA: 10s - loss: 0.3732 - accuracy: 0.8251
115/296 [==========>...................] - ETA: 10s - loss: 0.3719 - accuracy: 0.8261
116/296 [==========>...................] - ETA: 10s - loss: 0.3721 - accuracy: 0.8260
117/296 [==========>...................] - ETA: 10s - loss: 0.3731 - accuracy: 0.8264
118/296 [==========>...................] - ETA: 10s - loss: 0.3720 - accuracy: 0.8273
119/296 [===========>..................] - ETA: 10s - loss: 0.3721 - accuracy: 0.8267
120/296 [===========>..................] - ETA: 9s - loss: 0.3706 - accuracy: 0.8271 
121/296 [===========>..................] - ETA: 9s - loss: 0.3708 - accuracy: 0.8270
122/296 [===========>..................] - ETA: 9s - loss: 0.3702 - accuracy: 0.8268
123/296 [===========>..................] - ETA: 9s - loss: 0.3706 - accuracy: 0.8267
124/296 [===========>..................] - ETA: 9s - loss: 0.3750 - accuracy: 0.8261
125/296 [===========>..................] - ETA: 9s - loss: 0.3756 - accuracy: 0.8260
126/296 [===========>..................] - ETA: 9s - loss: 0.3757 - accuracy: 0.8264
127/296 [===========>..................] - ETA: 9s - loss: 0.3744 - accuracy: 0.8268
128/296 [===========>..................] - ETA: 9s - loss: 0.3739 - accuracy: 0.8267
129/296 [============>.................] - ETA: 9s - loss: 0.3726 - accuracy: 0.8280
130/296 [============>.................] - ETA: 9s - loss: 0.3723 - accuracy: 0.8284
131/296 [============>.................] - ETA: 9s - loss: 0.3714 - accuracy: 0.8292
132/296 [============>.................] - ETA: 9s - loss: 0.3722 - accuracy: 0.8291
133/296 [============>.................] - ETA: 9s - loss: 0.3714 - accuracy: 0.8299
134/296 [============>.................] - ETA: 9s - loss: 0.3711 - accuracy: 0.8293
135/296 [============>.................] - ETA: 9s - loss: 0.3722 - accuracy: 0.8287
136/296 [============>.................] - ETA: 9s - loss: 0.3727 - accuracy: 0.8286
137/296 [============>.................] - ETA: 9s - loss: 0.3726 - accuracy: 0.8285
138/296 [============>.................] - ETA: 9s - loss: 0.3725 - accuracy: 0.8288
139/296 [=============>................] - ETA: 8s - loss: 0.3725 - accuracy: 0.8291
140/296 [=============>................] - ETA: 8s - loss: 0.3724 - accuracy: 0.8290
141/296 [=============>................] - ETA: 8s - loss: 0.3731 - accuracy: 0.8285
142/296 [=============>................] - ETA: 8s - loss: 0.3720 - accuracy: 0.8292
143/296 [=============>................] - ETA: 8s - loss: 0.3719 - accuracy: 0.8291
144/296 [=============>................] - ETA: 8s - loss: 0.3725 - accuracy: 0.8281
145/296 [=============>................] - ETA: 8s - loss: 0.3738 - accuracy: 0.8276
146/296 [=============>................] - ETA: 8s - loss: 0.3728 - accuracy: 0.8283
147/296 [=============>................] - ETA: 8s - loss: 0.3719 - accuracy: 0.8287
148/296 [==============>...............] - ETA: 8s - loss: 0.3706 - accuracy: 0.8294
149/296 [==============>...............] - ETA: 8s - loss: 0.3729 - accuracy: 0.8280
150/296 [==============>...............] - ETA: 8s - loss: 0.3713 - accuracy: 0.8283
151/296 [==============>...............] - ETA: 8s - loss: 0.3718 - accuracy: 0.8278
152/296 [==============>...............] - ETA: 8s - loss: 0.3728 - accuracy: 0.8277
153/296 [==============>...............] - ETA: 8s - loss: 0.3719 - accuracy: 0.8288
154/296 [==============>...............] - ETA: 8s - loss: 0.3723 - accuracy: 0.8287
155/296 [==============>...............] - ETA: 8s - loss: 0.3720 - accuracy: 0.8290
156/296 [==============>...............] - ETA: 7s - loss: 0.3734 - accuracy: 0.8281
157/296 [==============>...............] - ETA: 7s - loss: 0.3733 - accuracy: 0.8284
158/296 [===============>..............] - ETA: 7s - loss: 0.3727 - accuracy: 0.8291
159/296 [===============>..............] - ETA: 7s - loss: 0.3740 - accuracy: 0.8282
160/296 [===============>..............] - ETA: 7s - loss: 0.3745 - accuracy: 0.8281
161/296 [===============>..............] - ETA: 7s - loss: 0.3752 - accuracy: 0.8284
162/296 [===============>..............] - ETA: 7s - loss: 0.3753 - accuracy: 0.8283
163/296 [===============>..............] - ETA: 7s - loss: 0.3752 - accuracy: 0.8286
164/296 [===============>..............] - ETA: 7s - loss: 0.3751 - accuracy: 0.8285
165/296 [===============>..............] - ETA: 7s - loss: 0.3754 - accuracy: 0.8277
166/296 [===============>..............] - ETA: 7s - loss: 0.3756 - accuracy: 0.8272
167/296 [===============>..............] - ETA: 7s - loss: 0.3743 - accuracy: 0.8282
168/296 [================>.............] - ETA: 7s - loss: 0.3742 - accuracy: 0.8278
169/296 [================>.............] - ETA: 7s - loss: 0.3738 - accuracy: 0.8277
170/296 [================>.............] - ETA: 7s - loss: 0.3733 - accuracy: 0.8279
171/296 [================>.............] - ETA: 7s - loss: 0.3749 - accuracy: 0.8279
172/296 [================>.............] - ETA: 7s - loss: 0.3746 - accuracy: 0.8281
173/296 [================>.............] - ETA: 7s - loss: 0.3737 - accuracy: 0.8291
174/296 [================>.............] - ETA: 6s - loss: 0.3737 - accuracy: 0.8297
175/296 [================>.............] - ETA: 6s - loss: 0.3749 - accuracy: 0.8289
176/296 [================>.............] - ETA: 6s - loss: 0.3764 - accuracy: 0.8278
177/296 [================>.............] - ETA: 6s - loss: 0.3759 - accuracy: 0.8284
178/296 [=================>............] - ETA: 6s - loss: 0.3748 - accuracy: 0.8290
179/296 [=================>............] - ETA: 6s - loss: 0.3768 - accuracy: 0.8279
180/296 [=================>............] - ETA: 6s - loss: 0.3772 - accuracy: 0.8271
181/296 [=================>............] - ETA: 6s - loss: 0.3785 - accuracy: 0.8267
182/296 [=================>............] - ETA: 6s - loss: 0.3782 - accuracy: 0.8273
183/296 [=================>............] - ETA: 6s - loss: 0.3782 - accuracy: 0.8275
184/296 [=================>............] - ETA: 6s - loss: 0.3777 - accuracy: 0.8278
185/296 [=================>............] - ETA: 6s - loss: 0.3771 - accuracy: 0.8280
186/296 [=================>............] - ETA: 6s - loss: 0.3775 - accuracy: 0.8283
187/296 [=================>............] - ETA: 6s - loss: 0.3767 - accuracy: 0.8289
188/296 [==================>...........] - ETA: 6s - loss: 0.3766 - accuracy: 0.8285
189/296 [==================>...........] - ETA: 6s - loss: 0.3756 - accuracy: 0.8294
190/296 [==================>...........] - ETA: 6s - loss: 0.3762 - accuracy: 0.8289
191/296 [==================>...........] - ETA: 6s - loss: 0.3775 - accuracy: 0.8282
192/296 [==================>...........] - ETA: 5s - loss: 0.3785 - accuracy: 0.8268
193/296 [==================>...........] - ETA: 5s - loss: 0.3784 - accuracy: 0.8271
194/296 [==================>...........] - ETA: 5s - loss: 0.3783 - accuracy: 0.8273
195/296 [==================>...........] - ETA: 5s - loss: 0.3786 - accuracy: 0.8272
196/296 [==================>...........] - ETA: 5s - loss: 0.3787 - accuracy: 0.8272
197/296 [==================>...........] - ETA: 5s - loss: 0.3788 - accuracy: 0.8274
198/296 [===================>..........] - ETA: 5s - loss: 0.3784 - accuracy: 0.8273
199/296 [===================>..........] - ETA: 5s - loss: 0.3786 - accuracy: 0.8273
200/296 [===================>..........] - ETA: 5s - loss: 0.3788 - accuracy: 0.8272
201/296 [===================>..........] - ETA: 5s - loss: 0.3777 - accuracy: 0.8277
202/296 [===================>..........] - ETA: 5s - loss: 0.3775 - accuracy: 0.8277
203/296 [===================>..........] - ETA: 5s - loss: 0.3778 - accuracy: 0.8276
204/296 [===================>..........] - ETA: 5s - loss: 0.3788 - accuracy: 0.8263
205/296 [===================>..........] - ETA: 5s - loss: 0.3785 - accuracy: 0.8262
206/296 [===================>..........] - ETA: 5s - loss: 0.3794 - accuracy: 0.8252
207/296 [===================>..........] - ETA: 5s - loss: 0.3792 - accuracy: 0.8252
208/296 [====================>.........] - ETA: 5s - loss: 0.3783 - accuracy: 0.8254
209/296 [====================>.........] - ETA: 5s - loss: 0.3801 - accuracy: 0.8251
210/296 [====================>.........] - ETA: 4s - loss: 0.3793 - accuracy: 0.8253
211/296 [====================>.........] - ETA: 4s - loss: 0.3783 - accuracy: 0.8258
212/296 [====================>.........] - ETA: 4s - loss: 0.3778 - accuracy: 0.8261
213/296 [====================>.........] - ETA: 4s - loss: 0.3778 - accuracy: 0.8260
214/296 [====================>.........] - ETA: 4s - loss: 0.3777 - accuracy: 0.8256
215/296 [====================>.........] - ETA: 4s - loss: 0.3782 - accuracy: 0.8250
216/296 [====================>.........] - ETA: 4s - loss: 0.3780 - accuracy: 0.8249
217/296 [====================>.........] - ETA: 4s - loss: 0.3773 - accuracy: 0.8255
218/296 [=====================>........] - ETA: 4s - loss: 0.3770 - accuracy: 0.8257
219/296 [=====================>........] - ETA: 4s - loss: 0.3767 - accuracy: 0.8256
220/296 [=====================>........] - ETA: 4s - loss: 0.3777 - accuracy: 0.8241
221/296 [=====================>........] - ETA: 4s - loss: 0.3782 - accuracy: 0.8235
222/296 [=====================>........] - ETA: 4s - loss: 0.3783 - accuracy: 0.8235
223/296 [=====================>........] - ETA: 4s - loss: 0.3783 - accuracy: 0.8229
224/296 [=====================>........] - ETA: 4s - loss: 0.3785 - accuracy: 0.8228
225/296 [=====================>........] - ETA: 4s - loss: 0.3784 - accuracy: 0.8231
226/296 [=====================>........] - ETA: 4s - loss: 0.3785 - accuracy: 0.8230
227/296 [======================>.......] - ETA: 3s - loss: 0.3776 - accuracy: 0.8235
228/296 [======================>.......] - ETA: 3s - loss: 0.3778 - accuracy: 0.8229
229/296 [======================>.......] - ETA: 3s - loss: 0.3787 - accuracy: 0.8226
230/296 [======================>.......] - ETA: 3s - loss: 0.3790 - accuracy: 0.8220
231/296 [======================>.......] - ETA: 3s - loss: 0.3819 - accuracy: 0.8212
232/296 [======================>.......] - ETA: 3s - loss: 0.3817 - accuracy: 0.8214
233/296 [======================>.......] - ETA: 3s - loss: 0.3814 - accuracy: 0.8211
234/296 [======================>.......] - ETA: 3s - loss: 0.3813 - accuracy: 0.8216
235/296 [======================>.......] - ETA: 3s - loss: 0.3827 - accuracy: 0.8210
236/296 [======================>.......] - ETA: 3s - loss: 0.3836 - accuracy: 0.8199
237/296 [=======================>......] - ETA: 3s - loss: 0.3836 - accuracy: 0.8194
238/296 [=======================>......] - ETA: 3s - loss: 0.3840 - accuracy: 0.8188
239/296 [=======================>......] - ETA: 3s - loss: 0.3834 - accuracy: 0.8190
240/296 [=======================>......] - ETA: 3s - loss: 0.3833 - accuracy: 0.8193
241/296 [=======================>......] - ETA: 3s - loss: 0.3835 - accuracy: 0.8192
242/296 [=======================>......] - ETA: 3s - loss: 0.3838 - accuracy: 0.8187
243/296 [=======================>......] - ETA: 3s - loss: 0.3838 - accuracy: 0.8187
244/296 [=======================>......] - ETA: 3s - loss: 0.3846 - accuracy: 0.8184
245/296 [=======================>......] - ETA: 2s - loss: 0.3845 - accuracy: 0.8184
246/296 [=======================>......] - ETA: 2s - loss: 0.3846 - accuracy: 0.8189
247/296 [========================>.....] - ETA: 2s - loss: 0.3857 - accuracy: 0.8186
248/296 [========================>.....] - ETA: 2s - loss: 0.3855 - accuracy: 0.8183
249/296 [========================>.....] - ETA: 2s - loss: 0.3854 - accuracy: 0.8183
250/296 [========================>.....] - ETA: 2s - loss: 0.3854 - accuracy: 0.8185
251/296 [========================>.....] - ETA: 2s - loss: 0.3851 - accuracy: 0.8190
252/296 [========================>.....] - ETA: 2s - loss: 0.3847 - accuracy: 0.8194
253/296 [========================>.....] - ETA: 2s - loss: 0.3839 - accuracy: 0.8202
254/296 [========================>.....] - ETA: 2s - loss: 0.3838 - accuracy: 0.8201
255/296 [========================>.....] - ETA: 2s - loss: 0.3841 - accuracy: 0.8199
256/296 [========================>.....] - ETA: 2s - loss: 0.3841 - accuracy: 0.8198
257/296 [=========================>....] - ETA: 2s - loss: 0.3843 - accuracy: 0.8193
258/296 [=========================>....] - ETA: 2s - loss: 0.3841 - accuracy: 0.8193
259/296 [=========================>....] - ETA: 2s - loss: 0.3846 - accuracy: 0.8195
260/296 [=========================>....] - ETA: 2s - loss: 0.3842 - accuracy: 0.8195
261/296 [=========================>....] - ETA: 2s - loss: 0.3843 - accuracy: 0.8194
262/296 [=========================>....] - ETA: 1s - loss: 0.3840 - accuracy: 0.8197
263/296 [=========================>....] - ETA: 1s - loss: 0.3843 - accuracy: 0.8199
264/296 [=========================>....] - ETA: 1s - loss: 0.3851 - accuracy: 0.8191
265/296 [=========================>....] - ETA: 1s - loss: 0.3842 - accuracy: 0.8198
266/296 [=========================>....] - ETA: 1s - loss: 0.3852 - accuracy: 0.8188
267/296 [==========================>...] - ETA: 1s - loss: 0.3855 - accuracy: 0.8186
268/296 [==========================>...] - ETA: 1s - loss: 0.3855 - accuracy: 0.8186
269/296 [==========================>...] - ETA: 1s - loss: 0.3853 - accuracy: 0.8188
270/296 [==========================>...] - ETA: 1s - loss: 0.3864 - accuracy: 0.8183
271/296 [==========================>...] - ETA: 1s - loss: 0.3865 - accuracy: 0.8183
272/296 [==========================>...] - ETA: 1s - loss: 0.3871 - accuracy: 0.8180
273/296 [==========================>...] - ETA: 1s - loss: 0.3867 - accuracy: 0.8185
274/296 [==========================>...] - ETA: 1s - loss: 0.3866 - accuracy: 0.8182
275/296 [==========================>...] - ETA: 1s - loss: 0.3862 - accuracy: 0.8186
276/296 [==========================>...] - ETA: 1s - loss: 0.3872 - accuracy: 0.8179
277/296 [===========================>..] - ETA: 1s - loss: 0.3872 - accuracy: 0.8179
278/296 [===========================>..] - ETA: 1s - loss: 0.3868 - accuracy: 0.8183
279/296 [===========================>..] - ETA: 0s - loss: 0.3864 - accuracy: 0.8185
280/296 [===========================>..] - ETA: 0s - loss: 0.3862 - accuracy: 0.8188
281/296 [===========================>..] - ETA: 0s - loss: 0.3861 - accuracy: 0.8181
282/296 [===========================>..] - ETA: 0s - loss: 0.3856 - accuracy: 0.8185
283/296 [===========================>..] - ETA: 0s - loss: 0.3855 - accuracy: 0.8185
284/296 [===========================>..] - ETA: 0s - loss: 0.3850 - accuracy: 0.8184
285/296 [===========================>..] - ETA: 0s - loss: 0.3850 - accuracy: 0.8186
286/296 [===========================>..] - ETA: 0s - loss: 0.3845 - accuracy: 0.8188
287/296 [============================>.] - ETA: 0s - loss: 0.3842 - accuracy: 0.8188
288/296 [============================>.] - ETA: 0s - loss: 0.3846 - accuracy: 0.8186
289/296 [============================>.] - ETA: 0s - loss: 0.3849 - accuracy: 0.8188
290/296 [============================>.] - ETA: 0s - loss: 0.3847 - accuracy: 0.8188
291/296 [============================>.] - ETA: 0s - loss: 0.3845 - accuracy: 0.8187
292/296 [============================>.] - ETA: 0s - loss: 0.3845 - accuracy: 0.8187
293/296 [============================>.] - ETA: 0s - loss: 0.3847 - accuracy: 0.8185
294/296 [============================>.] - ETA: 0s - loss: 0.3851 - accuracy: 0.8182
295/296 [============================>.] - ETA: 0s - loss: 0.3852 - accuracy: 0.8184
296/296 [==============================] - 17s 58ms/step - loss: 0.3852 - accuracy: 0.8182

296/296 [==============================] - 18s 62ms/step - loss: 0.3852 - accuracy: 0.8182 - val_loss: 0.3931 - val_accuracy: 0.8129
Epoch 17/50

  1/296 [..............................] - ETA: 15s - loss: 0.5450 - accuracy: 0.8750
  2/296 [..............................] - ETA: 15s - loss: 0.5087 - accuracy: 0.8438
  3/296 [..............................] - ETA: 15s - loss: 0.4691 - accuracy: 0.8333
  4/296 [..............................] - ETA: 15s - loss: 0.4549 - accuracy: 0.8281
  5/296 [..............................] - ETA: 15s - loss: 0.4437 - accuracy: 0.8375
  6/296 [..............................] - ETA: 15s - loss: 0.4072 - accuracy: 0.8542
  7/296 [..............................] - ETA: 15s - loss: 0.4082 - accuracy: 0.8571
  8/296 [..............................] - ETA: 15s - loss: 0.4171 - accuracy: 0.8438
  9/296 [..............................] - ETA: 15s - loss: 0.3996 - accuracy: 0.8542
 10/296 [>.............................] - ETA: 15s - loss: 0.3979 - accuracy: 0.8438
 11/296 [>.............................] - ETA: 15s - loss: 0.3774 - accuracy: 0.8523
 12/296 [>.............................] - ETA: 15s - loss: 0.3765 - accuracy: 0.8385
 13/296 [>.............................] - ETA: 15s - loss: 0.3713 - accuracy: 0.8462
 14/296 [>.............................] - ETA: 15s - loss: 0.3584 - accuracy: 0.8482
 15/296 [>.............................] - ETA: 15s - loss: 0.3499 - accuracy: 0.8542
 16/296 [>.............................] - ETA: 15s - loss: 0.3465 - accuracy: 0.8594
 17/296 [>.............................] - ETA: 15s - loss: 0.3460 - accuracy: 0.8603
 18/296 [>.............................] - ETA: 15s - loss: 0.3457 - accuracy: 0.8576
 19/296 [>.............................] - ETA: 15s - loss: 0.3510 - accuracy: 0.8553
 20/296 [=>............................] - ETA: 15s - loss: 0.3636 - accuracy: 0.8500
 21/296 [=>............................] - ETA: 15s - loss: 0.3608 - accuracy: 0.8542
 22/296 [=>............................] - ETA: 15s - loss: 0.3750 - accuracy: 0.8466
 23/296 [=>............................] - ETA: 15s - loss: 0.3712 - accuracy: 0.8451
 24/296 [=>............................] - ETA: 15s - loss: 0.3630 - accuracy: 0.8490
 25/296 [=>............................] - ETA: 15s - loss: 0.3644 - accuracy: 0.8475
 26/296 [=>............................] - ETA: 15s - loss: 0.3579 - accuracy: 0.8510
 27/296 [=>............................] - ETA: 14s - loss: 0.3537 - accuracy: 0.8519
 28/296 [=>............................] - ETA: 14s - loss: 0.3517 - accuracy: 0.8527
 29/296 [=>............................] - ETA: 14s - loss: 0.3485 - accuracy: 0.8534
 30/296 [==>...........................] - ETA: 14s - loss: 0.3496 - accuracy: 0.8521
 31/296 [==>...........................] - ETA: 14s - loss: 0.3462 - accuracy: 0.8528
 32/296 [==>...........................] - ETA: 14s - loss: 0.3458 - accuracy: 0.8535
 33/296 [==>...........................] - ETA: 14s - loss: 0.3452 - accuracy: 0.8523
 34/296 [==>...........................] - ETA: 14s - loss: 0.3453 - accuracy: 0.8529
 35/296 [==>...........................] - ETA: 14s - loss: 0.3426 - accuracy: 0.8554
 36/296 [==>...........................] - ETA: 14s - loss: 0.3435 - accuracy: 0.8490
 37/296 [==>...........................] - ETA: 14s - loss: 0.3417 - accuracy: 0.8497
 38/296 [==>...........................] - ETA: 14s - loss: 0.3394 - accuracy: 0.8520
 39/296 [==>...........................] - ETA: 14s - loss: 0.3392 - accuracy: 0.8510
 40/296 [===>..........................] - ETA: 14s - loss: 0.3375 - accuracy: 0.8531
 41/296 [===>..........................] - ETA: 14s - loss: 0.3352 - accuracy: 0.8537
 42/296 [===>..........................] - ETA: 14s - loss: 0.3345 - accuracy: 0.8542
 43/296 [===>..........................] - ETA: 14s - loss: 0.3357 - accuracy: 0.8532
 44/296 [===>..........................] - ETA: 14s - loss: 0.3360 - accuracy: 0.8523
 45/296 [===>..........................] - ETA: 14s - loss: 0.3391 - accuracy: 0.8486
 46/296 [===>..........................] - ETA: 13s - loss: 0.3354 - accuracy: 0.8492
 47/296 [===>..........................] - ETA: 13s - loss: 0.3365 - accuracy: 0.8497
 48/296 [===>..........................] - ETA: 13s - loss: 0.3387 - accuracy: 0.8503
 49/296 [===>..........................] - ETA: 13s - loss: 0.3419 - accuracy: 0.8482
 50/296 [====>.........................] - ETA: 13s - loss: 0.3417 - accuracy: 0.8475
 51/296 [====>.........................] - ETA: 13s - loss: 0.3414 - accuracy: 0.8456
 52/296 [====>.........................] - ETA: 13s - loss: 0.3482 - accuracy: 0.8425
 53/296 [====>.........................] - ETA: 13s - loss: 0.3477 - accuracy: 0.8420
 54/296 [====>.........................] - ETA: 13s - loss: 0.3447 - accuracy: 0.8449
 55/296 [====>.........................] - ETA: 13s - loss: 0.3429 - accuracy: 0.8466
 56/296 [====>.........................] - ETA: 13s - loss: 0.3419 - accuracy: 0.8471
 57/296 [====>.........................] - ETA: 13s - loss: 0.3446 - accuracy: 0.8443
 58/296 [====>.........................] - ETA: 13s - loss: 0.3443 - accuracy: 0.8438
 59/296 [====>.........................] - ETA: 13s - loss: 0.3493 - accuracy: 0.8390
 60/296 [=====>........................] - ETA: 13s - loss: 0.3459 - accuracy: 0.8406
 61/296 [=====>........................] - ETA: 13s - loss: 0.3469 - accuracy: 0.8402
 62/296 [=====>........................] - ETA: 13s - loss: 0.3451 - accuracy: 0.8417
 63/296 [=====>........................] - ETA: 13s - loss: 0.3454 - accuracy: 0.8413
 64/296 [=====>........................] - ETA: 12s - loss: 0.3447 - accuracy: 0.8428
 65/296 [=====>........................] - ETA: 12s - loss: 0.3484 - accuracy: 0.8413
 66/296 [=====>........................] - ETA: 12s - loss: 0.3479 - accuracy: 0.8400
 67/296 [=====>........................] - ETA: 12s - loss: 0.3460 - accuracy: 0.8405
 68/296 [=====>........................] - ETA: 12s - loss: 0.3465 - accuracy: 0.8410
 69/296 [=====>........................] - ETA: 12s - loss: 0.3477 - accuracy: 0.8415
 70/296 [======>.......................] - ETA: 12s - loss: 0.3505 - accuracy: 0.8402
 71/296 [======>.......................] - ETA: 12s - loss: 0.3511 - accuracy: 0.8398
 72/296 [======>.......................] - ETA: 12s - loss: 0.3499 - accuracy: 0.8403
 73/296 [======>.......................] - ETA: 12s - loss: 0.3537 - accuracy: 0.8390
 74/296 [======>.......................] - ETA: 12s - loss: 0.3535 - accuracy: 0.8395
 75/296 [======>.......................] - ETA: 12s - loss: 0.3547 - accuracy: 0.8383
 76/296 [======>.......................] - ETA: 12s - loss: 0.3545 - accuracy: 0.8388
 77/296 [======>.......................] - ETA: 12s - loss: 0.3544 - accuracy: 0.8393
 78/296 [======>.......................] - ETA: 12s - loss: 0.3553 - accuracy: 0.8397
 79/296 [=======>......................] - ETA: 12s - loss: 0.3576 - accuracy: 0.8362
 80/296 [=======>......................] - ETA: 12s - loss: 0.3573 - accuracy: 0.8359
 81/296 [=======>......................] - ETA: 12s - loss: 0.3555 - accuracy: 0.8372
 82/296 [=======>......................] - ETA: 11s - loss: 0.3580 - accuracy: 0.8354
 83/296 [=======>......................] - ETA: 11s - loss: 0.3609 - accuracy: 0.8343
 84/296 [=======>......................] - ETA: 11s - loss: 0.3598 - accuracy: 0.8348
 85/296 [=======>......................] - ETA: 11s - loss: 0.3597 - accuracy: 0.8360
 86/296 [=======>......................] - ETA: 11s - loss: 0.3583 - accuracy: 0.8365
 87/296 [=======>......................] - ETA: 11s - loss: 0.3568 - accuracy: 0.8369
 88/296 [=======>......................] - ETA: 11s - loss: 0.3572 - accuracy: 0.8359
 89/296 [========>.....................] - ETA: 11s - loss: 0.3556 - accuracy: 0.8371
 90/296 [========>.....................] - ETA: 11s - loss: 0.3556 - accuracy: 0.8375
 91/296 [========>.....................] - ETA: 11s - loss: 0.3563 - accuracy: 0.8372
 92/296 [========>.....................] - ETA: 11s - loss: 0.3554 - accuracy: 0.8376
 93/296 [========>.....................] - ETA: 11s - loss: 0.3552 - accuracy: 0.8387
 94/296 [========>.....................] - ETA: 11s - loss: 0.3563 - accuracy: 0.8384
 95/296 [========>.....................] - ETA: 11s - loss: 0.3557 - accuracy: 0.8388
 96/296 [========>.....................] - ETA: 11s - loss: 0.3553 - accuracy: 0.8392
 97/296 [========>.....................] - ETA: 11s - loss: 0.3544 - accuracy: 0.8396
 98/296 [========>.....................] - ETA: 11s - loss: 0.3576 - accuracy: 0.8374
 99/296 [=========>....................] - ETA: 11s - loss: 0.3582 - accuracy: 0.8359
100/296 [=========>....................] - ETA: 11s - loss: 0.3583 - accuracy: 0.8350
101/296 [=========>....................] - ETA: 10s - loss: 0.3592 - accuracy: 0.8348
102/296 [=========>....................] - ETA: 10s - loss: 0.3587 - accuracy: 0.8352
103/296 [=========>....................] - ETA: 10s - loss: 0.3584 - accuracy: 0.8350
104/296 [=========>....................] - ETA: 10s - loss: 0.3632 - accuracy: 0.8323
105/296 [=========>....................] - ETA: 10s - loss: 0.3651 - accuracy: 0.8315
106/296 [=========>....................] - ETA: 10s - loss: 0.3648 - accuracy: 0.8314
107/296 [=========>....................] - ETA: 10s - loss: 0.3654 - accuracy: 0.8306
108/296 [=========>....................] - ETA: 10s - loss: 0.3648 - accuracy: 0.8304
109/296 [==========>...................] - ETA: 10s - loss: 0.3652 - accuracy: 0.8297
110/296 [==========>...................] - ETA: 10s - loss: 0.3660 - accuracy: 0.8290
111/296 [==========>...................] - ETA: 10s - loss: 0.3675 - accuracy: 0.8283
112/296 [==========>...................] - ETA: 10s - loss: 0.3687 - accuracy: 0.8281
113/296 [==========>...................] - ETA: 10s - loss: 0.3683 - accuracy: 0.8296
114/296 [==========>...................] - ETA: 10s - loss: 0.3680 - accuracy: 0.8300
115/296 [==========>...................] - ETA: 10s - loss: 0.3680 - accuracy: 0.8310
116/296 [==========>...................] - ETA: 10s - loss: 0.3689 - accuracy: 0.8308
117/296 [==========>...................] - ETA: 10s - loss: 0.3707 - accuracy: 0.8291
118/296 [==========>...................] - ETA: 10s - loss: 0.3712 - accuracy: 0.8279
119/296 [===========>..................] - ETA: 9s - loss: 0.3735 - accuracy: 0.8267 
120/296 [===========>..................] - ETA: 9s - loss: 0.3722 - accuracy: 0.8281
121/296 [===========>..................] - ETA: 9s - loss: 0.3727 - accuracy: 0.8270
122/296 [===========>..................] - ETA: 9s - loss: 0.3737 - accuracy: 0.8263
123/296 [===========>..................] - ETA: 9s - loss: 0.3761 - accuracy: 0.8247
124/296 [===========>..................] - ETA: 9s - loss: 0.3753 - accuracy: 0.8251
125/296 [===========>..................] - ETA: 9s - loss: 0.3745 - accuracy: 0.8245
126/296 [===========>..................] - ETA: 9s - loss: 0.3744 - accuracy: 0.8249
127/296 [===========>..................] - ETA: 9s - loss: 0.3755 - accuracy: 0.8243
128/296 [===========>..................] - ETA: 9s - loss: 0.3765 - accuracy: 0.8247
129/296 [============>.................] - ETA: 9s - loss: 0.3764 - accuracy: 0.8246
130/296 [============>.................] - ETA: 9s - loss: 0.3761 - accuracy: 0.8240
131/296 [============>.................] - ETA: 9s - loss: 0.3752 - accuracy: 0.8249
132/296 [============>.................] - ETA: 9s - loss: 0.3755 - accuracy: 0.8248
133/296 [============>.................] - ETA: 9s - loss: 0.3751 - accuracy: 0.8252
134/296 [============>.................] - ETA: 9s - loss: 0.3752 - accuracy: 0.8251
135/296 [============>.................] - ETA: 9s - loss: 0.3756 - accuracy: 0.8255
136/296 [============>.................] - ETA: 9s - loss: 0.3764 - accuracy: 0.8249
137/296 [============>.................] - ETA: 8s - loss: 0.3771 - accuracy: 0.8248
138/296 [============>.................] - ETA: 8s - loss: 0.3785 - accuracy: 0.8229
139/296 [=============>................] - ETA: 8s - loss: 0.3778 - accuracy: 0.8233
140/296 [=============>................] - ETA: 8s - loss: 0.3774 - accuracy: 0.8237
141/296 [=============>................] - ETA: 8s - loss: 0.3762 - accuracy: 0.8249
142/296 [=============>................] - ETA: 8s - loss: 0.3768 - accuracy: 0.8248
143/296 [=============>................] - ETA: 8s - loss: 0.3768 - accuracy: 0.8243
144/296 [=============>................] - ETA: 8s - loss: 0.3776 - accuracy: 0.8251
145/296 [=============>................] - ETA: 8s - loss: 0.3780 - accuracy: 0.8250
146/296 [=============>................] - ETA: 8s - loss: 0.3788 - accuracy: 0.8236
147/296 [=============>................] - ETA: 8s - loss: 0.3797 - accuracy: 0.8231
148/296 [==============>...............] - ETA: 8s - loss: 0.3804 - accuracy: 0.8226
149/296 [==============>...............] - ETA: 8s - loss: 0.3801 - accuracy: 0.8226
150/296 [==============>...............] - ETA: 8s - loss: 0.3796 - accuracy: 0.8229
151/296 [==============>...............] - ETA: 8s - loss: 0.3792 - accuracy: 0.8233
152/296 [==============>...............] - ETA: 8s - loss: 0.3786 - accuracy: 0.8244
153/296 [==============>...............] - ETA: 8s - loss: 0.3779 - accuracy: 0.8252
154/296 [==============>...............] - ETA: 8s - loss: 0.3776 - accuracy: 0.8255
155/296 [==============>...............] - ETA: 7s - loss: 0.3768 - accuracy: 0.8262
156/296 [==============>...............] - ETA: 7s - loss: 0.3778 - accuracy: 0.8257
157/296 [==============>...............] - ETA: 7s - loss: 0.3776 - accuracy: 0.8252
158/296 [===============>..............] - ETA: 7s - loss: 0.3766 - accuracy: 0.8256
159/296 [===============>..............] - ETA: 7s - loss: 0.3754 - accuracy: 0.8267
160/296 [===============>..............] - ETA: 7s - loss: 0.3741 - accuracy: 0.8270
161/296 [===============>..............] - ETA: 7s - loss: 0.3757 - accuracy: 0.8253
162/296 [===============>..............] - ETA: 7s - loss: 0.3758 - accuracy: 0.8256
163/296 [===============>..............] - ETA: 7s - loss: 0.3765 - accuracy: 0.8252
164/296 [===============>..............] - ETA: 7s - loss: 0.3751 - accuracy: 0.8258
165/296 [===============>..............] - ETA: 7s - loss: 0.3751 - accuracy: 0.8258
166/296 [===============>..............] - ETA: 7s - loss: 0.3751 - accuracy: 0.8257
167/296 [===============>..............] - ETA: 7s - loss: 0.3744 - accuracy: 0.8260
168/296 [================>.............] - ETA: 7s - loss: 0.3736 - accuracy: 0.8263
169/296 [================>.............] - ETA: 7s - loss: 0.3724 - accuracy: 0.8269
170/296 [================>.............] - ETA: 7s - loss: 0.3741 - accuracy: 0.8265
171/296 [================>.............] - ETA: 7s - loss: 0.3740 - accuracy: 0.8260
172/296 [================>.............] - ETA: 6s - loss: 0.3759 - accuracy: 0.8256
173/296 [================>.............] - ETA: 6s - loss: 0.3744 - accuracy: 0.8266
174/296 [================>.............] - ETA: 6s - loss: 0.3775 - accuracy: 0.8254
175/296 [================>.............] - ETA: 6s - loss: 0.3767 - accuracy: 0.8261
176/296 [================>.............] - ETA: 6s - loss: 0.3773 - accuracy: 0.8260
177/296 [================>.............] - ETA: 6s - loss: 0.3767 - accuracy: 0.8266
178/296 [=================>............] - ETA: 6s - loss: 0.3778 - accuracy: 0.8255
179/296 [=================>............] - ETA: 6s - loss: 0.3785 - accuracy: 0.8251
180/296 [=================>............] - ETA: 6s - loss: 0.3797 - accuracy: 0.8247
181/296 [=================>............] - ETA: 6s - loss: 0.3796 - accuracy: 0.8246
182/296 [=================>............] - ETA: 6s - loss: 0.3796 - accuracy: 0.8245
183/296 [=================>............] - ETA: 6s - loss: 0.3798 - accuracy: 0.8241
184/296 [=================>............] - ETA: 6s - loss: 0.3798 - accuracy: 0.8247
185/296 [=================>............] - ETA: 6s - loss: 0.3789 - accuracy: 0.8257
186/296 [=================>............] - ETA: 6s - loss: 0.3794 - accuracy: 0.8259
187/296 [=================>............] - ETA: 6s - loss: 0.3790 - accuracy: 0.8259
188/296 [==================>...........] - ETA: 6s - loss: 0.3785 - accuracy: 0.8258
189/296 [==================>...........] - ETA: 6s - loss: 0.3782 - accuracy: 0.8264
190/296 [==================>...........] - ETA: 5s - loss: 0.3793 - accuracy: 0.8253
191/296 [==================>...........] - ETA: 5s - loss: 0.3784 - accuracy: 0.8262
192/296 [==================>...........] - ETA: 5s - loss: 0.3784 - accuracy: 0.8265
193/296 [==================>...........] - ETA: 5s - loss: 0.3785 - accuracy: 0.8258
194/296 [==================>...........] - ETA: 5s - loss: 0.3797 - accuracy: 0.8254
195/296 [==================>...........] - ETA: 5s - loss: 0.3785 - accuracy: 0.8263
196/296 [==================>...........] - ETA: 5s - loss: 0.3777 - accuracy: 0.8272
197/296 [==================>...........] - ETA: 5s - loss: 0.3788 - accuracy: 0.8258
198/296 [===================>..........] - ETA: 5s - loss: 0.3784 - accuracy: 0.8261
199/296 [===================>..........] - ETA: 5s - loss: 0.3785 - accuracy: 0.8257
200/296 [===================>..........] - ETA: 5s - loss: 0.3781 - accuracy: 0.8259
201/296 [===================>..........] - ETA: 5s - loss: 0.3786 - accuracy: 0.8252
202/296 [===================>..........] - ETA: 5s - loss: 0.3795 - accuracy: 0.8249
203/296 [===================>..........] - ETA: 5s - loss: 0.3795 - accuracy: 0.8251
204/296 [===================>..........] - ETA: 5s - loss: 0.3810 - accuracy: 0.8241
205/296 [===================>..........] - ETA: 5s - loss: 0.3815 - accuracy: 0.8238
206/296 [===================>..........] - ETA: 5s - loss: 0.3828 - accuracy: 0.8225
207/296 [===================>..........] - ETA: 5s - loss: 0.3831 - accuracy: 0.8228
208/296 [====================>.........] - ETA: 4s - loss: 0.3831 - accuracy: 0.8230
209/296 [====================>.........] - ETA: 4s - loss: 0.3833 - accuracy: 0.8224
210/296 [====================>.........] - ETA: 4s - loss: 0.3831 - accuracy: 0.8226
211/296 [====================>.........] - ETA: 4s - loss: 0.3839 - accuracy: 0.8223
212/296 [====================>.........] - ETA: 4s - loss: 0.3844 - accuracy: 0.8216
213/296 [====================>.........] - ETA: 4s - loss: 0.3852 - accuracy: 0.8210
214/296 [====================>.........] - ETA: 4s - loss: 0.3855 - accuracy: 0.8213
215/296 [====================>.........] - ETA: 4s - loss: 0.3855 - accuracy: 0.8215
216/296 [====================>.........] - ETA: 4s - loss: 0.3848 - accuracy: 0.8220
217/296 [====================>.........] - ETA: 4s - loss: 0.3847 - accuracy: 0.8223
218/296 [=====================>........] - ETA: 4s - loss: 0.3849 - accuracy: 0.8220
219/296 [=====================>........] - ETA: 4s - loss: 0.3845 - accuracy: 0.8219
220/296 [=====================>........] - ETA: 4s - loss: 0.3840 - accuracy: 0.8219
221/296 [=====================>........] - ETA: 4s - loss: 0.3832 - accuracy: 0.8221
222/296 [=====================>........] - ETA: 4s - loss: 0.3839 - accuracy: 0.8215
223/296 [=====================>........] - ETA: 4s - loss: 0.3829 - accuracy: 0.8223
224/296 [=====================>........] - ETA: 4s - loss: 0.3836 - accuracy: 0.8217
225/296 [=====================>........] - ETA: 4s - loss: 0.3833 - accuracy: 0.8222
226/296 [=====================>........] - ETA: 3s - loss: 0.3837 - accuracy: 0.8225
227/296 [======================>.......] - ETA: 3s - loss: 0.3839 - accuracy: 0.8221
228/296 [======================>.......] - ETA: 3s - loss: 0.3843 - accuracy: 0.8221
229/296 [======================>.......] - ETA: 3s - loss: 0.3847 - accuracy: 0.8221
230/296 [======================>.......] - ETA: 3s - loss: 0.3854 - accuracy: 0.8212
231/296 [======================>.......] - ETA: 3s - loss: 0.3847 - accuracy: 0.8220
232/296 [======================>.......] - ETA: 3s - loss: 0.3848 - accuracy: 0.8219
233/296 [======================>.......] - ETA: 3s - loss: 0.3844 - accuracy: 0.8219
234/296 [======================>.......] - ETA: 3s - loss: 0.3839 - accuracy: 0.8224
235/296 [======================>.......] - ETA: 3s - loss: 0.3840 - accuracy: 0.8218
236/296 [======================>.......] - ETA: 3s - loss: 0.3848 - accuracy: 0.8215
237/296 [=======================>......] - ETA: 3s - loss: 0.3843 - accuracy: 0.8220
238/296 [=======================>......] - ETA: 3s - loss: 0.3843 - accuracy: 0.8220
239/296 [=======================>......] - ETA: 3s - loss: 0.3847 - accuracy: 0.8214
240/296 [=======================>......] - ETA: 3s - loss: 0.3846 - accuracy: 0.8216
241/296 [=======================>......] - ETA: 3s - loss: 0.3843 - accuracy: 0.8218
242/296 [=======================>......] - ETA: 3s - loss: 0.3842 - accuracy: 0.8215
243/296 [=======================>......] - ETA: 2s - loss: 0.3843 - accuracy: 0.8215
244/296 [=======================>......] - ETA: 2s - loss: 0.3850 - accuracy: 0.8215
245/296 [=======================>......] - ETA: 2s - loss: 0.3847 - accuracy: 0.8217
246/296 [=======================>......] - ETA: 2s - loss: 0.3849 - accuracy: 0.8219
247/296 [========================>.....] - ETA: 2s - loss: 0.3850 - accuracy: 0.8216
248/296 [========================>.....] - ETA: 2s - loss: 0.3857 - accuracy: 0.8208
249/296 [========================>.....] - ETA: 2s - loss: 0.3854 - accuracy: 0.8210
250/296 [========================>.....] - ETA: 2s - loss: 0.3853 - accuracy: 0.8207
251/296 [========================>.....] - ETA: 2s - loss: 0.3849 - accuracy: 0.8207
252/296 [========================>.....] - ETA: 2s - loss: 0.3848 - accuracy: 0.8212
253/296 [========================>.....] - ETA: 2s - loss: 0.3843 - accuracy: 0.8216
254/296 [========================>.....] - ETA: 2s - loss: 0.3847 - accuracy: 0.8214
255/296 [========================>.....] - ETA: 2s - loss: 0.3841 - accuracy: 0.8216
256/296 [========================>.....] - ETA: 2s - loss: 0.3829 - accuracy: 0.8223
257/296 [=========================>....] - ETA: 2s - loss: 0.3833 - accuracy: 0.8220
258/296 [=========================>....] - ETA: 2s - loss: 0.3843 - accuracy: 0.8217
259/296 [=========================>....] - ETA: 2s - loss: 0.3838 - accuracy: 0.8217
260/296 [=========================>....] - ETA: 2s - loss: 0.3836 - accuracy: 0.8212
261/296 [=========================>....] - ETA: 1s - loss: 0.3844 - accuracy: 0.8206
262/296 [=========================>....] - ETA: 1s - loss: 0.3840 - accuracy: 0.8208
263/296 [=========================>....] - ETA: 1s - loss: 0.3843 - accuracy: 0.8203
264/296 [=========================>....] - ETA: 1s - loss: 0.3846 - accuracy: 0.8203
265/296 [=========================>....] - ETA: 1s - loss: 0.3841 - accuracy: 0.8208
266/296 [=========================>....] - ETA: 1s - loss: 0.3851 - accuracy: 0.8205
267/296 [==========================>...] - ETA: 1s - loss: 0.3848 - accuracy: 0.8207
268/296 [==========================>...] - ETA: 1s - loss: 0.3848 - accuracy: 0.8204
269/296 [==========================>...] - ETA: 1s - loss: 0.3851 - accuracy: 0.8204
270/296 [==========================>...] - ETA: 1s - loss: 0.3853 - accuracy: 0.8199
271/296 [==========================>...] - ETA: 1s - loss: 0.3859 - accuracy: 0.8194
272/296 [==========================>...] - ETA: 1s - loss: 0.3862 - accuracy: 0.8192
273/296 [==========================>...] - ETA: 1s - loss: 0.3870 - accuracy: 0.8185
274/296 [==========================>...] - ETA: 1s - loss: 0.3869 - accuracy: 0.8187
275/296 [==========================>...] - ETA: 1s - loss: 0.3868 - accuracy: 0.8189
276/296 [==========================>...] - ETA: 1s - loss: 0.3869 - accuracy: 0.8188
277/296 [===========================>..] - ETA: 1s - loss: 0.3876 - accuracy: 0.8186
278/296 [===========================>..] - ETA: 1s - loss: 0.3874 - accuracy: 0.8190
279/296 [===========================>..] - ETA: 0s - loss: 0.3872 - accuracy: 0.8192
280/296 [===========================>..] - ETA: 0s - loss: 0.3866 - accuracy: 0.8199
281/296 [===========================>..] - ETA: 0s - loss: 0.3866 - accuracy: 0.8198
282/296 [===========================>..] - ETA: 0s - loss: 0.3860 - accuracy: 0.8203
283/296 [===========================>..] - ETA: 0s - loss: 0.3856 - accuracy: 0.8205
284/296 [===========================>..] - ETA: 0s - loss: 0.3856 - accuracy: 0.8204
285/296 [===========================>..] - ETA: 0s - loss: 0.3852 - accuracy: 0.8206
286/296 [===========================>..] - ETA: 0s - loss: 0.3850 - accuracy: 0.8208
287/296 [============================>.] - ETA: 0s - loss: 0.3855 - accuracy: 0.8208
288/296 [============================>.] - ETA: 0s - loss: 0.3846 - accuracy: 0.8214
289/296 [============================>.] - ETA: 0s - loss: 0.3844 - accuracy: 0.8216
290/296 [============================>.] - ETA: 0s - loss: 0.3848 - accuracy: 0.8211
291/296 [============================>.] - ETA: 0s - loss: 0.3852 - accuracy: 0.8213
292/296 [============================>.] - ETA: 0s - loss: 0.3850 - accuracy: 0.8213
293/296 [============================>.] - ETA: 0s - loss: 0.3848 - accuracy: 0.8210
294/296 [============================>.] - ETA: 0s - loss: 0.3845 - accuracy: 0.8210
295/296 [============================>.] - ETA: 0s - loss: 0.3852 - accuracy: 0.8206
296/296 [==============================] - 17s 57ms/step - loss: 0.3852 - accuracy: 0.8208

296/296 [==============================] - 18s 61ms/step - loss: 0.3852 - accuracy: 0.8208 - val_loss: 0.3989 - val_accuracy: 0.8091
Epoch 18/50

  1/296 [..............................] - ETA: 16s - loss: 0.3229 - accuracy: 0.8125
  2/296 [..............................] - ETA: 16s - loss: 0.4321 - accuracy: 0.6875
  3/296 [..............................] - ETA: 16s - loss: 0.3965 - accuracy: 0.7500
  4/296 [..............................] - ETA: 16s - loss: 0.3819 - accuracy: 0.7656
  5/296 [..............................] - ETA: 16s - loss: 0.3574 - accuracy: 0.8000
  6/296 [..............................] - ETA: 16s - loss: 0.3573 - accuracy: 0.8125
  7/296 [..............................] - ETA: 16s - loss: 0.3330 - accuracy: 0.8393
  8/296 [..............................] - ETA: 16s - loss: 0.3547 - accuracy: 0.8203
  9/296 [..............................] - ETA: 16s - loss: 0.3626 - accuracy: 0.8264
 10/296 [>.............................] - ETA: 16s - loss: 0.3742 - accuracy: 0.8188
 11/296 [>.............................] - ETA: 16s - loss: 0.3698 - accuracy: 0.8182
 12/296 [>.............................] - ETA: 16s - loss: 0.3591 - accuracy: 0.8333
 13/296 [>.............................] - ETA: 16s - loss: 0.3700 - accuracy: 0.8221
 14/296 [>.............................] - ETA: 16s - loss: 0.3906 - accuracy: 0.8080
 15/296 [>.............................] - ETA: 16s - loss: 0.3892 - accuracy: 0.8167
 16/296 [>.............................] - ETA: 15s - loss: 0.3892 - accuracy: 0.8125
 17/296 [>.............................] - ETA: 15s - loss: 0.3939 - accuracy: 0.8051
 18/296 [>.............................] - ETA: 15s - loss: 0.3889 - accuracy: 0.8056
 19/296 [>.............................] - ETA: 15s - loss: 0.3896 - accuracy: 0.8059
 20/296 [=>............................] - ETA: 15s - loss: 0.3757 - accuracy: 0.8156
 21/296 [=>............................] - ETA: 15s - loss: 0.3826 - accuracy: 0.8125
 22/296 [=>............................] - ETA: 15s - loss: 0.3972 - accuracy: 0.8125
 23/296 [=>............................] - ETA: 15s - loss: 0.4005 - accuracy: 0.8179
 24/296 [=>............................] - ETA: 15s - loss: 0.3991 - accuracy: 0.8177
 25/296 [=>............................] - ETA: 15s - loss: 0.3983 - accuracy: 0.8200
 26/296 [=>............................] - ETA: 15s - loss: 0.4025 - accuracy: 0.8197
 27/296 [=>............................] - ETA: 15s - loss: 0.3987 - accuracy: 0.8241
 28/296 [=>............................] - ETA: 15s - loss: 0.4013 - accuracy: 0.8214
 29/296 [=>............................] - ETA: 15s - loss: 0.4054 - accuracy: 0.8168
 30/296 [==>...........................] - ETA: 15s - loss: 0.4027 - accuracy: 0.8188
 31/296 [==>...........................] - ETA: 15s - loss: 0.4034 - accuracy: 0.8185
 32/296 [==>...........................] - ETA: 15s - loss: 0.4022 - accuracy: 0.8184
 33/296 [==>...........................] - ETA: 14s - loss: 0.4001 - accuracy: 0.8182
 34/296 [==>...........................] - ETA: 14s - loss: 0.3952 - accuracy: 0.8199
 35/296 [==>...........................] - ETA: 14s - loss: 0.3935 - accuracy: 0.8214
 36/296 [==>...........................] - ETA: 14s - loss: 0.3898 - accuracy: 0.8229
 37/296 [==>...........................] - ETA: 14s - loss: 0.3908 - accuracy: 0.8209
 38/296 [==>...........................] - ETA: 14s - loss: 0.3937 - accuracy: 0.8158
 39/296 [==>...........................] - ETA: 14s - loss: 0.3927 - accuracy: 0.8157
 40/296 [===>..........................] - ETA: 14s - loss: 0.3882 - accuracy: 0.8188
 41/296 [===>..........................] - ETA: 14s - loss: 0.3909 - accuracy: 0.8186
 42/296 [===>..........................] - ETA: 14s - loss: 0.3866 - accuracy: 0.8214
 43/296 [===>..........................] - ETA: 14s - loss: 0.3830 - accuracy: 0.8227
 44/296 [===>..........................] - ETA: 14s - loss: 0.3842 - accuracy: 0.8224
 45/296 [===>..........................] - ETA: 14s - loss: 0.3811 - accuracy: 0.8236
 46/296 [===>..........................] - ETA: 14s - loss: 0.3790 - accuracy: 0.8247
 47/296 [===>..........................] - ETA: 14s - loss: 0.3742 - accuracy: 0.8271
 48/296 [===>..........................] - ETA: 14s - loss: 0.3736 - accuracy: 0.8268
 49/296 [===>..........................] - ETA: 14s - loss: 0.3713 - accuracy: 0.8278
 50/296 [====>.........................] - ETA: 13s - loss: 0.3691 - accuracy: 0.8300
 51/296 [====>.........................] - ETA: 13s - loss: 0.3679 - accuracy: 0.8309
 52/296 [====>.........................] - ETA: 13s - loss: 0.3653 - accuracy: 0.8329
 53/296 [====>.........................] - ETA: 13s - loss: 0.3621 - accuracy: 0.8349
 54/296 [====>.........................] - ETA: 13s - loss: 0.3620 - accuracy: 0.8345
 55/296 [====>.........................] - ETA: 13s - loss: 0.3632 - accuracy: 0.8330
 56/296 [====>.........................] - ETA: 13s - loss: 0.3626 - accuracy: 0.8337
 57/296 [====>.........................] - ETA: 13s - loss: 0.3617 - accuracy: 0.8344
 58/296 [====>.........................] - ETA: 13s - loss: 0.3613 - accuracy: 0.8330
 59/296 [====>.........................] - ETA: 13s - loss: 0.3590 - accuracy: 0.8337
 60/296 [=====>........................] - ETA: 13s - loss: 0.3568 - accuracy: 0.8344
 61/296 [=====>........................] - ETA: 13s - loss: 0.3589 - accuracy: 0.8330
 62/296 [=====>........................] - ETA: 13s - loss: 0.3578 - accuracy: 0.8337
 63/296 [=====>........................] - ETA: 13s - loss: 0.3550 - accuracy: 0.8353
 64/296 [=====>........................] - ETA: 13s - loss: 0.3526 - accuracy: 0.8369
 65/296 [=====>........................] - ETA: 13s - loss: 0.3523 - accuracy: 0.8375
 66/296 [=====>........................] - ETA: 13s - loss: 0.3556 - accuracy: 0.8352
 67/296 [=====>........................] - ETA: 12s - loss: 0.3534 - accuracy: 0.8368
 68/296 [=====>........................] - ETA: 12s - loss: 0.3550 - accuracy: 0.8364
 69/296 [=====>........................] - ETA: 12s - loss: 0.3582 - accuracy: 0.8351
 70/296 [======>.......................] - ETA: 12s - loss: 0.3560 - accuracy: 0.8366
 71/296 [======>.......................] - ETA: 12s - loss: 0.3576 - accuracy: 0.8363
 72/296 [======>.......................] - ETA: 12s - loss: 0.3580 - accuracy: 0.8359
 73/296 [======>.......................] - ETA: 12s - loss: 0.3558 - accuracy: 0.8373
 74/296 [======>.......................] - ETA: 12s - loss: 0.3572 - accuracy: 0.8361
 75/296 [======>.......................] - ETA: 12s - loss: 0.3583 - accuracy: 0.8350
 76/296 [======>.......................] - ETA: 12s - loss: 0.3607 - accuracy: 0.8331
 77/296 [======>.......................] - ETA: 12s - loss: 0.3628 - accuracy: 0.8304
 78/296 [======>.......................] - ETA: 12s - loss: 0.3617 - accuracy: 0.8309
 79/296 [=======>......................] - ETA: 12s - loss: 0.3635 - accuracy: 0.8299
 80/296 [=======>......................] - ETA: 12s - loss: 0.3654 - accuracy: 0.8289
 81/296 [=======>......................] - ETA: 12s - loss: 0.3671 - accuracy: 0.8287
 82/296 [=======>......................] - ETA: 12s - loss: 0.3681 - accuracy: 0.8293
 83/296 [=======>......................] - ETA: 12s - loss: 0.3721 - accuracy: 0.8283
 84/296 [=======>......................] - ETA: 12s - loss: 0.3743 - accuracy: 0.8274
 85/296 [=======>......................] - ETA: 11s - loss: 0.3721 - accuracy: 0.8294
 86/296 [=======>......................] - ETA: 11s - loss: 0.3715 - accuracy: 0.8292
 87/296 [=======>......................] - ETA: 11s - loss: 0.3740 - accuracy: 0.8276
 88/296 [=======>......................] - ETA: 11s - loss: 0.3735 - accuracy: 0.8274
 89/296 [========>.....................] - ETA: 11s - loss: 0.3734 - accuracy: 0.8272
 90/296 [========>.....................] - ETA: 11s - loss: 0.3749 - accuracy: 0.8278
 91/296 [========>.....................] - ETA: 11s - loss: 0.3746 - accuracy: 0.8290
 92/296 [========>.....................] - ETA: 11s - loss: 0.3774 - accuracy: 0.8274
 93/296 [========>.....................] - ETA: 11s - loss: 0.3767 - accuracy: 0.8273
 94/296 [========>.....................] - ETA: 11s - loss: 0.3786 - accuracy: 0.8258
 95/296 [========>.....................] - ETA: 11s - loss: 0.3789 - accuracy: 0.8257
 96/296 [========>.....................] - ETA: 11s - loss: 0.3778 - accuracy: 0.8262
 97/296 [========>.....................] - ETA: 11s - loss: 0.3789 - accuracy: 0.8267
 98/296 [========>.....................] - ETA: 11s - loss: 0.3803 - accuracy: 0.8265
 99/296 [=========>....................] - ETA: 11s - loss: 0.3809 - accuracy: 0.8264
100/296 [=========>....................] - ETA: 11s - loss: 0.3798 - accuracy: 0.8269
101/296 [=========>....................] - ETA: 11s - loss: 0.3789 - accuracy: 0.8274
102/296 [=========>....................] - ETA: 11s - loss: 0.3803 - accuracy: 0.8254
103/296 [=========>....................] - ETA: 10s - loss: 0.3799 - accuracy: 0.8252
104/296 [=========>....................] - ETA: 10s - loss: 0.3794 - accuracy: 0.8257
105/296 [=========>....................] - ETA: 10s - loss: 0.3789 - accuracy: 0.8262
106/296 [=========>....................] - ETA: 10s - loss: 0.3791 - accuracy: 0.8261
107/296 [=========>....................] - ETA: 10s - loss: 0.3788 - accuracy: 0.8265
108/296 [=========>....................] - ETA: 10s - loss: 0.3777 - accuracy: 0.8275
109/296 [==========>...................] - ETA: 10s - loss: 0.3775 - accuracy: 0.8280
110/296 [==========>...................] - ETA: 10s - loss: 0.3779 - accuracy: 0.8284
111/296 [==========>...................] - ETA: 10s - loss: 0.3781 - accuracy: 0.8277
112/296 [==========>...................] - ETA: 10s - loss: 0.3779 - accuracy: 0.8270
113/296 [==========>...................] - ETA: 10s - loss: 0.3778 - accuracy: 0.8274
114/296 [==========>...................] - ETA: 10s - loss: 0.3799 - accuracy: 0.8257
115/296 [==========>...................] - ETA: 10s - loss: 0.3812 - accuracy: 0.8250
116/296 [==========>...................] - ETA: 10s - loss: 0.3799 - accuracy: 0.8254
117/296 [==========>...................] - ETA: 10s - loss: 0.3800 - accuracy: 0.8253
118/296 [==========>...................] - ETA: 10s - loss: 0.3795 - accuracy: 0.8263
119/296 [===========>..................] - ETA: 10s - loss: 0.3799 - accuracy: 0.8267
120/296 [===========>..................] - ETA: 10s - loss: 0.3801 - accuracy: 0.8260
121/296 [===========>..................] - ETA: 9s - loss: 0.3802 - accuracy: 0.8259 
122/296 [===========>..................] - ETA: 9s - loss: 0.3795 - accuracy: 0.8263
123/296 [===========>..................] - ETA: 9s - loss: 0.3802 - accuracy: 0.8252
124/296 [===========>..................] - ETA: 9s - loss: 0.3802 - accuracy: 0.8251
125/296 [===========>..................] - ETA: 9s - loss: 0.3815 - accuracy: 0.8255
126/296 [===========>..................] - ETA: 9s - loss: 0.3820 - accuracy: 0.8249
127/296 [===========>..................] - ETA: 9s - loss: 0.3821 - accuracy: 0.8243
128/296 [===========>..................] - ETA: 9s - loss: 0.3828 - accuracy: 0.8242
129/296 [============>.................] - ETA: 9s - loss: 0.3823 - accuracy: 0.8251
130/296 [============>.................] - ETA: 9s - loss: 0.3835 - accuracy: 0.8240
131/296 [============>.................] - ETA: 9s - loss: 0.3831 - accuracy: 0.8240
132/296 [============>.................] - ETA: 9s - loss: 0.3837 - accuracy: 0.8239
133/296 [============>.................] - ETA: 9s - loss: 0.3838 - accuracy: 0.8242
134/296 [============>.................] - ETA: 9s - loss: 0.3836 - accuracy: 0.8246
135/296 [============>.................] - ETA: 9s - loss: 0.3816 - accuracy: 0.8259
136/296 [============>.................] - ETA: 9s - loss: 0.3804 - accuracy: 0.8267
137/296 [============>.................] - ETA: 9s - loss: 0.3800 - accuracy: 0.8262
138/296 [============>.................] - ETA: 9s - loss: 0.3813 - accuracy: 0.8256
139/296 [=============>................] - ETA: 8s - loss: 0.3814 - accuracy: 0.8260
140/296 [=============>................] - ETA: 8s - loss: 0.3811 - accuracy: 0.8263
141/296 [=============>................] - ETA: 8s - loss: 0.3804 - accuracy: 0.8262
142/296 [=============>................] - ETA: 8s - loss: 0.3797 - accuracy: 0.8270
143/296 [=============>................] - ETA: 8s - loss: 0.3786 - accuracy: 0.8274
144/296 [=============>................] - ETA: 8s - loss: 0.3794 - accuracy: 0.8273
145/296 [=============>................] - ETA: 8s - loss: 0.3796 - accuracy: 0.8267
146/296 [=============>................] - ETA: 8s - loss: 0.3794 - accuracy: 0.8262
147/296 [=============>................] - ETA: 8s - loss: 0.3792 - accuracy: 0.8261
148/296 [==============>...............] - ETA: 8s - loss: 0.3776 - accuracy: 0.8264
149/296 [==============>...............] - ETA: 8s - loss: 0.3793 - accuracy: 0.8255
150/296 [==============>...............] - ETA: 8s - loss: 0.3780 - accuracy: 0.8263
151/296 [==============>...............] - ETA: 8s - loss: 0.3784 - accuracy: 0.8253
152/296 [==============>...............] - ETA: 8s - loss: 0.3805 - accuracy: 0.8240
153/296 [==============>...............] - ETA: 8s - loss: 0.3793 - accuracy: 0.8248
154/296 [==============>...............] - ETA: 8s - loss: 0.3788 - accuracy: 0.8247
155/296 [==============>...............] - ETA: 8s - loss: 0.3789 - accuracy: 0.8242
156/296 [==============>...............] - ETA: 7s - loss: 0.3797 - accuracy: 0.8241
157/296 [==============>...............] - ETA: 7s - loss: 0.3794 - accuracy: 0.8248
158/296 [===============>..............] - ETA: 7s - loss: 0.3797 - accuracy: 0.8252
159/296 [===============>..............] - ETA: 7s - loss: 0.3799 - accuracy: 0.8247
160/296 [===============>..............] - ETA: 7s - loss: 0.3793 - accuracy: 0.8250
161/296 [===============>..............] - ETA: 7s - loss: 0.3791 - accuracy: 0.8245
162/296 [===============>..............] - ETA: 7s - loss: 0.3782 - accuracy: 0.8248
163/296 [===============>..............] - ETA: 7s - loss: 0.3775 - accuracy: 0.8252
164/296 [===============>..............] - ETA: 7s - loss: 0.3772 - accuracy: 0.8251
165/296 [===============>..............] - ETA: 7s - loss: 0.3767 - accuracy: 0.8254
166/296 [===============>..............] - ETA: 7s - loss: 0.3782 - accuracy: 0.8249
167/296 [===============>..............] - ETA: 7s - loss: 0.3782 - accuracy: 0.8245
168/296 [================>.............] - ETA: 7s - loss: 0.3776 - accuracy: 0.8248
169/296 [================>.............] - ETA: 7s - loss: 0.3770 - accuracy: 0.8251
170/296 [================>.............] - ETA: 7s - loss: 0.3771 - accuracy: 0.8250
171/296 [================>.............] - ETA: 7s - loss: 0.3765 - accuracy: 0.8253
172/296 [================>.............] - ETA: 7s - loss: 0.3756 - accuracy: 0.8259
173/296 [================>.............] - ETA: 6s - loss: 0.3758 - accuracy: 0.8262
174/296 [================>.............] - ETA: 6s - loss: 0.3781 - accuracy: 0.8251
175/296 [================>.............] - ETA: 6s - loss: 0.3777 - accuracy: 0.8254
176/296 [================>.............] - ETA: 6s - loss: 0.3772 - accuracy: 0.8249
177/296 [================>.............] - ETA: 6s - loss: 0.3763 - accuracy: 0.8256
178/296 [=================>............] - ETA: 6s - loss: 0.3760 - accuracy: 0.8258
179/296 [=================>............] - ETA: 6s - loss: 0.3756 - accuracy: 0.8265
180/296 [=================>............] - ETA: 6s - loss: 0.3757 - accuracy: 0.8267
181/296 [=================>............] - ETA: 6s - loss: 0.3744 - accuracy: 0.8277
182/296 [=================>............] - ETA: 6s - loss: 0.3744 - accuracy: 0.8276
183/296 [=================>............] - ETA: 6s - loss: 0.3744 - accuracy: 0.8275
184/296 [=================>............] - ETA: 6s - loss: 0.3772 - accuracy: 0.8268
185/296 [=================>............] - ETA: 6s - loss: 0.3770 - accuracy: 0.8267
186/296 [=================>............] - ETA: 6s - loss: 0.3782 - accuracy: 0.8259
187/296 [=================>............] - ETA: 6s - loss: 0.3779 - accuracy: 0.8255
188/296 [==================>...........] - ETA: 6s - loss: 0.3790 - accuracy: 0.8251
189/296 [==================>...........] - ETA: 6s - loss: 0.3795 - accuracy: 0.8254
190/296 [==================>...........] - ETA: 5s - loss: 0.3799 - accuracy: 0.8253
191/296 [==================>...........] - ETA: 5s - loss: 0.3799 - accuracy: 0.8253
192/296 [==================>...........] - ETA: 5s - loss: 0.3791 - accuracy: 0.8262
193/296 [==================>...........] - ETA: 5s - loss: 0.3793 - accuracy: 0.8264
194/296 [==================>...........] - ETA: 5s - loss: 0.3809 - accuracy: 0.8244
195/296 [==================>...........] - ETA: 5s - loss: 0.3806 - accuracy: 0.8244
196/296 [==================>...........] - ETA: 5s - loss: 0.3814 - accuracy: 0.8233
197/296 [==================>...........] - ETA: 5s - loss: 0.3823 - accuracy: 0.8227
198/296 [===================>..........] - ETA: 5s - loss: 0.3826 - accuracy: 0.8232
199/296 [===================>..........] - ETA: 5s - loss: 0.3828 - accuracy: 0.8232
200/296 [===================>..........] - ETA: 5s - loss: 0.3822 - accuracy: 0.8238
201/296 [===================>..........] - ETA: 5s - loss: 0.3829 - accuracy: 0.8234
202/296 [===================>..........] - ETA: 5s - loss: 0.3821 - accuracy: 0.8239
203/296 [===================>..........] - ETA: 5s - loss: 0.3826 - accuracy: 0.8233
204/296 [===================>..........] - ETA: 5s - loss: 0.3823 - accuracy: 0.8238
205/296 [===================>..........] - ETA: 5s - loss: 0.3831 - accuracy: 0.8235
206/296 [===================>..........] - ETA: 5s - loss: 0.3826 - accuracy: 0.8237
207/296 [===================>..........] - ETA: 5s - loss: 0.3820 - accuracy: 0.8243
208/296 [====================>.........] - ETA: 4s - loss: 0.3813 - accuracy: 0.8248
209/296 [====================>.........] - ETA: 4s - loss: 0.3811 - accuracy: 0.8245
210/296 [====================>.........] - ETA: 4s - loss: 0.3823 - accuracy: 0.8241
211/296 [====================>.........] - ETA: 4s - loss: 0.3830 - accuracy: 0.8235
212/296 [====================>.........] - ETA: 4s - loss: 0.3839 - accuracy: 0.8231
213/296 [====================>.........] - ETA: 4s - loss: 0.3843 - accuracy: 0.8222
214/296 [====================>.........] - ETA: 4s - loss: 0.3839 - accuracy: 0.8221
215/296 [====================>.........] - ETA: 4s - loss: 0.3831 - accuracy: 0.8227
216/296 [====================>.........] - ETA: 4s - loss: 0.3828 - accuracy: 0.8226
217/296 [====================>.........] - ETA: 4s - loss: 0.3834 - accuracy: 0.8226
218/296 [=====================>........] - ETA: 4s - loss: 0.3840 - accuracy: 0.8222
219/296 [=====================>........] - ETA: 4s - loss: 0.3844 - accuracy: 0.8216
220/296 [=====================>........] - ETA: 4s - loss: 0.3845 - accuracy: 0.8216
221/296 [=====================>........] - ETA: 4s - loss: 0.3851 - accuracy: 0.8207
222/296 [=====================>........] - ETA: 4s - loss: 0.3848 - accuracy: 0.8212
223/296 [=====================>........] - ETA: 4s - loss: 0.3852 - accuracy: 0.8206
224/296 [=====================>........] - ETA: 4s - loss: 0.3852 - accuracy: 0.8209
225/296 [=====================>........] - ETA: 3s - loss: 0.3842 - accuracy: 0.8217
226/296 [=====================>........] - ETA: 3s - loss: 0.3836 - accuracy: 0.8225
227/296 [======================>.......] - ETA: 3s - loss: 0.3835 - accuracy: 0.8227
228/296 [======================>.......] - ETA: 3s - loss: 0.3836 - accuracy: 0.8226
229/296 [======================>.......] - ETA: 3s - loss: 0.3839 - accuracy: 0.8226
230/296 [======================>.......] - ETA: 3s - loss: 0.3842 - accuracy: 0.8223
231/296 [======================>.......] - ETA: 3s - loss: 0.3839 - accuracy: 0.8228
232/296 [======================>.......] - ETA: 3s - loss: 0.3841 - accuracy: 0.8227
233/296 [======================>.......] - ETA: 3s - loss: 0.3838 - accuracy: 0.8230
234/296 [======================>.......] - ETA: 3s - loss: 0.3833 - accuracy: 0.8232
235/296 [======================>.......] - ETA: 3s - loss: 0.3829 - accuracy: 0.8234
236/296 [======================>.......] - ETA: 3s - loss: 0.3828 - accuracy: 0.8236
237/296 [=======================>......] - ETA: 3s - loss: 0.3830 - accuracy: 0.8236
238/296 [=======================>......] - ETA: 3s - loss: 0.3833 - accuracy: 0.8238
239/296 [=======================>......] - ETA: 3s - loss: 0.3831 - accuracy: 0.8237
240/296 [=======================>......] - ETA: 3s - loss: 0.3843 - accuracy: 0.8229
241/296 [=======================>......] - ETA: 3s - loss: 0.3840 - accuracy: 0.8231
242/296 [=======================>......] - ETA: 3s - loss: 0.3836 - accuracy: 0.8233
243/296 [=======================>......] - ETA: 2s - loss: 0.3850 - accuracy: 0.8225
244/296 [=======================>......] - ETA: 2s - loss: 0.3845 - accuracy: 0.8230
245/296 [=======================>......] - ETA: 2s - loss: 0.3844 - accuracy: 0.8230
246/296 [=======================>......] - ETA: 2s - loss: 0.3841 - accuracy: 0.8232
247/296 [========================>.....] - ETA: 2s - loss: 0.3839 - accuracy: 0.8234
248/296 [========================>.....] - ETA: 2s - loss: 0.3843 - accuracy: 0.8231
249/296 [========================>.....] - ETA: 2s - loss: 0.3839 - accuracy: 0.8233
250/296 [========================>.....] - ETA: 2s - loss: 0.3837 - accuracy: 0.8232
251/296 [========================>.....] - ETA: 2s - loss: 0.3833 - accuracy: 0.8237
252/296 [========================>.....] - ETA: 2s - loss: 0.3833 - accuracy: 0.8242
253/296 [========================>.....] - ETA: 2s - loss: 0.3828 - accuracy: 0.8246
254/296 [========================>.....] - ETA: 2s - loss: 0.3823 - accuracy: 0.8246
255/296 [========================>.....] - ETA: 2s - loss: 0.3818 - accuracy: 0.8250
256/296 [========================>.....] - ETA: 2s - loss: 0.3816 - accuracy: 0.8252
257/296 [=========================>....] - ETA: 2s - loss: 0.3809 - accuracy: 0.8256
258/296 [=========================>....] - ETA: 2s - loss: 0.3816 - accuracy: 0.8253
259/296 [=========================>....] - ETA: 2s - loss: 0.3813 - accuracy: 0.8253
260/296 [=========================>....] - ETA: 2s - loss: 0.3808 - accuracy: 0.8252
261/296 [=========================>....] - ETA: 1s - loss: 0.3814 - accuracy: 0.8250
262/296 [=========================>....] - ETA: 1s - loss: 0.3817 - accuracy: 0.8247
263/296 [=========================>....] - ETA: 1s - loss: 0.3813 - accuracy: 0.8251
264/296 [=========================>....] - ETA: 1s - loss: 0.3811 - accuracy: 0.8253
265/296 [=========================>....] - ETA: 1s - loss: 0.3817 - accuracy: 0.8245
266/296 [=========================>....] - ETA: 1s - loss: 0.3813 - accuracy: 0.8247
267/296 [==========================>...] - ETA: 1s - loss: 0.3811 - accuracy: 0.8249
268/296 [==========================>...] - ETA: 1s - loss: 0.3811 - accuracy: 0.8251
269/296 [==========================>...] - ETA: 1s - loss: 0.3819 - accuracy: 0.8250
270/296 [==========================>...] - ETA: 1s - loss: 0.3818 - accuracy: 0.8248
271/296 [==========================>...] - ETA: 1s - loss: 0.3825 - accuracy: 0.8243
272/296 [==========================>...] - ETA: 1s - loss: 0.3819 - accuracy: 0.8244
273/296 [==========================>...] - ETA: 1s - loss: 0.3817 - accuracy: 0.8246
274/296 [==========================>...] - ETA: 1s - loss: 0.3819 - accuracy: 0.8241
275/296 [==========================>...] - ETA: 1s - loss: 0.3826 - accuracy: 0.8236
276/296 [==========================>...] - ETA: 1s - loss: 0.3825 - accuracy: 0.8238
277/296 [===========================>..] - ETA: 1s - loss: 0.3820 - accuracy: 0.8238
278/296 [===========================>..] - ETA: 1s - loss: 0.3817 - accuracy: 0.8240
279/296 [===========================>..] - ETA: 0s - loss: 0.3815 - accuracy: 0.8241
280/296 [===========================>..] - ETA: 0s - loss: 0.3812 - accuracy: 0.8246
281/296 [===========================>..] - ETA: 0s - loss: 0.3816 - accuracy: 0.8243
282/296 [===========================>..] - ETA: 0s - loss: 0.3815 - accuracy: 0.8240
283/296 [===========================>..] - ETA: 0s - loss: 0.3812 - accuracy: 0.8242
284/296 [===========================>..] - ETA: 0s - loss: 0.3807 - accuracy: 0.8246
285/296 [===========================>..] - ETA: 0s - loss: 0.3805 - accuracy: 0.8243
286/296 [===========================>..] - ETA: 0s - loss: 0.3803 - accuracy: 0.8243
287/296 [============================>.] - ETA: 0s - loss: 0.3806 - accuracy: 0.8240
288/296 [============================>.] - ETA: 0s - loss: 0.3808 - accuracy: 0.8240
289/296 [============================>.] - ETA: 0s - loss: 0.3807 - accuracy: 0.8242
290/296 [============================>.] - ETA: 0s - loss: 0.3805 - accuracy: 0.8244
291/296 [============================>.] - ETA: 0s - loss: 0.3807 - accuracy: 0.8239
292/296 [============================>.] - ETA: 0s - loss: 0.3809 - accuracy: 0.8236
293/296 [============================>.] - ETA: 0s - loss: 0.3809 - accuracy: 0.8236
294/296 [============================>.] - ETA: 0s - loss: 0.3803 - accuracy: 0.8238
295/296 [============================>.] - ETA: 0s - loss: 0.3794 - accuracy: 0.8244
296/296 [==============================] - 16s 56ms/step - loss: 0.3797 - accuracy: 0.8244

296/296 [==============================] - 18s 60ms/step - loss: 0.3797 - accuracy: 0.8244 - val_loss: 0.4103 - val_accuracy: 0.8110
Epoch 19/50

  1/296 [..............................] - ETA: 16s - loss: 0.3928 - accuracy: 0.8125
  2/296 [..............................] - ETA: 15s - loss: 0.3263 - accuracy: 0.8438
  3/296 [..............................] - ETA: 15s - loss: 0.3209 - accuracy: 0.8542
  4/296 [..............................] - ETA: 15s - loss: 0.3131 - accuracy: 0.8438
  5/296 [..............................] - ETA: 15s - loss: 0.3555 - accuracy: 0.8250
  6/296 [..............................] - ETA: 15s - loss: 0.3225 - accuracy: 0.8438
  7/296 [..............................] - ETA: 15s - loss: 0.3076 - accuracy: 0.8482
  8/296 [..............................] - ETA: 15s - loss: 0.3100 - accuracy: 0.8438
  9/296 [..............................] - ETA: 15s - loss: 0.3326 - accuracy: 0.8264
 10/296 [>.............................] - ETA: 15s - loss: 0.3203 - accuracy: 0.8438
 11/296 [>.............................] - ETA: 15s - loss: 0.3223 - accuracy: 0.8466
 12/296 [>.............................] - ETA: 15s - loss: 0.3560 - accuracy: 0.8281
 13/296 [>.............................] - ETA: 15s - loss: 0.3665 - accuracy: 0.8269
 14/296 [>.............................] - ETA: 15s - loss: 0.3746 - accuracy: 0.8214
 15/296 [>.............................] - ETA: 15s - loss: 0.3808 - accuracy: 0.8167
 16/296 [>.............................] - ETA: 15s - loss: 0.3733 - accuracy: 0.8164
 17/296 [>.............................] - ETA: 15s - loss: 0.3719 - accuracy: 0.8162
 18/296 [>.............................] - ETA: 15s - loss: 0.3687 - accuracy: 0.8194
 19/296 [>.............................] - ETA: 15s - loss: 0.3656 - accuracy: 0.8224
 20/296 [=>............................] - ETA: 15s - loss: 0.3771 - accuracy: 0.8125
 21/296 [=>............................] - ETA: 14s - loss: 0.3800 - accuracy: 0.8155
 22/296 [=>............................] - ETA: 14s - loss: 0.3790 - accuracy: 0.8125
 23/296 [=>............................] - ETA: 14s - loss: 0.3934 - accuracy: 0.8071
 24/296 [=>............................] - ETA: 14s - loss: 0.3986 - accuracy: 0.8073
 25/296 [=>............................] - ETA: 14s - loss: 0.4096 - accuracy: 0.8050
 26/296 [=>............................] - ETA: 14s - loss: 0.4127 - accuracy: 0.8053
 27/296 [=>............................] - ETA: 14s - loss: 0.4110 - accuracy: 0.8102
 28/296 [=>............................] - ETA: 14s - loss: 0.4175 - accuracy: 0.8080
 29/296 [=>............................] - ETA: 14s - loss: 0.4153 - accuracy: 0.8125
 30/296 [==>...........................] - ETA: 14s - loss: 0.4179 - accuracy: 0.8083
 31/296 [==>...........................] - ETA: 14s - loss: 0.4128 - accuracy: 0.8105
 32/296 [==>...........................] - ETA: 14s - loss: 0.4072 - accuracy: 0.8145
 33/296 [==>...........................] - ETA: 14s - loss: 0.4003 - accuracy: 0.8182
 34/296 [==>...........................] - ETA: 14s - loss: 0.3975 - accuracy: 0.8217
 35/296 [==>...........................] - ETA: 14s - loss: 0.3922 - accuracy: 0.8250
 36/296 [==>...........................] - ETA: 14s - loss: 0.3923 - accuracy: 0.8229
 37/296 [==>...........................] - ETA: 14s - loss: 0.3900 - accuracy: 0.8243
 38/296 [==>...........................] - ETA: 14s - loss: 0.3887 - accuracy: 0.8240
 39/296 [==>...........................] - ETA: 13s - loss: 0.3830 - accuracy: 0.8269
 40/296 [===>..........................] - ETA: 13s - loss: 0.3832 - accuracy: 0.8266
 41/296 [===>..........................] - ETA: 13s - loss: 0.3812 - accuracy: 0.8277
 42/296 [===>..........................] - ETA: 13s - loss: 0.3842 - accuracy: 0.8244
 43/296 [===>..........................] - ETA: 13s - loss: 0.3785 - accuracy: 0.8270
 44/296 [===>..........................] - ETA: 13s - loss: 0.3800 - accuracy: 0.8267
 45/296 [===>..........................] - ETA: 13s - loss: 0.3815 - accuracy: 0.8250
 46/296 [===>..........................] - ETA: 13s - loss: 0.3802 - accuracy: 0.8247
 47/296 [===>..........................] - ETA: 13s - loss: 0.3804 - accuracy: 0.8245
 48/296 [===>..........................] - ETA: 13s - loss: 0.3817 - accuracy: 0.8216
 49/296 [===>..........................] - ETA: 13s - loss: 0.3814 - accuracy: 0.8227
 50/296 [====>.........................] - ETA: 13s - loss: 0.3810 - accuracy: 0.8238
 51/296 [====>.........................] - ETA: 13s - loss: 0.3838 - accuracy: 0.8211
 52/296 [====>.........................] - ETA: 13s - loss: 0.3823 - accuracy: 0.8221
 53/296 [====>.........................] - ETA: 13s - loss: 0.3874 - accuracy: 0.8184
 54/296 [====>.........................] - ETA: 13s - loss: 0.3870 - accuracy: 0.8183
 55/296 [====>.........................] - ETA: 13s - loss: 0.3856 - accuracy: 0.8170
 56/296 [====>.........................] - ETA: 13s - loss: 0.3837 - accuracy: 0.8170
 57/296 [====>.........................] - ETA: 13s - loss: 0.3795 - accuracy: 0.8202
 58/296 [====>.........................] - ETA: 12s - loss: 0.3809 - accuracy: 0.8211
 59/296 [====>.........................] - ETA: 12s - loss: 0.3846 - accuracy: 0.8199
 60/296 [=====>........................] - ETA: 12s - loss: 0.3888 - accuracy: 0.8188
 61/296 [=====>........................] - ETA: 12s - loss: 0.3894 - accuracy: 0.8176
 62/296 [=====>........................] - ETA: 12s - loss: 0.3886 - accuracy: 0.8175
 63/296 [=====>........................] - ETA: 12s - loss: 0.3888 - accuracy: 0.8185
 64/296 [=====>........................] - ETA: 12s - loss: 0.3873 - accuracy: 0.8203
 65/296 [=====>........................] - ETA: 12s - loss: 0.3861 - accuracy: 0.8231
 66/296 [=====>........................] - ETA: 12s - loss: 0.3879 - accuracy: 0.8201
 67/296 [=====>........................] - ETA: 12s - loss: 0.3889 - accuracy: 0.8190
 68/296 [=====>........................] - ETA: 12s - loss: 0.3885 - accuracy: 0.8180
 69/296 [=====>........................] - ETA: 12s - loss: 0.3868 - accuracy: 0.8207
 70/296 [======>.......................] - ETA: 12s - loss: 0.3857 - accuracy: 0.8223
 71/296 [======>.......................] - ETA: 12s - loss: 0.3863 - accuracy: 0.8222
 72/296 [======>.......................] - ETA: 12s - loss: 0.3855 - accuracy: 0.8229
 73/296 [======>.......................] - ETA: 12s - loss: 0.3832 - accuracy: 0.8245
 74/296 [======>.......................] - ETA: 12s - loss: 0.3799 - accuracy: 0.8269
 75/296 [======>.......................] - ETA: 12s - loss: 0.3780 - accuracy: 0.8275
 76/296 [======>.......................] - ETA: 11s - loss: 0.3787 - accuracy: 0.8257
 77/296 [======>.......................] - ETA: 11s - loss: 0.3790 - accuracy: 0.8255
 78/296 [======>.......................] - ETA: 11s - loss: 0.3793 - accuracy: 0.8253
 79/296 [=======>......................] - ETA: 11s - loss: 0.3821 - accuracy: 0.8244
 80/296 [=======>......................] - ETA: 11s - loss: 0.3819 - accuracy: 0.8250
 81/296 [=======>......................] - ETA: 11s - loss: 0.3806 - accuracy: 0.8248
 82/296 [=======>......................] - ETA: 11s - loss: 0.3780 - accuracy: 0.8262
 83/296 [=======>......................] - ETA: 11s - loss: 0.3765 - accuracy: 0.8268
 84/296 [=======>......................] - ETA: 11s - loss: 0.3734 - accuracy: 0.8281
 85/296 [=======>......................] - ETA: 11s - loss: 0.3709 - accuracy: 0.8294
 86/296 [=======>......................] - ETA: 11s - loss: 0.3709 - accuracy: 0.8292
 87/296 [=======>......................] - ETA: 11s - loss: 0.3736 - accuracy: 0.8276
 88/296 [=======>......................] - ETA: 11s - loss: 0.3737 - accuracy: 0.8274
 89/296 [========>.....................] - ETA: 11s - loss: 0.3765 - accuracy: 0.8272
 90/296 [========>.....................] - ETA: 11s - loss: 0.3774 - accuracy: 0.8257
 91/296 [========>.....................] - ETA: 11s - loss: 0.3771 - accuracy: 0.8255
 92/296 [========>.....................] - ETA: 11s - loss: 0.3794 - accuracy: 0.8234
 93/296 [========>.....................] - ETA: 11s - loss: 0.3797 - accuracy: 0.8233
 94/296 [========>.....................] - ETA: 11s - loss: 0.3782 - accuracy: 0.8238
 95/296 [========>.....................] - ETA: 10s - loss: 0.3773 - accuracy: 0.8243
 96/296 [========>.....................] - ETA: 10s - loss: 0.3779 - accuracy: 0.8229
 97/296 [========>.....................] - ETA: 10s - loss: 0.3805 - accuracy: 0.8235
 98/296 [========>.....................] - ETA: 10s - loss: 0.3815 - accuracy: 0.8227
 99/296 [=========>....................] - ETA: 10s - loss: 0.3797 - accuracy: 0.8239
100/296 [=========>....................] - ETA: 10s - loss: 0.3806 - accuracy: 0.8231
101/296 [=========>....................] - ETA: 10s - loss: 0.3835 - accuracy: 0.8212
102/296 [=========>....................] - ETA: 10s - loss: 0.3818 - accuracy: 0.8229
103/296 [=========>....................] - ETA: 10s - loss: 0.3831 - accuracy: 0.8222
104/296 [=========>....................] - ETA: 10s - loss: 0.3838 - accuracy: 0.8215
105/296 [=========>....................] - ETA: 10s - loss: 0.3835 - accuracy: 0.8214
106/296 [=========>....................] - ETA: 10s - loss: 0.3828 - accuracy: 0.8219
107/296 [=========>....................] - ETA: 10s - loss: 0.3814 - accuracy: 0.8236
108/296 [=========>....................] - ETA: 10s - loss: 0.3829 - accuracy: 0.8229
109/296 [==========>...................] - ETA: 10s - loss: 0.3828 - accuracy: 0.8228
110/296 [==========>...................] - ETA: 10s - loss: 0.3816 - accuracy: 0.8244
111/296 [==========>...................] - ETA: 10s - loss: 0.3817 - accuracy: 0.8238
112/296 [==========>...................] - ETA: 10s - loss: 0.3820 - accuracy: 0.8231
113/296 [==========>...................] - ETA: 9s - loss: 0.3815 - accuracy: 0.8241 
114/296 [==========>...................] - ETA: 9s - loss: 0.3807 - accuracy: 0.8240
115/296 [==========>...................] - ETA: 9s - loss: 0.3815 - accuracy: 0.8234
116/296 [==========>...................] - ETA: 9s - loss: 0.3823 - accuracy: 0.8222
117/296 [==========>...................] - ETA: 9s - loss: 0.3812 - accuracy: 0.8226
118/296 [==========>...................] - ETA: 9s - loss: 0.3805 - accuracy: 0.8231
119/296 [===========>..................] - ETA: 9s - loss: 0.3807 - accuracy: 0.8230
120/296 [===========>..................] - ETA: 9s - loss: 0.3789 - accuracy: 0.8240
121/296 [===========>..................] - ETA: 9s - loss: 0.3776 - accuracy: 0.8254
122/296 [===========>..................] - ETA: 9s - loss: 0.3757 - accuracy: 0.8263
123/296 [===========>..................] - ETA: 9s - loss: 0.3755 - accuracy: 0.8262
124/296 [===========>..................] - ETA: 9s - loss: 0.3754 - accuracy: 0.8261
125/296 [===========>..................] - ETA: 9s - loss: 0.3764 - accuracy: 0.8255
126/296 [===========>..................] - ETA: 9s - loss: 0.3770 - accuracy: 0.8244
127/296 [===========>..................] - ETA: 9s - loss: 0.3797 - accuracy: 0.8228
128/296 [===========>..................] - ETA: 9s - loss: 0.3799 - accuracy: 0.8228
129/296 [============>.................] - ETA: 9s - loss: 0.3784 - accuracy: 0.8236
130/296 [============>.................] - ETA: 9s - loss: 0.3782 - accuracy: 0.8236
131/296 [============>.................] - ETA: 8s - loss: 0.3786 - accuracy: 0.8235
132/296 [============>.................] - ETA: 8s - loss: 0.3790 - accuracy: 0.8234
133/296 [============>.................] - ETA: 8s - loss: 0.3774 - accuracy: 0.8238
134/296 [============>.................] - ETA: 8s - loss: 0.3785 - accuracy: 0.8218
135/296 [============>.................] - ETA: 8s - loss: 0.3792 - accuracy: 0.8218
136/296 [============>.................] - ETA: 8s - loss: 0.3797 - accuracy: 0.8217
137/296 [============>.................] - ETA: 8s - loss: 0.3783 - accuracy: 0.8225
138/296 [============>.................] - ETA: 8s - loss: 0.3800 - accuracy: 0.8216
139/296 [=============>................] - ETA: 8s - loss: 0.3795 - accuracy: 0.8219
140/296 [=============>................] - ETA: 8s - loss: 0.3784 - accuracy: 0.8223
141/296 [=============>................] - ETA: 8s - loss: 0.3790 - accuracy: 0.8214
142/296 [=============>................] - ETA: 8s - loss: 0.3783 - accuracy: 0.8213
143/296 [=============>................] - ETA: 8s - loss: 0.3776 - accuracy: 0.8217
144/296 [=============>................] - ETA: 8s - loss: 0.3776 - accuracy: 0.8212
145/296 [=============>................] - ETA: 8s - loss: 0.3776 - accuracy: 0.8216
146/296 [=============>................] - ETA: 8s - loss: 0.3775 - accuracy: 0.8215
147/296 [=============>................] - ETA: 8s - loss: 0.3767 - accuracy: 0.8223
148/296 [==============>...............] - ETA: 8s - loss: 0.3762 - accuracy: 0.8231
149/296 [==============>...............] - ETA: 8s - loss: 0.3752 - accuracy: 0.8238
150/296 [==============>...............] - ETA: 7s - loss: 0.3751 - accuracy: 0.8233
151/296 [==============>...............] - ETA: 7s - loss: 0.3743 - accuracy: 0.8233
152/296 [==============>...............] - ETA: 7s - loss: 0.3732 - accuracy: 0.8240
153/296 [==============>...............] - ETA: 7s - loss: 0.3725 - accuracy: 0.8243
154/296 [==============>...............] - ETA: 7s - loss: 0.3718 - accuracy: 0.8243
155/296 [==============>...............] - ETA: 7s - loss: 0.3716 - accuracy: 0.8246
156/296 [==============>...............] - ETA: 7s - loss: 0.3712 - accuracy: 0.8253
157/296 [==============>...............] - ETA: 7s - loss: 0.3707 - accuracy: 0.8256
158/296 [===============>..............] - ETA: 7s - loss: 0.3718 - accuracy: 0.8259
159/296 [===============>..............] - ETA: 7s - loss: 0.3728 - accuracy: 0.8251
160/296 [===============>..............] - ETA: 7s - loss: 0.3721 - accuracy: 0.8254
161/296 [===============>..............] - ETA: 7s - loss: 0.3735 - accuracy: 0.8257
162/296 [===============>..............] - ETA: 7s - loss: 0.3733 - accuracy: 0.8260
163/296 [===============>..............] - ETA: 7s - loss: 0.3768 - accuracy: 0.8252
164/296 [===============>..............] - ETA: 7s - loss: 0.3799 - accuracy: 0.8236
165/296 [===============>..............] - ETA: 7s - loss: 0.3811 - accuracy: 0.8223
166/296 [===============>..............] - ETA: 7s - loss: 0.3806 - accuracy: 0.8219
167/296 [===============>..............] - ETA: 7s - loss: 0.3812 - accuracy: 0.8215
168/296 [================>.............] - ETA: 6s - loss: 0.3804 - accuracy: 0.8225
169/296 [================>.............] - ETA: 6s - loss: 0.3799 - accuracy: 0.8232
170/296 [================>.............] - ETA: 6s - loss: 0.3793 - accuracy: 0.8239
171/296 [================>.............] - ETA: 6s - loss: 0.3800 - accuracy: 0.8238
172/296 [================>.............] - ETA: 6s - loss: 0.3795 - accuracy: 0.8241
173/296 [================>.............] - ETA: 6s - loss: 0.3795 - accuracy: 0.8237
174/296 [================>.............] - ETA: 6s - loss: 0.3786 - accuracy: 0.8244
175/296 [================>.............] - ETA: 6s - loss: 0.3782 - accuracy: 0.8246
176/296 [================>.............] - ETA: 6s - loss: 0.3783 - accuracy: 0.8242
177/296 [================>.............] - ETA: 6s - loss: 0.3782 - accuracy: 0.8245
178/296 [=================>............] - ETA: 6s - loss: 0.3774 - accuracy: 0.8251
179/296 [=================>............] - ETA: 6s - loss: 0.3786 - accuracy: 0.8251
180/296 [=================>............] - ETA: 6s - loss: 0.3792 - accuracy: 0.8247
181/296 [=================>............] - ETA: 6s - loss: 0.3794 - accuracy: 0.8246
182/296 [=================>............] - ETA: 6s - loss: 0.3798 - accuracy: 0.8238
183/296 [=================>............] - ETA: 6s - loss: 0.3803 - accuracy: 0.8231
184/296 [=================>............] - ETA: 6s - loss: 0.3797 - accuracy: 0.8237
185/296 [=================>............] - ETA: 6s - loss: 0.3811 - accuracy: 0.8236
186/296 [=================>............] - ETA: 6s - loss: 0.3805 - accuracy: 0.8233
187/296 [=================>............] - ETA: 5s - loss: 0.3808 - accuracy: 0.8239
188/296 [==================>...........] - ETA: 5s - loss: 0.3803 - accuracy: 0.8238
189/296 [==================>...........] - ETA: 5s - loss: 0.3798 - accuracy: 0.8244
190/296 [==================>...........] - ETA: 5s - loss: 0.3802 - accuracy: 0.8247
191/296 [==================>...........] - ETA: 5s - loss: 0.3806 - accuracy: 0.8240
192/296 [==================>...........] - ETA: 5s - loss: 0.3804 - accuracy: 0.8242
193/296 [==================>...........] - ETA: 5s - loss: 0.3798 - accuracy: 0.8248
194/296 [==================>...........] - ETA: 5s - loss: 0.3801 - accuracy: 0.8244
195/296 [==================>...........] - ETA: 5s - loss: 0.3797 - accuracy: 0.8244
196/296 [==================>...........] - ETA: 5s - loss: 0.3786 - accuracy: 0.8249
197/296 [==================>...........] - ETA: 5s - loss: 0.3789 - accuracy: 0.8236
198/296 [===================>..........] - ETA: 5s - loss: 0.3789 - accuracy: 0.8235
199/296 [===================>..........] - ETA: 5s - loss: 0.3786 - accuracy: 0.8238
200/296 [===================>..........] - ETA: 5s - loss: 0.3785 - accuracy: 0.8238
201/296 [===================>..........] - ETA: 5s - loss: 0.3789 - accuracy: 0.8231
202/296 [===================>..........] - ETA: 5s - loss: 0.3812 - accuracy: 0.8227
203/296 [===================>..........] - ETA: 5s - loss: 0.3814 - accuracy: 0.8233
204/296 [===================>..........] - ETA: 5s - loss: 0.3810 - accuracy: 0.8232
205/296 [===================>..........] - ETA: 4s - loss: 0.3813 - accuracy: 0.8226
206/296 [===================>..........] - ETA: 4s - loss: 0.3807 - accuracy: 0.8228
207/296 [===================>..........] - ETA: 4s - loss: 0.3805 - accuracy: 0.8228
208/296 [====================>.........] - ETA: 4s - loss: 0.3805 - accuracy: 0.8227
209/296 [====================>.........] - ETA: 4s - loss: 0.3803 - accuracy: 0.8230
210/296 [====================>.........] - ETA: 4s - loss: 0.3809 - accuracy: 0.8223
211/296 [====================>.........] - ETA: 4s - loss: 0.3820 - accuracy: 0.8214
212/296 [====================>.........] - ETA: 4s - loss: 0.3818 - accuracy: 0.8216
213/296 [====================>.........] - ETA: 4s - loss: 0.3818 - accuracy: 0.8219
214/296 [====================>.........] - ETA: 4s - loss: 0.3814 - accuracy: 0.8221
215/296 [====================>.........] - ETA: 4s - loss: 0.3814 - accuracy: 0.8221
216/296 [====================>.........] - ETA: 4s - loss: 0.3814 - accuracy: 0.8218
217/296 [====================>.........] - ETA: 4s - loss: 0.3815 - accuracy: 0.8220
218/296 [=====================>........] - ETA: 4s - loss: 0.3811 - accuracy: 0.8222
219/296 [=====================>........] - ETA: 4s - loss: 0.3804 - accuracy: 0.8228
220/296 [=====================>........] - ETA: 4s - loss: 0.3807 - accuracy: 0.8227
221/296 [=====================>........] - ETA: 4s - loss: 0.3803 - accuracy: 0.8230
222/296 [=====================>........] - ETA: 4s - loss: 0.3807 - accuracy: 0.8221
223/296 [=====================>........] - ETA: 3s - loss: 0.3808 - accuracy: 0.8217
224/296 [=====================>........] - ETA: 3s - loss: 0.3809 - accuracy: 0.8217
225/296 [=====================>........] - ETA: 3s - loss: 0.3804 - accuracy: 0.8219
226/296 [=====================>........] - ETA: 3s - loss: 0.3797 - accuracy: 0.8222
227/296 [======================>.......] - ETA: 3s - loss: 0.3805 - accuracy: 0.8213
228/296 [======================>.......] - ETA: 3s - loss: 0.3808 - accuracy: 0.8215
229/296 [======================>.......] - ETA: 3s - loss: 0.3803 - accuracy: 0.8215
230/296 [======================>.......] - ETA: 3s - loss: 0.3813 - accuracy: 0.8212
231/296 [======================>.......] - ETA: 3s - loss: 0.3805 - accuracy: 0.8220
232/296 [======================>.......] - ETA: 3s - loss: 0.3806 - accuracy: 0.8214
233/296 [======================>.......] - ETA: 3s - loss: 0.3807 - accuracy: 0.8211
234/296 [======================>.......] - ETA: 3s - loss: 0.3799 - accuracy: 0.8216
235/296 [======================>.......] - ETA: 3s - loss: 0.3797 - accuracy: 0.8215
236/296 [======================>.......] - ETA: 3s - loss: 0.3791 - accuracy: 0.8220
237/296 [=======================>......] - ETA: 3s - loss: 0.3788 - accuracy: 0.8223
238/296 [=======================>......] - ETA: 3s - loss: 0.3794 - accuracy: 0.8217
239/296 [=======================>......] - ETA: 3s - loss: 0.3797 - accuracy: 0.8214
240/296 [=======================>......] - ETA: 3s - loss: 0.3809 - accuracy: 0.8208
241/296 [=======================>......] - ETA: 3s - loss: 0.3804 - accuracy: 0.8213
242/296 [=======================>......] - ETA: 2s - loss: 0.3795 - accuracy: 0.8218
243/296 [=======================>......] - ETA: 2s - loss: 0.3800 - accuracy: 0.8215
244/296 [=======================>......] - ETA: 2s - loss: 0.3801 - accuracy: 0.8215
245/296 [=======================>......] - ETA: 2s - loss: 0.3801 - accuracy: 0.8214
246/296 [=======================>......] - ETA: 2s - loss: 0.3809 - accuracy: 0.8211
247/296 [========================>.....] - ETA: 2s - loss: 0.3811 - accuracy: 0.8211
248/296 [========================>.....] - ETA: 2s - loss: 0.3812 - accuracy: 0.8211
249/296 [========================>.....] - ETA: 2s - loss: 0.3811 - accuracy: 0.8213
250/296 [========================>.....] - ETA: 2s - loss: 0.3818 - accuracy: 0.8213
251/296 [========================>.....] - ETA: 2s - loss: 0.3816 - accuracy: 0.8217
252/296 [========================>.....] - ETA: 2s - loss: 0.3817 - accuracy: 0.8214
253/296 [========================>.....] - ETA: 2s - loss: 0.3816 - accuracy: 0.8214
254/296 [========================>.....] - ETA: 2s - loss: 0.3817 - accuracy: 0.8214
255/296 [========================>.....] - ETA: 2s - loss: 0.3824 - accuracy: 0.8206
256/296 [========================>.....] - ETA: 2s - loss: 0.3831 - accuracy: 0.8203
257/296 [=========================>....] - ETA: 2s - loss: 0.3829 - accuracy: 0.8203
258/296 [=========================>....] - ETA: 2s - loss: 0.3831 - accuracy: 0.8203
259/296 [=========================>....] - ETA: 2s - loss: 0.3829 - accuracy: 0.8205
260/296 [=========================>....] - ETA: 1s - loss: 0.3831 - accuracy: 0.8202
261/296 [=========================>....] - ETA: 1s - loss: 0.3832 - accuracy: 0.8204
262/296 [=========================>....] - ETA: 1s - loss: 0.3830 - accuracy: 0.8201
263/296 [=========================>....] - ETA: 1s - loss: 0.3826 - accuracy: 0.8203
264/296 [=========================>....] - ETA: 1s - loss: 0.3824 - accuracy: 0.8203
265/296 [=========================>....] - ETA: 1s - loss: 0.3826 - accuracy: 0.8203
266/296 [=========================>....] - ETA: 1s - loss: 0.3827 - accuracy: 0.8205
267/296 [==========================>...] - ETA: 1s - loss: 0.3840 - accuracy: 0.8200
268/296 [==========================>...] - ETA: 1s - loss: 0.3833 - accuracy: 0.8204
269/296 [==========================>...] - ETA: 1s - loss: 0.3835 - accuracy: 0.8199
270/296 [==========================>...] - ETA: 1s - loss: 0.3838 - accuracy: 0.8197
271/296 [==========================>...] - ETA: 1s - loss: 0.3841 - accuracy: 0.8196
272/296 [==========================>...] - ETA: 1s - loss: 0.3836 - accuracy: 0.8196
273/296 [==========================>...] - ETA: 1s - loss: 0.3840 - accuracy: 0.8196
274/296 [==========================>...] - ETA: 1s - loss: 0.3847 - accuracy: 0.8193
275/296 [==========================>...] - ETA: 1s - loss: 0.3839 - accuracy: 0.8198
276/296 [==========================>...] - ETA: 1s - loss: 0.3840 - accuracy: 0.8197
277/296 [===========================>..] - ETA: 1s - loss: 0.3834 - accuracy: 0.8199
278/296 [===========================>..] - ETA: 0s - loss: 0.3833 - accuracy: 0.8201
279/296 [===========================>..] - ETA: 0s - loss: 0.3831 - accuracy: 0.8203
280/296 [===========================>..] - ETA: 0s - loss: 0.3832 - accuracy: 0.8203
281/296 [===========================>..] - ETA: 0s - loss: 0.3832 - accuracy: 0.8205
282/296 [===========================>..] - ETA: 0s - loss: 0.3836 - accuracy: 0.8198
283/296 [===========================>..] - ETA: 0s - loss: 0.3837 - accuracy: 0.8196
284/296 [===========================>..] - ETA: 0s - loss: 0.3838 - accuracy: 0.8193
285/296 [===========================>..] - ETA: 0s - loss: 0.3837 - accuracy: 0.8195
286/296 [===========================>..] - ETA: 0s - loss: 0.3842 - accuracy: 0.8195
287/296 [============================>.] - ETA: 0s - loss: 0.3845 - accuracy: 0.8195
288/296 [============================>.] - ETA: 0s - loss: 0.3843 - accuracy: 0.8194
289/296 [============================>.] - ETA: 0s - loss: 0.3845 - accuracy: 0.8194
290/296 [============================>.] - ETA: 0s - loss: 0.3842 - accuracy: 0.8198
291/296 [============================>.] - ETA: 0s - loss: 0.3845 - accuracy: 0.8200
292/296 [============================>.] - ETA: 0s - loss: 0.3843 - accuracy: 0.8202
293/296 [============================>.] - ETA: 0s - loss: 0.3839 - accuracy: 0.8204
294/296 [============================>.] - ETA: 0s - loss: 0.3833 - accuracy: 0.8208
295/296 [============================>.] - ETA: 0s - loss: 0.3834 - accuracy: 0.8208
296/296 [==============================] - 16s 56ms/step - loss: 0.3841 - accuracy: 0.8203

296/296 [==============================] - 18s 60ms/step - loss: 0.3841 - accuracy: 0.8203 - val_loss: 0.3898 - val_accuracy: 0.8180
Epoch 20/50

  1/296 [..............................] - ETA: 15s - loss: 0.5121 - accuracy: 0.6875
  2/296 [..............................] - ETA: 15s - loss: 0.4872 - accuracy: 0.7812
  3/296 [..............................] - ETA: 15s - loss: 0.4303 - accuracy: 0.8125
  4/296 [..............................] - ETA: 15s - loss: 0.4269 - accuracy: 0.8438
  5/296 [..............................] - ETA: 15s - loss: 0.4635 - accuracy: 0.8000
  6/296 [..............................] - ETA: 15s - loss: 0.4458 - accuracy: 0.8021
  7/296 [..............................] - ETA: 15s - loss: 0.4336 - accuracy: 0.8036
  8/296 [..............................] - ETA: 15s - loss: 0.4285 - accuracy: 0.8047
  9/296 [..............................] - ETA: 15s - loss: 0.4167 - accuracy: 0.8056
 10/296 [>.............................] - ETA: 15s - loss: 0.4057 - accuracy: 0.8188
 11/296 [>.............................] - ETA: 15s - loss: 0.3899 - accuracy: 0.8295
 12/296 [>.............................] - ETA: 15s - loss: 0.3777 - accuracy: 0.8333
 13/296 [>.............................] - ETA: 15s - loss: 0.3554 - accuracy: 0.8462
 14/296 [>.............................] - ETA: 15s - loss: 0.3544 - accuracy: 0.8438
 15/296 [>.............................] - ETA: 15s - loss: 0.3623 - accuracy: 0.8417
 16/296 [>.............................] - ETA: 15s - loss: 0.3671 - accuracy: 0.8320
 17/296 [>.............................] - ETA: 15s - loss: 0.3580 - accuracy: 0.8346
 18/296 [>.............................] - ETA: 15s - loss: 0.3508 - accuracy: 0.8403
 19/296 [>.............................] - ETA: 15s - loss: 0.3383 - accuracy: 0.8487
 20/296 [=>............................] - ETA: 15s - loss: 0.3391 - accuracy: 0.8500
 21/296 [=>............................] - ETA: 15s - loss: 0.3506 - accuracy: 0.8393
 22/296 [=>............................] - ETA: 15s - loss: 0.3573 - accuracy: 0.8381
 23/296 [=>............................] - ETA: 15s - loss: 0.3674 - accuracy: 0.8288
 24/296 [=>............................] - ETA: 15s - loss: 0.3698 - accuracy: 0.8255
 25/296 [=>............................] - ETA: 15s - loss: 0.3648 - accuracy: 0.8250
 26/296 [=>............................] - ETA: 15s - loss: 0.3677 - accuracy: 0.8221
 27/296 [=>............................] - ETA: 15s - loss: 0.3707 - accuracy: 0.8194
 28/296 [=>............................] - ETA: 15s - loss: 0.3680 - accuracy: 0.8237
 29/296 [=>............................] - ETA: 14s - loss: 0.3726 - accuracy: 0.8254
 30/296 [==>...........................] - ETA: 14s - loss: 0.3814 - accuracy: 0.8188
 31/296 [==>...........................] - ETA: 14s - loss: 0.3858 - accuracy: 0.8125
 32/296 [==>...........................] - ETA: 14s - loss: 0.3829 - accuracy: 0.8125
 33/296 [==>...........................] - ETA: 14s - loss: 0.3898 - accuracy: 0.8106
 34/296 [==>...........................] - ETA: 14s - loss: 0.3855 - accuracy: 0.8107
 35/296 [==>...........................] - ETA: 14s - loss: 0.3856 - accuracy: 0.8107
 36/296 [==>...........................] - ETA: 14s - loss: 0.3847 - accuracy: 0.8108
 37/296 [==>...........................] - ETA: 14s - loss: 0.3845 - accuracy: 0.8091
 38/296 [==>...........................] - ETA: 14s - loss: 0.3834 - accuracy: 0.8125
 39/296 [==>...........................] - ETA: 14s - loss: 0.3818 - accuracy: 0.8157
 40/296 [===>..........................] - ETA: 14s - loss: 0.3802 - accuracy: 0.8188
 41/296 [===>..........................] - ETA: 14s - loss: 0.3769 - accuracy: 0.8232
 42/296 [===>..........................] - ETA: 14s - loss: 0.3760 - accuracy: 0.8229
 43/296 [===>..........................] - ETA: 14s - loss: 0.3726 - accuracy: 0.8256
 44/296 [===>..........................] - ETA: 14s - loss: 0.3712 - accuracy: 0.8267
 45/296 [===>..........................] - ETA: 13s - loss: 0.3734 - accuracy: 0.8250
 46/296 [===>..........................] - ETA: 13s - loss: 0.3726 - accuracy: 0.8261
 47/296 [===>..........................] - ETA: 13s - loss: 0.3778 - accuracy: 0.8258
 48/296 [===>..........................] - ETA: 13s - loss: 0.3790 - accuracy: 0.8242
 49/296 [===>..........................] - ETA: 13s - loss: 0.3779 - accuracy: 0.8253
 50/296 [====>.........................] - ETA: 13s - loss: 0.3763 - accuracy: 0.8263
 51/296 [====>.........................] - ETA: 13s - loss: 0.3733 - accuracy: 0.8284
 52/296 [====>.........................] - ETA: 13s - loss: 0.3758 - accuracy: 0.8293
 53/296 [====>.........................] - ETA: 13s - loss: 0.3791 - accuracy: 0.8278
 54/296 [====>.........................] - ETA: 13s - loss: 0.3827 - accuracy: 0.8252
 55/296 [====>.........................] - ETA: 13s - loss: 0.3829 - accuracy: 0.8261
 56/296 [====>.........................] - ETA: 13s - loss: 0.3829 - accuracy: 0.8270
 57/296 [====>.........................] - ETA: 13s - loss: 0.3842 - accuracy: 0.8268
 58/296 [====>.........................] - ETA: 13s - loss: 0.3872 - accuracy: 0.8233
 59/296 [====>.........................] - ETA: 13s - loss: 0.3868 - accuracy: 0.8231
 60/296 [=====>........................] - ETA: 13s - loss: 0.3849 - accuracy: 0.8229
 61/296 [=====>........................] - ETA: 13s - loss: 0.3844 - accuracy: 0.8238
 62/296 [=====>........................] - ETA: 13s - loss: 0.3853 - accuracy: 0.8236
 63/296 [=====>........................] - ETA: 12s - loss: 0.3843 - accuracy: 0.8224
 64/296 [=====>........................] - ETA: 12s - loss: 0.3869 - accuracy: 0.8193
 65/296 [=====>........................] - ETA: 12s - loss: 0.3863 - accuracy: 0.8202
 66/296 [=====>........................] - ETA: 12s - loss: 0.3841 - accuracy: 0.8220
 67/296 [=====>........................] - ETA: 12s - loss: 0.3846 - accuracy: 0.8209
 68/296 [=====>........................] - ETA: 12s - loss: 0.3835 - accuracy: 0.8226
 69/296 [=====>........................] - ETA: 12s - loss: 0.3827 - accuracy: 0.8243
 70/296 [======>.......................] - ETA: 12s - loss: 0.3797 - accuracy: 0.8259
 71/296 [======>.......................] - ETA: 12s - loss: 0.3791 - accuracy: 0.8257
 72/296 [======>.......................] - ETA: 12s - loss: 0.3771 - accuracy: 0.8264
 73/296 [======>.......................] - ETA: 12s - loss: 0.3758 - accuracy: 0.8271
 74/296 [======>.......................] - ETA: 12s - loss: 0.3798 - accuracy: 0.8252
 75/296 [======>.......................] - ETA: 12s - loss: 0.3783 - accuracy: 0.8258
 76/296 [======>.......................] - ETA: 12s - loss: 0.3757 - accuracy: 0.8273
 77/296 [======>.......................] - ETA: 12s - loss: 0.3731 - accuracy: 0.8287
 78/296 [======>.......................] - ETA: 12s - loss: 0.3728 - accuracy: 0.8285
 79/296 [=======>......................] - ETA: 12s - loss: 0.3735 - accuracy: 0.8283
 80/296 [=======>......................] - ETA: 11s - loss: 0.3743 - accuracy: 0.8281
 81/296 [=======>......................] - ETA: 11s - loss: 0.3730 - accuracy: 0.8279
 82/296 [=======>......................] - ETA: 11s - loss: 0.3719 - accuracy: 0.8293
 83/296 [=======>......................] - ETA: 11s - loss: 0.3707 - accuracy: 0.8306
 84/296 [=======>......................] - ETA: 11s - loss: 0.3727 - accuracy: 0.8304
 85/296 [=======>......................] - ETA: 11s - loss: 0.3742 - accuracy: 0.8294
 86/296 [=======>......................] - ETA: 11s - loss: 0.3764 - accuracy: 0.8285
 87/296 [=======>......................] - ETA: 11s - loss: 0.3770 - accuracy: 0.8290
 88/296 [=======>......................] - ETA: 11s - loss: 0.3748 - accuracy: 0.8303
 89/296 [========>.....................] - ETA: 11s - loss: 0.3739 - accuracy: 0.8308
 90/296 [========>.....................] - ETA: 11s - loss: 0.3735 - accuracy: 0.8299
 91/296 [========>.....................] - ETA: 11s - loss: 0.3716 - accuracy: 0.8310
 92/296 [========>.....................] - ETA: 11s - loss: 0.3705 - accuracy: 0.8315
 93/296 [========>.....................] - ETA: 11s - loss: 0.3700 - accuracy: 0.8306
 94/296 [========>.....................] - ETA: 11s - loss: 0.3734 - accuracy: 0.8298
 95/296 [========>.....................] - ETA: 11s - loss: 0.3733 - accuracy: 0.8303
 96/296 [========>.....................] - ETA: 11s - loss: 0.3753 - accuracy: 0.8301
 97/296 [========>.....................] - ETA: 10s - loss: 0.3770 - accuracy: 0.8293
 98/296 [========>.....................] - ETA: 10s - loss: 0.3751 - accuracy: 0.8310
 99/296 [=========>....................] - ETA: 10s - loss: 0.3745 - accuracy: 0.8314
100/296 [=========>....................] - ETA: 10s - loss: 0.3744 - accuracy: 0.8319
101/296 [=========>....................] - ETA: 10s - loss: 0.3727 - accuracy: 0.8323
102/296 [=========>....................] - ETA: 10s - loss: 0.3723 - accuracy: 0.8333
103/296 [=========>....................] - ETA: 10s - loss: 0.3713 - accuracy: 0.8331
104/296 [=========>....................] - ETA: 10s - loss: 0.3707 - accuracy: 0.8335
105/296 [=========>....................] - ETA: 10s - loss: 0.3710 - accuracy: 0.8333
106/296 [=========>....................] - ETA: 10s - loss: 0.3699 - accuracy: 0.8337
107/296 [=========>....................] - ETA: 10s - loss: 0.3705 - accuracy: 0.8335
108/296 [=========>....................] - ETA: 10s - loss: 0.3728 - accuracy: 0.8328
109/296 [==========>...................] - ETA: 10s - loss: 0.3743 - accuracy: 0.8326
110/296 [==========>...................] - ETA: 10s - loss: 0.3725 - accuracy: 0.8335
111/296 [==========>...................] - ETA: 10s - loss: 0.3722 - accuracy: 0.8328
112/296 [==========>...................] - ETA: 10s - loss: 0.3704 - accuracy: 0.8343
113/296 [==========>...................] - ETA: 10s - loss: 0.3720 - accuracy: 0.8330
114/296 [==========>...................] - ETA: 10s - loss: 0.3736 - accuracy: 0.8317
115/296 [==========>...................] - ETA: 9s - loss: 0.3727 - accuracy: 0.8321 
116/296 [==========>...................] - ETA: 9s - loss: 0.3732 - accuracy: 0.8314
117/296 [==========>...................] - ETA: 9s - loss: 0.3731 - accuracy: 0.8312
118/296 [==========>...................] - ETA: 9s - loss: 0.3724 - accuracy: 0.8310
119/296 [===========>..................] - ETA: 9s - loss: 0.3713 - accuracy: 0.8314
120/296 [===========>..................] - ETA: 9s - loss: 0.3700 - accuracy: 0.8318
121/296 [===========>..................] - ETA: 9s - loss: 0.3716 - accuracy: 0.8306
122/296 [===========>..................] - ETA: 9s - loss: 0.3722 - accuracy: 0.8309
123/296 [===========>..................] - ETA: 9s - loss: 0.3714 - accuracy: 0.8318
124/296 [===========>..................] - ETA: 9s - loss: 0.3719 - accuracy: 0.8306
125/296 [===========>..................] - ETA: 9s - loss: 0.3711 - accuracy: 0.8315
126/296 [===========>..................] - ETA: 9s - loss: 0.3698 - accuracy: 0.8323
127/296 [===========>..................] - ETA: 9s - loss: 0.3706 - accuracy: 0.8317
128/296 [===========>..................] - ETA: 9s - loss: 0.3708 - accuracy: 0.8311
129/296 [============>.................] - ETA: 9s - loss: 0.3707 - accuracy: 0.8309
130/296 [============>.................] - ETA: 9s - loss: 0.3726 - accuracy: 0.8298
131/296 [============>.................] - ETA: 9s - loss: 0.3715 - accuracy: 0.8302
132/296 [============>.................] - ETA: 9s - loss: 0.3718 - accuracy: 0.8300
133/296 [============>.................] - ETA: 8s - loss: 0.3710 - accuracy: 0.8304
134/296 [============>.................] - ETA: 8s - loss: 0.3718 - accuracy: 0.8293
135/296 [============>.................] - ETA: 8s - loss: 0.3715 - accuracy: 0.8292
136/296 [============>.................] - ETA: 8s - loss: 0.3728 - accuracy: 0.8277
137/296 [============>.................] - ETA: 8s - loss: 0.3746 - accuracy: 0.8262
138/296 [============>.................] - ETA: 8s - loss: 0.3759 - accuracy: 0.8252
139/296 [=============>................] - ETA: 8s - loss: 0.3767 - accuracy: 0.8246
140/296 [=============>................] - ETA: 8s - loss: 0.3768 - accuracy: 0.8246
141/296 [=============>................] - ETA: 8s - loss: 0.3772 - accuracy: 0.8249
142/296 [=============>................] - ETA: 8s - loss: 0.3774 - accuracy: 0.8253
143/296 [=============>................] - ETA: 8s - loss: 0.3771 - accuracy: 0.8252
144/296 [=============>................] - ETA: 8s - loss: 0.3775 - accuracy: 0.8251
145/296 [=============>................] - ETA: 8s - loss: 0.3766 - accuracy: 0.8259
146/296 [=============>................] - ETA: 8s - loss: 0.3764 - accuracy: 0.8262
147/296 [=============>................] - ETA: 8s - loss: 0.3764 - accuracy: 0.8261
148/296 [==============>...............] - ETA: 8s - loss: 0.3769 - accuracy: 0.8260
149/296 [==============>...............] - ETA: 8s - loss: 0.3768 - accuracy: 0.8259
150/296 [==============>...............] - ETA: 8s - loss: 0.3769 - accuracy: 0.8258
151/296 [==============>...............] - ETA: 7s - loss: 0.3765 - accuracy: 0.8266
152/296 [==============>...............] - ETA: 7s - loss: 0.3757 - accuracy: 0.8277
153/296 [==============>...............] - ETA: 7s - loss: 0.3751 - accuracy: 0.8280
154/296 [==============>...............] - ETA: 7s - loss: 0.3752 - accuracy: 0.8283
155/296 [==============>...............] - ETA: 7s - loss: 0.3746 - accuracy: 0.8286
156/296 [==============>...............] - ETA: 7s - loss: 0.3740 - accuracy: 0.8289
157/296 [==============>...............] - ETA: 7s - loss: 0.3725 - accuracy: 0.8296
158/296 [===============>..............] - ETA: 7s - loss: 0.3715 - accuracy: 0.8303
159/296 [===============>..............] - ETA: 7s - loss: 0.3731 - accuracy: 0.8290
160/296 [===============>..............] - ETA: 7s - loss: 0.3733 - accuracy: 0.8293
161/296 [===============>..............] - ETA: 7s - loss: 0.3729 - accuracy: 0.8292
162/296 [===============>..............] - ETA: 7s - loss: 0.3744 - accuracy: 0.8279
163/296 [===============>..............] - ETA: 7s - loss: 0.3754 - accuracy: 0.8278
164/296 [===============>..............] - ETA: 7s - loss: 0.3751 - accuracy: 0.8281
165/296 [===============>..............] - ETA: 7s - loss: 0.3751 - accuracy: 0.8280
166/296 [===============>..............] - ETA: 7s - loss: 0.3774 - accuracy: 0.8272
167/296 [===============>..............] - ETA: 7s - loss: 0.3780 - accuracy: 0.8267
168/296 [================>.............] - ETA: 7s - loss: 0.3779 - accuracy: 0.8266
169/296 [================>.............] - ETA: 6s - loss: 0.3776 - accuracy: 0.8269
170/296 [================>.............] - ETA: 6s - loss: 0.3778 - accuracy: 0.8268
171/296 [================>.............] - ETA: 6s - loss: 0.3777 - accuracy: 0.8268
172/296 [================>.............] - ETA: 6s - loss: 0.3779 - accuracy: 0.8259
173/296 [================>.............] - ETA: 6s - loss: 0.3786 - accuracy: 0.8251
174/296 [================>.............] - ETA: 6s - loss: 0.3779 - accuracy: 0.8261
175/296 [================>.............] - ETA: 6s - loss: 0.3780 - accuracy: 0.8257
176/296 [================>.............] - ETA: 6s - loss: 0.3779 - accuracy: 0.8260
177/296 [================>.............] - ETA: 6s - loss: 0.3790 - accuracy: 0.8249
178/296 [=================>............] - ETA: 6s - loss: 0.3791 - accuracy: 0.8248
179/296 [=================>............] - ETA: 6s - loss: 0.3782 - accuracy: 0.8258
180/296 [=================>............] - ETA: 6s - loss: 0.3783 - accuracy: 0.8257
181/296 [=================>............] - ETA: 6s - loss: 0.3794 - accuracy: 0.8246
182/296 [=================>............] - ETA: 6s - loss: 0.3785 - accuracy: 0.8252
183/296 [=================>............] - ETA: 6s - loss: 0.3779 - accuracy: 0.8255
184/296 [=================>............] - ETA: 6s - loss: 0.3772 - accuracy: 0.8257
185/296 [=================>............] - ETA: 6s - loss: 0.3768 - accuracy: 0.8253
186/296 [=================>............] - ETA: 6s - loss: 0.3759 - accuracy: 0.8256
187/296 [=================>............] - ETA: 5s - loss: 0.3760 - accuracy: 0.8252
188/296 [==================>...........] - ETA: 5s - loss: 0.3769 - accuracy: 0.8248
189/296 [==================>...........] - ETA: 5s - loss: 0.3767 - accuracy: 0.8247
190/296 [==================>...........] - ETA: 5s - loss: 0.3758 - accuracy: 0.8253
191/296 [==================>...........] - ETA: 5s - loss: 0.3758 - accuracy: 0.8253
192/296 [==================>...........] - ETA: 5s - loss: 0.3755 - accuracy: 0.8255
193/296 [==================>...........] - ETA: 5s - loss: 0.3760 - accuracy: 0.8255
194/296 [==================>...........] - ETA: 5s - loss: 0.3749 - accuracy: 0.8260
195/296 [==================>...........] - ETA: 5s - loss: 0.3754 - accuracy: 0.8256
196/296 [==================>...........] - ETA: 5s - loss: 0.3752 - accuracy: 0.8256
197/296 [==================>...........] - ETA: 5s - loss: 0.3746 - accuracy: 0.8255
198/296 [===================>..........] - ETA: 5s - loss: 0.3743 - accuracy: 0.8261
199/296 [===================>..........] - ETA: 5s - loss: 0.3739 - accuracy: 0.8266
200/296 [===================>..........] - ETA: 5s - loss: 0.3746 - accuracy: 0.8266
201/296 [===================>..........] - ETA: 5s - loss: 0.3747 - accuracy: 0.8265
202/296 [===================>..........] - ETA: 5s - loss: 0.3750 - accuracy: 0.8258
203/296 [===================>..........] - ETA: 5s - loss: 0.3742 - accuracy: 0.8260
204/296 [===================>..........] - ETA: 5s - loss: 0.3741 - accuracy: 0.8266
205/296 [===================>..........] - ETA: 4s - loss: 0.3732 - accuracy: 0.8271
206/296 [===================>..........] - ETA: 4s - loss: 0.3723 - accuracy: 0.8280
207/296 [===================>..........] - ETA: 4s - loss: 0.3721 - accuracy: 0.8279
208/296 [====================>.........] - ETA: 4s - loss: 0.3726 - accuracy: 0.8272
209/296 [====================>.........] - ETA: 4s - loss: 0.3724 - accuracy: 0.8275
210/296 [====================>.........] - ETA: 4s - loss: 0.3726 - accuracy: 0.8271
211/296 [====================>.........] - ETA: 4s - loss: 0.3717 - accuracy: 0.8276
212/296 [====================>.........] - ETA: 4s - loss: 0.3712 - accuracy: 0.8278
213/296 [====================>.........] - ETA: 4s - loss: 0.3718 - accuracy: 0.8269
214/296 [====================>.........] - ETA: 4s - loss: 0.3719 - accuracy: 0.8268
215/296 [====================>.........] - ETA: 4s - loss: 0.3729 - accuracy: 0.8262
216/296 [====================>.........] - ETA: 4s - loss: 0.3723 - accuracy: 0.8264
217/296 [====================>.........] - ETA: 4s - loss: 0.3725 - accuracy: 0.8257
218/296 [=====================>........] - ETA: 4s - loss: 0.3726 - accuracy: 0.8257
219/296 [=====================>........] - ETA: 4s - loss: 0.3717 - accuracy: 0.8265
220/296 [=====================>........] - ETA: 4s - loss: 0.3708 - accuracy: 0.8267
221/296 [=====================>........] - ETA: 4s - loss: 0.3706 - accuracy: 0.8266
222/296 [=====================>........] - ETA: 4s - loss: 0.3709 - accuracy: 0.8263
223/296 [=====================>........] - ETA: 4s - loss: 0.3708 - accuracy: 0.8268
224/296 [=====================>........] - ETA: 3s - loss: 0.3704 - accuracy: 0.8273
225/296 [=====================>........] - ETA: 3s - loss: 0.3707 - accuracy: 0.8269
226/296 [=====================>........] - ETA: 3s - loss: 0.3709 - accuracy: 0.8272
227/296 [======================>.......] - ETA: 3s - loss: 0.3712 - accuracy: 0.8271
228/296 [======================>.......] - ETA: 3s - loss: 0.3726 - accuracy: 0.8265
229/296 [======================>.......] - ETA: 3s - loss: 0.3717 - accuracy: 0.8270
230/296 [======================>.......] - ETA: 3s - loss: 0.3725 - accuracy: 0.8269
231/296 [======================>.......] - ETA: 3s - loss: 0.3737 - accuracy: 0.8263
232/296 [======================>.......] - ETA: 3s - loss: 0.3739 - accuracy: 0.8265
233/296 [======================>.......] - ETA: 3s - loss: 0.3736 - accuracy: 0.8264
234/296 [======================>.......] - ETA: 3s - loss: 0.3734 - accuracy: 0.8264
235/296 [======================>.......] - ETA: 3s - loss: 0.3736 - accuracy: 0.8263
236/296 [======================>.......] - ETA: 3s - loss: 0.3739 - accuracy: 0.8265
237/296 [=======================>......] - ETA: 3s - loss: 0.3742 - accuracy: 0.8262
238/296 [=======================>......] - ETA: 3s - loss: 0.3739 - accuracy: 0.8262
239/296 [=======================>......] - ETA: 3s - loss: 0.3732 - accuracy: 0.8266
240/296 [=======================>......] - ETA: 3s - loss: 0.3739 - accuracy: 0.8260
241/296 [=======================>......] - ETA: 3s - loss: 0.3734 - accuracy: 0.8260
242/296 [=======================>......] - ETA: 2s - loss: 0.3739 - accuracy: 0.8257
243/296 [=======================>......] - ETA: 2s - loss: 0.3737 - accuracy: 0.8259
244/296 [=======================>......] - ETA: 2s - loss: 0.3741 - accuracy: 0.8258
245/296 [=======================>......] - ETA: 2s - loss: 0.3737 - accuracy: 0.8263
246/296 [=======================>......] - ETA: 2s - loss: 0.3734 - accuracy: 0.8267
247/296 [========================>.....] - ETA: 2s - loss: 0.3730 - accuracy: 0.8269
248/296 [========================>.....] - ETA: 2s - loss: 0.3727 - accuracy: 0.8274
249/296 [========================>.....] - ETA: 2s - loss: 0.3725 - accuracy: 0.8276
250/296 [========================>.....] - ETA: 2s - loss: 0.3729 - accuracy: 0.8275
251/296 [========================>.....] - ETA: 2s - loss: 0.3725 - accuracy: 0.8272
252/296 [========================>.....] - ETA: 2s - loss: 0.3733 - accuracy: 0.8269
253/296 [========================>.....] - ETA: 2s - loss: 0.3730 - accuracy: 0.8268
254/296 [========================>.....] - ETA: 2s - loss: 0.3733 - accuracy: 0.8260
255/296 [========================>.....] - ETA: 2s - loss: 0.3732 - accuracy: 0.8262
256/296 [========================>.....] - ETA: 2s - loss: 0.3736 - accuracy: 0.8259
257/296 [=========================>....] - ETA: 2s - loss: 0.3730 - accuracy: 0.8264
258/296 [=========================>....] - ETA: 2s - loss: 0.3732 - accuracy: 0.8256
259/296 [=========================>....] - ETA: 2s - loss: 0.3726 - accuracy: 0.8260
260/296 [=========================>....] - ETA: 1s - loss: 0.3716 - accuracy: 0.8267
261/296 [=========================>....] - ETA: 1s - loss: 0.3716 - accuracy: 0.8264
262/296 [=========================>....] - ETA: 1s - loss: 0.3716 - accuracy: 0.8266
263/296 [=========================>....] - ETA: 1s - loss: 0.3715 - accuracy: 0.8265
264/296 [=========================>....] - ETA: 1s - loss: 0.3722 - accuracy: 0.8260
265/296 [=========================>....] - ETA: 1s - loss: 0.3717 - accuracy: 0.8264
266/296 [=========================>....] - ETA: 1s - loss: 0.3717 - accuracy: 0.8259
267/296 [==========================>...] - ETA: 1s - loss: 0.3710 - accuracy: 0.8265
268/296 [==========================>...] - ETA: 1s - loss: 0.3715 - accuracy: 0.8267
269/296 [==========================>...] - ETA: 1s - loss: 0.3721 - accuracy: 0.8267
270/296 [==========================>...] - ETA: 1s - loss: 0.3726 - accuracy: 0.8259
271/296 [==========================>...] - ETA: 1s - loss: 0.3729 - accuracy: 0.8256
272/296 [==========================>...] - ETA: 1s - loss: 0.3738 - accuracy: 0.8249
273/296 [==========================>...] - ETA: 1s - loss: 0.3749 - accuracy: 0.8239
274/296 [==========================>...] - ETA: 1s - loss: 0.3749 - accuracy: 0.8241
275/296 [==========================>...] - ETA: 1s - loss: 0.3762 - accuracy: 0.8232
276/296 [==========================>...] - ETA: 1s - loss: 0.3770 - accuracy: 0.8229
277/296 [===========================>..] - ETA: 1s - loss: 0.3773 - accuracy: 0.8227
278/296 [===========================>..] - ETA: 0s - loss: 0.3772 - accuracy: 0.8228
279/296 [===========================>..] - ETA: 0s - loss: 0.3775 - accuracy: 0.8226
280/296 [===========================>..] - ETA: 0s - loss: 0.3776 - accuracy: 0.8228
281/296 [===========================>..] - ETA: 0s - loss: 0.3794 - accuracy: 0.8221
282/296 [===========================>..] - ETA: 0s - loss: 0.3792 - accuracy: 0.8225
283/296 [===========================>..] - ETA: 0s - loss: 0.3793 - accuracy: 0.8222
284/296 [===========================>..] - ETA: 0s - loss: 0.3798 - accuracy: 0.8222
285/296 [===========================>..] - ETA: 0s - loss: 0.3799 - accuracy: 0.8221
286/296 [===========================>..] - ETA: 0s - loss: 0.3801 - accuracy: 0.8219
287/296 [============================>.] - ETA: 0s - loss: 0.3800 - accuracy: 0.8221
288/296 [============================>.] - ETA: 0s - loss: 0.3798 - accuracy: 0.8225
289/296 [============================>.] - ETA: 0s - loss: 0.3802 - accuracy: 0.8220
290/296 [============================>.] - ETA: 0s - loss: 0.3801 - accuracy: 0.8218
291/296 [============================>.] - ETA: 0s - loss: 0.3797 - accuracy: 0.8222
292/296 [============================>.] - ETA: 0s - loss: 0.3796 - accuracy: 0.8223
293/296 [============================>.] - ETA: 0s - loss: 0.3804 - accuracy: 0.8219
294/296 [============================>.] - ETA: 0s - loss: 0.3805 - accuracy: 0.8219
295/296 [============================>.] - ETA: 0s - loss: 0.3806 - accuracy: 0.8214
296/296 [==============================] - 16s 55ms/step - loss: 0.3805 - accuracy: 0.8214

296/296 [==============================] - 17s 59ms/step - loss: 0.3805 - accuracy: 0.8214 - val_loss: 0.4173 - val_accuracy: 0.7876
Epoch 21/50

  1/296 [..............................] - ETA: 14s - loss: 0.3538 - accuracy: 0.8125
  2/296 [..............................] - ETA: 15s - loss: 0.3795 - accuracy: 0.8438
  3/296 [..............................] - ETA: 15s - loss: 0.3922 - accuracy: 0.8333
  4/296 [..............................] - ETA: 15s - loss: 0.3707 - accuracy: 0.8438
  5/296 [..............................] - ETA: 15s - loss: 0.3568 - accuracy: 0.8625
  6/296 [..............................] - ETA: 15s - loss: 0.3488 - accuracy: 0.8438
  7/296 [..............................] - ETA: 15s - loss: 0.3722 - accuracy: 0.8214
  8/296 [..............................] - ETA: 15s - loss: 0.3517 - accuracy: 0.8438
  9/296 [..............................] - ETA: 15s - loss: 0.3510 - accuracy: 0.8542
 10/296 [>.............................] - ETA: 14s - loss: 0.3359 - accuracy: 0.8687
 11/296 [>.............................] - ETA: 14s - loss: 0.3477 - accuracy: 0.8523
 12/296 [>.............................] - ETA: 14s - loss: 0.3558 - accuracy: 0.8490
 13/296 [>.............................] - ETA: 14s - loss: 0.3478 - accuracy: 0.8558
 14/296 [>.............................] - ETA: 14s - loss: 0.3486 - accuracy: 0.8527
 15/296 [>.............................] - ETA: 14s - loss: 0.3463 - accuracy: 0.8500
 16/296 [>.............................] - ETA: 14s - loss: 0.3403 - accuracy: 0.8516
 17/296 [>.............................] - ETA: 14s - loss: 0.3649 - accuracy: 0.8456
 18/296 [>.............................] - ETA: 14s - loss: 0.3615 - accuracy: 0.8368
 19/296 [>.............................] - ETA: 14s - loss: 0.3654 - accuracy: 0.8289
 20/296 [=>............................] - ETA: 14s - loss: 0.3694 - accuracy: 0.8250
 21/296 [=>............................] - ETA: 14s - loss: 0.3668 - accuracy: 0.8304
 22/296 [=>............................] - ETA: 14s - loss: 0.3686 - accuracy: 0.8295
 23/296 [=>............................] - ETA: 14s - loss: 0.3694 - accuracy: 0.8315
 24/296 [=>............................] - ETA: 14s - loss: 0.3615 - accuracy: 0.8385
 25/296 [=>............................] - ETA: 14s - loss: 0.3674 - accuracy: 0.8325
 26/296 [=>............................] - ETA: 14s - loss: 0.3639 - accuracy: 0.8365
 27/296 [=>............................] - ETA: 14s - loss: 0.3639 - accuracy: 0.8380
 28/296 [=>............................] - ETA: 13s - loss: 0.3599 - accuracy: 0.8393
 29/296 [=>............................] - ETA: 13s - loss: 0.3579 - accuracy: 0.8405
 30/296 [==>...........................] - ETA: 13s - loss: 0.3625 - accuracy: 0.8354
 31/296 [==>...........................] - ETA: 13s - loss: 0.3610 - accuracy: 0.8327
 32/296 [==>...........................] - ETA: 13s - loss: 0.3697 - accuracy: 0.8320
 33/296 [==>...........................] - ETA: 13s - loss: 0.3717 - accuracy: 0.8314
 34/296 [==>...........................] - ETA: 13s - loss: 0.3714 - accuracy: 0.8327
 35/296 [==>...........................] - ETA: 13s - loss: 0.3670 - accuracy: 0.8339
 36/296 [==>...........................] - ETA: 13s - loss: 0.3722 - accuracy: 0.8281
 37/296 [==>...........................] - ETA: 13s - loss: 0.3681 - accuracy: 0.8311
 38/296 [==>...........................] - ETA: 13s - loss: 0.3641 - accuracy: 0.8355
 39/296 [==>...........................] - ETA: 13s - loss: 0.3689 - accuracy: 0.8317
 40/296 [===>..........................] - ETA: 13s - loss: 0.3784 - accuracy: 0.8234
 41/296 [===>..........................] - ETA: 13s - loss: 0.3813 - accuracy: 0.8186
 42/296 [===>..........................] - ETA: 13s - loss: 0.3822 - accuracy: 0.8185
 43/296 [===>..........................] - ETA: 13s - loss: 0.3825 - accuracy: 0.8169
 44/296 [===>..........................] - ETA: 13s - loss: 0.3812 - accuracy: 0.8196
 45/296 [===>..........................] - ETA: 13s - loss: 0.3831 - accuracy: 0.8167
 46/296 [===>..........................] - ETA: 13s - loss: 0.3855 - accuracy: 0.8166
 47/296 [===>..........................] - ETA: 12s - loss: 0.3884 - accuracy: 0.8138
 48/296 [===>..........................] - ETA: 12s - loss: 0.3888 - accuracy: 0.8125
 49/296 [===>..........................] - ETA: 12s - loss: 0.3898 - accuracy: 0.8125
 50/296 [====>.........................] - ETA: 12s - loss: 0.3880 - accuracy: 0.8150
 51/296 [====>.........................] - ETA: 12s - loss: 0.3888 - accuracy: 0.8150
 52/296 [====>.........................] - ETA: 12s - loss: 0.3922 - accuracy: 0.8125
 53/296 [====>.........................] - ETA: 12s - loss: 0.3905 - accuracy: 0.8137
 54/296 [====>.........................] - ETA: 12s - loss: 0.3932 - accuracy: 0.8125
 55/296 [====>.........................] - ETA: 12s - loss: 0.3963 - accuracy: 0.8136
 56/296 [====>.........................] - ETA: 12s - loss: 0.3950 - accuracy: 0.8136
 57/296 [====>.........................] - ETA: 12s - loss: 0.3921 - accuracy: 0.8147
 58/296 [====>.........................] - ETA: 12s - loss: 0.3912 - accuracy: 0.8147
 59/296 [====>.........................] - ETA: 12s - loss: 0.3920 - accuracy: 0.8136
 60/296 [=====>........................] - ETA: 12s - loss: 0.3944 - accuracy: 0.8125
 61/296 [=====>........................] - ETA: 12s - loss: 0.3948 - accuracy: 0.8135
 62/296 [=====>........................] - ETA: 12s - loss: 0.3939 - accuracy: 0.8135
 63/296 [=====>........................] - ETA: 12s - loss: 0.3913 - accuracy: 0.8145
 64/296 [=====>........................] - ETA: 12s - loss: 0.3897 - accuracy: 0.8154
 65/296 [=====>........................] - ETA: 12s - loss: 0.3865 - accuracy: 0.8183
 66/296 [=====>........................] - ETA: 11s - loss: 0.3861 - accuracy: 0.8182
 67/296 [=====>........................] - ETA: 11s - loss: 0.3887 - accuracy: 0.8162
 68/296 [=====>........................] - ETA: 11s - loss: 0.3895 - accuracy: 0.8162
 69/296 [=====>........................] - ETA: 11s - loss: 0.3877 - accuracy: 0.8188
 70/296 [======>.......................] - ETA: 11s - loss: 0.3876 - accuracy: 0.8188
 71/296 [======>.......................] - ETA: 11s - loss: 0.3859 - accuracy: 0.8195
 72/296 [======>.......................] - ETA: 11s - loss: 0.3863 - accuracy: 0.8186
 73/296 [======>.......................] - ETA: 11s - loss: 0.3882 - accuracy: 0.8185
 74/296 [======>.......................] - ETA: 11s - loss: 0.3866 - accuracy: 0.8201
 75/296 [======>.......................] - ETA: 11s - loss: 0.3890 - accuracy: 0.8192
 76/296 [======>.......................] - ETA: 11s - loss: 0.3904 - accuracy: 0.8174
 77/296 [======>.......................] - ETA: 11s - loss: 0.3901 - accuracy: 0.8166
 78/296 [======>.......................] - ETA: 11s - loss: 0.3915 - accuracy: 0.8149
 79/296 [=======>......................] - ETA: 11s - loss: 0.3911 - accuracy: 0.8149
 80/296 [=======>......................] - ETA: 11s - loss: 0.3895 - accuracy: 0.8164
 81/296 [=======>......................] - ETA: 11s - loss: 0.3902 - accuracy: 0.8156
 82/296 [=======>......................] - ETA: 11s - loss: 0.3901 - accuracy: 0.8140
 83/296 [=======>......................] - ETA: 11s - loss: 0.3897 - accuracy: 0.8140
 84/296 [=======>......................] - ETA: 11s - loss: 0.3860 - accuracy: 0.8162
 85/296 [=======>......................] - ETA: 11s - loss: 0.3836 - accuracy: 0.8176
 86/296 [=======>......................] - ETA: 11s - loss: 0.3829 - accuracy: 0.8176
 87/296 [=======>......................] - ETA: 10s - loss: 0.3829 - accuracy: 0.8175
 88/296 [=======>......................] - ETA: 10s - loss: 0.3834 - accuracy: 0.8175
 89/296 [========>.....................] - ETA: 10s - loss: 0.3864 - accuracy: 0.8146
 90/296 [========>.....................] - ETA: 10s - loss: 0.3871 - accuracy: 0.8146
 91/296 [========>.....................] - ETA: 10s - loss: 0.3848 - accuracy: 0.8152
 92/296 [========>.....................] - ETA: 10s - loss: 0.3868 - accuracy: 0.8159
 93/296 [========>.....................] - ETA: 10s - loss: 0.3906 - accuracy: 0.8138
 94/296 [========>.....................] - ETA: 10s - loss: 0.3907 - accuracy: 0.8138
 95/296 [========>.....................] - ETA: 10s - loss: 0.3932 - accuracy: 0.8132
 96/296 [========>.....................] - ETA: 10s - loss: 0.3941 - accuracy: 0.8132
 97/296 [========>.....................] - ETA: 10s - loss: 0.3937 - accuracy: 0.8138
 98/296 [========>.....................] - ETA: 10s - loss: 0.3957 - accuracy: 0.8138
 99/296 [=========>....................] - ETA: 10s - loss: 0.3961 - accuracy: 0.8119
100/296 [=========>....................] - ETA: 10s - loss: 0.3955 - accuracy: 0.8131
101/296 [=========>....................] - ETA: 10s - loss: 0.3958 - accuracy: 0.8131
102/296 [=========>....................] - ETA: 10s - loss: 0.3959 - accuracy: 0.8137
103/296 [=========>....................] - ETA: 10s - loss: 0.3959 - accuracy: 0.8137
104/296 [=========>....................] - ETA: 10s - loss: 0.3944 - accuracy: 0.8149
105/296 [=========>....................] - ETA: 10s - loss: 0.3947 - accuracy: 0.8149
106/296 [=========>....................] - ETA: 10s - loss: 0.3934 - accuracy: 0.8154
107/296 [=========>....................] - ETA: 10s - loss: 0.3919 - accuracy: 0.8166
108/296 [=========>....................] - ETA: 9s - loss: 0.3924 - accuracy: 0.8166 
109/296 [==========>...................] - ETA: 9s - loss: 0.3919 - accuracy: 0.8177
110/296 [==========>...................] - ETA: 9s - loss: 0.3931 - accuracy: 0.8165
111/296 [==========>...................] - ETA: 9s - loss: 0.3946 - accuracy: 0.8159
112/296 [==========>...................] - ETA: 9s - loss: 0.3936 - accuracy: 0.8164
113/296 [==========>...................] - ETA: 9s - loss: 0.3936 - accuracy: 0.8164
114/296 [==========>...................] - ETA: 9s - loss: 0.3931 - accuracy: 0.8163
115/296 [==========>...................] - ETA: 9s - loss: 0.3931 - accuracy: 0.8158
116/296 [==========>...................] - ETA: 9s - loss: 0.3919 - accuracy: 0.8163
117/296 [==========>...................] - ETA: 9s - loss: 0.3922 - accuracy: 0.8168
118/296 [==========>...................] - ETA: 9s - loss: 0.3913 - accuracy: 0.8173
119/296 [===========>..................] - ETA: 9s - loss: 0.3910 - accuracy: 0.8178
120/296 [===========>..................] - ETA: 9s - loss: 0.3903 - accuracy: 0.8177
121/296 [===========>..................] - ETA: 9s - loss: 0.3902 - accuracy: 0.8177
122/296 [===========>..................] - ETA: 9s - loss: 0.3893 - accuracy: 0.8176
123/296 [===========>..................] - ETA: 9s - loss: 0.3877 - accuracy: 0.8186
124/296 [===========>..................] - ETA: 9s - loss: 0.3878 - accuracy: 0.8191
125/296 [===========>..................] - ETA: 9s - loss: 0.3867 - accuracy: 0.8200
126/296 [===========>..................] - ETA: 9s - loss: 0.3856 - accuracy: 0.8204
127/296 [===========>..................] - ETA: 8s - loss: 0.3849 - accuracy: 0.8204
128/296 [===========>..................] - ETA: 8s - loss: 0.3842 - accuracy: 0.8208
129/296 [============>.................] - ETA: 8s - loss: 0.3846 - accuracy: 0.8203
130/296 [============>.................] - ETA: 8s - loss: 0.3848 - accuracy: 0.8202
131/296 [============>.................] - ETA: 8s - loss: 0.3859 - accuracy: 0.8197
132/296 [============>.................] - ETA: 8s - loss: 0.3854 - accuracy: 0.8201
133/296 [============>.................] - ETA: 8s - loss: 0.3845 - accuracy: 0.8210
134/296 [============>.................] - ETA: 8s - loss: 0.3849 - accuracy: 0.8204
135/296 [============>.................] - ETA: 8s - loss: 0.3873 - accuracy: 0.8190
136/296 [============>.................] - ETA: 8s - loss: 0.3901 - accuracy: 0.8185
137/296 [============>.................] - ETA: 8s - loss: 0.3893 - accuracy: 0.8193
138/296 [============>.................] - ETA: 8s - loss: 0.3905 - accuracy: 0.8179
139/296 [=============>................] - ETA: 8s - loss: 0.3906 - accuracy: 0.8170
140/296 [=============>................] - ETA: 8s - loss: 0.3910 - accuracy: 0.8165
141/296 [=============>................] - ETA: 8s - loss: 0.3914 - accuracy: 0.8160
142/296 [=============>................] - ETA: 8s - loss: 0.3903 - accuracy: 0.8165
143/296 [=============>................] - ETA: 8s - loss: 0.3898 - accuracy: 0.8169
144/296 [=============>................] - ETA: 8s - loss: 0.3891 - accuracy: 0.8177
145/296 [=============>................] - ETA: 8s - loss: 0.3889 - accuracy: 0.8172
146/296 [=============>................] - ETA: 7s - loss: 0.3886 - accuracy: 0.8176
147/296 [=============>................] - ETA: 7s - loss: 0.3874 - accuracy: 0.8189
148/296 [==============>...............] - ETA: 7s - loss: 0.3867 - accuracy: 0.8193
149/296 [==============>...............] - ETA: 7s - loss: 0.3865 - accuracy: 0.8192
150/296 [==============>...............] - ETA: 7s - loss: 0.3859 - accuracy: 0.8196
151/296 [==============>...............] - ETA: 7s - loss: 0.3854 - accuracy: 0.8200
152/296 [==============>...............] - ETA: 7s - loss: 0.3863 - accuracy: 0.8195
153/296 [==============>...............] - ETA: 7s - loss: 0.3851 - accuracy: 0.8203
154/296 [==============>...............] - ETA: 7s - loss: 0.3851 - accuracy: 0.8202
155/296 [==============>...............] - ETA: 7s - loss: 0.3848 - accuracy: 0.8202
156/296 [==============>...............] - ETA: 7s - loss: 0.3869 - accuracy: 0.8197
157/296 [==============>...............] - ETA: 7s - loss: 0.3892 - accuracy: 0.8193
158/296 [===============>..............] - ETA: 7s - loss: 0.3893 - accuracy: 0.8188
159/296 [===============>..............] - ETA: 7s - loss: 0.3892 - accuracy: 0.8188
160/296 [===============>..............] - ETA: 7s - loss: 0.3894 - accuracy: 0.8188
161/296 [===============>..............] - ETA: 7s - loss: 0.3885 - accuracy: 0.8195
162/296 [===============>..............] - ETA: 7s - loss: 0.3872 - accuracy: 0.8206
163/296 [===============>..............] - ETA: 7s - loss: 0.3872 - accuracy: 0.8202
164/296 [===============>..............] - ETA: 7s - loss: 0.3864 - accuracy: 0.8205
165/296 [===============>..............] - ETA: 6s - loss: 0.3864 - accuracy: 0.8205
166/296 [===============>..............] - ETA: 6s - loss: 0.3858 - accuracy: 0.8208
167/296 [===============>..............] - ETA: 6s - loss: 0.3870 - accuracy: 0.8200
168/296 [================>.............] - ETA: 6s - loss: 0.3859 - accuracy: 0.8207
169/296 [================>.............] - ETA: 6s - loss: 0.3861 - accuracy: 0.8210
170/296 [================>.............] - ETA: 6s - loss: 0.3859 - accuracy: 0.8210
171/296 [================>.............] - ETA: 6s - loss: 0.3862 - accuracy: 0.8209
172/296 [================>.............] - ETA: 6s - loss: 0.3856 - accuracy: 0.8212
173/296 [================>.............] - ETA: 6s - loss: 0.3851 - accuracy: 0.8219
174/296 [================>.............] - ETA: 6s - loss: 0.3863 - accuracy: 0.8208
175/296 [================>.............] - ETA: 6s - loss: 0.3863 - accuracy: 0.8207
176/296 [================>.............] - ETA: 6s - loss: 0.3854 - accuracy: 0.8210
177/296 [================>.............] - ETA: 6s - loss: 0.3848 - accuracy: 0.8213
178/296 [=================>............] - ETA: 6s - loss: 0.3849 - accuracy: 0.8213
179/296 [=================>............] - ETA: 6s - loss: 0.3841 - accuracy: 0.8216
180/296 [=================>............] - ETA: 6s - loss: 0.3869 - accuracy: 0.8205
181/296 [=================>............] - ETA: 6s - loss: 0.3869 - accuracy: 0.8204
182/296 [=================>............] - ETA: 6s - loss: 0.3866 - accuracy: 0.8211
183/296 [=================>............] - ETA: 6s - loss: 0.3869 - accuracy: 0.8210
184/296 [=================>............] - ETA: 5s - loss: 0.3857 - accuracy: 0.8217
185/296 [=================>............] - ETA: 5s - loss: 0.3858 - accuracy: 0.8216
186/296 [=================>............] - ETA: 5s - loss: 0.3857 - accuracy: 0.8219
187/296 [=================>............] - ETA: 5s - loss: 0.3870 - accuracy: 0.8212
188/296 [==================>...........] - ETA: 5s - loss: 0.3870 - accuracy: 0.8215
189/296 [==================>...........] - ETA: 5s - loss: 0.3865 - accuracy: 0.8221
190/296 [==================>...........] - ETA: 5s - loss: 0.3866 - accuracy: 0.8220
191/296 [==================>...........] - ETA: 5s - loss: 0.3868 - accuracy: 0.8220
192/296 [==================>...........] - ETA: 5s - loss: 0.3872 - accuracy: 0.8216
193/296 [==================>...........] - ETA: 5s - loss: 0.3870 - accuracy: 0.8216
194/296 [==================>...........] - ETA: 5s - loss: 0.3876 - accuracy: 0.8212
195/296 [==================>...........] - ETA: 5s - loss: 0.3876 - accuracy: 0.8212
196/296 [==================>...........] - ETA: 5s - loss: 0.3882 - accuracy: 0.8208
197/296 [==================>...........] - ETA: 5s - loss: 0.3884 - accuracy: 0.8207
198/296 [===================>..........] - ETA: 5s - loss: 0.3882 - accuracy: 0.8207
199/296 [===================>..........] - ETA: 5s - loss: 0.3873 - accuracy: 0.8213
200/296 [===================>..........] - ETA: 5s - loss: 0.3876 - accuracy: 0.8213
201/296 [===================>..........] - ETA: 5s - loss: 0.3895 - accuracy: 0.8190
202/296 [===================>..........] - ETA: 5s - loss: 0.3894 - accuracy: 0.8190
203/296 [===================>..........] - ETA: 4s - loss: 0.3895 - accuracy: 0.8193
204/296 [===================>..........] - ETA: 4s - loss: 0.3890 - accuracy: 0.8195
205/296 [===================>..........] - ETA: 4s - loss: 0.3881 - accuracy: 0.8201
206/296 [===================>..........] - ETA: 4s - loss: 0.3886 - accuracy: 0.8192
207/296 [===================>..........] - ETA: 4s - loss: 0.3896 - accuracy: 0.8185
208/296 [====================>.........] - ETA: 4s - loss: 0.3892 - accuracy: 0.8191
209/296 [====================>.........] - ETA: 4s - loss: 0.3882 - accuracy: 0.8197
210/296 [====================>.........] - ETA: 4s - loss: 0.3883 - accuracy: 0.8196
211/296 [====================>.........] - ETA: 4s - loss: 0.3890 - accuracy: 0.8193
212/296 [====================>.........] - ETA: 4s - loss: 0.3889 - accuracy: 0.8190
213/296 [====================>.........] - ETA: 4s - loss: 0.3885 - accuracy: 0.8192
214/296 [====================>.........] - ETA: 4s - loss: 0.3890 - accuracy: 0.8186
215/296 [====================>.........] - ETA: 4s - loss: 0.3895 - accuracy: 0.8183
216/296 [====================>.........] - ETA: 4s - loss: 0.3904 - accuracy: 0.8183
217/296 [====================>.........] - ETA: 4s - loss: 0.3902 - accuracy: 0.8185
218/296 [=====================>........] - ETA: 4s - loss: 0.3899 - accuracy: 0.8191
219/296 [=====================>........] - ETA: 4s - loss: 0.3894 - accuracy: 0.8193
220/296 [=====================>........] - ETA: 4s - loss: 0.3895 - accuracy: 0.8196
221/296 [=====================>........] - ETA: 3s - loss: 0.3895 - accuracy: 0.8196
222/296 [=====================>........] - ETA: 3s - loss: 0.3893 - accuracy: 0.8198
223/296 [=====================>........] - ETA: 3s - loss: 0.3889 - accuracy: 0.8201
224/296 [=====================>........] - ETA: 3s - loss: 0.3884 - accuracy: 0.8203
225/296 [=====================>........] - ETA: 3s - loss: 0.3886 - accuracy: 0.8203
226/296 [=====================>........] - ETA: 3s - loss: 0.3880 - accuracy: 0.8208
227/296 [======================>.......] - ETA: 3s - loss: 0.3879 - accuracy: 0.8210
228/296 [======================>.......] - ETA: 3s - loss: 0.3874 - accuracy: 0.8213
229/296 [======================>.......] - ETA: 3s - loss: 0.3870 - accuracy: 0.8215
230/296 [======================>.......] - ETA: 3s - loss: 0.3885 - accuracy: 0.8215
231/296 [======================>.......] - ETA: 3s - loss: 0.3901 - accuracy: 0.8214
232/296 [======================>.......] - ETA: 3s - loss: 0.3901 - accuracy: 0.8214
233/296 [======================>.......] - ETA: 3s - loss: 0.3896 - accuracy: 0.8214
234/296 [======================>.......] - ETA: 3s - loss: 0.3900 - accuracy: 0.8210
235/296 [======================>.......] - ETA: 3s - loss: 0.3894 - accuracy: 0.8213
236/296 [======================>.......] - ETA: 3s - loss: 0.3893 - accuracy: 0.8210
237/296 [=======================>......] - ETA: 3s - loss: 0.3886 - accuracy: 0.8215
238/296 [=======================>......] - ETA: 3s - loss: 0.3882 - accuracy: 0.8217
239/296 [=======================>......] - ETA: 3s - loss: 0.3879 - accuracy: 0.8217
240/296 [=======================>......] - ETA: 2s - loss: 0.3886 - accuracy: 0.8206
241/296 [=======================>......] - ETA: 2s - loss: 0.3878 - accuracy: 0.8213
242/296 [=======================>......] - ETA: 2s - loss: 0.3874 - accuracy: 0.8215
243/296 [=======================>......] - ETA: 2s - loss: 0.3867 - accuracy: 0.8220
244/296 [=======================>......] - ETA: 2s - loss: 0.3871 - accuracy: 0.8217
245/296 [=======================>......] - ETA: 2s - loss: 0.3867 - accuracy: 0.8222
246/296 [=======================>......] - ETA: 2s - loss: 0.3864 - accuracy: 0.8224
247/296 [========================>.....] - ETA: 2s - loss: 0.3854 - accuracy: 0.8231
248/296 [========================>.....] - ETA: 2s - loss: 0.3869 - accuracy: 0.8226
249/296 [========================>.....] - ETA: 2s - loss: 0.3863 - accuracy: 0.8230
250/296 [========================>.....] - ETA: 2s - loss: 0.3864 - accuracy: 0.8230
251/296 [========================>.....] - ETA: 2s - loss: 0.3864 - accuracy: 0.8230
252/296 [========================>.....] - ETA: 2s - loss: 0.3859 - accuracy: 0.8237
253/296 [========================>.....] - ETA: 2s - loss: 0.3856 - accuracy: 0.8236
254/296 [========================>.....] - ETA: 2s - loss: 0.3850 - accuracy: 0.8238
255/296 [========================>.....] - ETA: 2s - loss: 0.3846 - accuracy: 0.8240
256/296 [========================>.....] - ETA: 2s - loss: 0.3850 - accuracy: 0.8237
257/296 [=========================>....] - ETA: 2s - loss: 0.3849 - accuracy: 0.8237
258/296 [=========================>....] - ETA: 2s - loss: 0.3848 - accuracy: 0.8236
259/296 [=========================>....] - ETA: 1s - loss: 0.3854 - accuracy: 0.8234
260/296 [=========================>....] - ETA: 1s - loss: 0.3853 - accuracy: 0.8236
261/296 [=========================>....] - ETA: 1s - loss: 0.3853 - accuracy: 0.8233
262/296 [=========================>....] - ETA: 1s - loss: 0.3855 - accuracy: 0.8232
263/296 [=========================>....] - ETA: 1s - loss: 0.3854 - accuracy: 0.8230
264/296 [=========================>....] - ETA: 1s - loss: 0.3861 - accuracy: 0.8229
265/296 [=========================>....] - ETA: 1s - loss: 0.3855 - accuracy: 0.8231
266/296 [=========================>....] - ETA: 1s - loss: 0.3862 - accuracy: 0.8226
267/296 [==========================>...] - ETA: 1s - loss: 0.3858 - accuracy: 0.8228
268/296 [==========================>...] - ETA: 1s - loss: 0.3856 - accuracy: 0.8228
269/296 [==========================>...] - ETA: 1s - loss: 0.3861 - accuracy: 0.8220
270/296 [==========================>...] - ETA: 1s - loss: 0.3857 - accuracy: 0.8222
271/296 [==========================>...] - ETA: 1s - loss: 0.3855 - accuracy: 0.8222
272/296 [==========================>...] - ETA: 1s - loss: 0.3851 - accuracy: 0.8224
273/296 [==========================>...] - ETA: 1s - loss: 0.3850 - accuracy: 0.8219
274/296 [==========================>...] - ETA: 1s - loss: 0.3844 - accuracy: 0.8221
275/296 [==========================>...] - ETA: 1s - loss: 0.3849 - accuracy: 0.8216
276/296 [==========================>...] - ETA: 1s - loss: 0.3859 - accuracy: 0.8211
277/296 [===========================>..] - ETA: 1s - loss: 0.3855 - accuracy: 0.8213
278/296 [===========================>..] - ETA: 0s - loss: 0.3859 - accuracy: 0.8210
279/296 [===========================>..] - ETA: 0s - loss: 0.3859 - accuracy: 0.8212
280/296 [===========================>..] - ETA: 0s - loss: 0.3859 - accuracy: 0.8212
281/296 [===========================>..] - ETA: 0s - loss: 0.3860 - accuracy: 0.8212
282/296 [===========================>..] - ETA: 0s - loss: 0.3867 - accuracy: 0.8209
283/296 [===========================>..] - ETA: 0s - loss: 0.3861 - accuracy: 0.8216
284/296 [===========================>..] - ETA: 0s - loss: 0.3861 - accuracy: 0.8217
285/296 [===========================>..] - ETA: 0s - loss: 0.3859 - accuracy: 0.8221
286/296 [===========================>..] - ETA: 0s - loss: 0.3856 - accuracy: 0.8223
287/296 [============================>.] - ETA: 0s - loss: 0.3860 - accuracy: 0.8221
288/296 [============================>.] - ETA: 0s - loss: 0.3852 - accuracy: 0.8225
289/296 [============================>.] - ETA: 0s - loss: 0.3858 - accuracy: 0.8222
290/296 [============================>.] - ETA: 0s - loss: 0.3857 - accuracy: 0.8222
291/296 [============================>.] - ETA: 0s - loss: 0.3856 - accuracy: 0.8220
292/296 [============================>.] - ETA: 0s - loss: 0.3854 - accuracy: 0.8221
293/296 [============================>.] - ETA: 0s - loss: 0.3860 - accuracy: 0.8219
294/296 [============================>.] - ETA: 0s - loss: 0.3858 - accuracy: 0.8221
295/296 [============================>.] - ETA: 0s - loss: 0.3864 - accuracy: 0.8214
296/296 [==============================] - 16s 53ms/step - loss: 0.3861 - accuracy: 0.8216

296/296 [==============================] - 17s 57ms/step - loss: 0.3861 - accuracy: 0.8216 - val_loss: 0.3881 - val_accuracy: 0.8193
Epoch 22/50

  1/296 [..............................] - ETA: 14s - loss: 0.2628 - accuracy: 0.9375
  2/296 [..............................] - ETA: 15s - loss: 0.2205 - accuracy: 0.9375
  3/296 [..............................] - ETA: 15s - loss: 0.2289 - accuracy: 0.8958
  4/296 [..............................] - ETA: 15s - loss: 0.2840 - accuracy: 0.8750
  5/296 [..............................] - ETA: 15s - loss: 0.2923 - accuracy: 0.8750
  6/296 [..............................] - ETA: 15s - loss: 0.3302 - accuracy: 0.8333
  7/296 [..............................] - ETA: 15s - loss: 0.3339 - accuracy: 0.8304
  8/296 [..............................] - ETA: 15s - loss: 0.3236 - accuracy: 0.8359
  9/296 [..............................] - ETA: 15s - loss: 0.3344 - accuracy: 0.8264
 10/296 [>.............................] - ETA: 15s - loss: 0.3245 - accuracy: 0.8375
 11/296 [>.............................] - ETA: 15s - loss: 0.3087 - accuracy: 0.8466
 12/296 [>.............................] - ETA: 14s - loss: 0.3089 - accuracy: 0.8490
 13/296 [>.............................] - ETA: 14s - loss: 0.3252 - accuracy: 0.8365
 14/296 [>.............................] - ETA: 14s - loss: 0.3391 - accuracy: 0.8348
 15/296 [>.............................] - ETA: 14s - loss: 0.3666 - accuracy: 0.8250
 16/296 [>.............................] - ETA: 14s - loss: 0.3686 - accuracy: 0.8242
 17/296 [>.............................] - ETA: 14s - loss: 0.3756 - accuracy: 0.8162
 18/296 [>.............................] - ETA: 14s - loss: 0.3686 - accuracy: 0.8194
 19/296 [>.............................] - ETA: 14s - loss: 0.3790 - accuracy: 0.8224
 20/296 [=>............................] - ETA: 14s - loss: 0.3762 - accuracy: 0.8188
 21/296 [=>............................] - ETA: 14s - loss: 0.3768 - accuracy: 0.8155
 22/296 [=>............................] - ETA: 14s - loss: 0.3770 - accuracy: 0.8125
 23/296 [=>............................] - ETA: 14s - loss: 0.3811 - accuracy: 0.8098
 24/296 [=>............................] - ETA: 14s - loss: 0.3837 - accuracy: 0.8073
 25/296 [=>............................] - ETA: 14s - loss: 0.3766 - accuracy: 0.8150
 26/296 [=>............................] - ETA: 14s - loss: 0.3745 - accuracy: 0.8149
 27/296 [=>............................] - ETA: 14s - loss: 0.3795 - accuracy: 0.8148
 28/296 [=>............................] - ETA: 14s - loss: 0.3823 - accuracy: 0.8103
 29/296 [=>............................] - ETA: 14s - loss: 0.3818 - accuracy: 0.8125
 30/296 [==>...........................] - ETA: 14s - loss: 0.3808 - accuracy: 0.8146
 31/296 [==>...........................] - ETA: 13s - loss: 0.3800 - accuracy: 0.8145
 32/296 [==>...........................] - ETA: 13s - loss: 0.3756 - accuracy: 0.8184
 33/296 [==>...........................] - ETA: 13s - loss: 0.3825 - accuracy: 0.8106
 34/296 [==>...........................] - ETA: 13s - loss: 0.3900 - accuracy: 0.8070
 35/296 [==>...........................] - ETA: 13s - loss: 0.3884 - accuracy: 0.8089
 36/296 [==>...........................] - ETA: 13s - loss: 0.3933 - accuracy: 0.8038
 37/296 [==>...........................] - ETA: 13s - loss: 0.3891 - accuracy: 0.8074
 38/296 [==>...........................] - ETA: 13s - loss: 0.3876 - accuracy: 0.8092
 39/296 [==>...........................] - ETA: 13s - loss: 0.3861 - accuracy: 0.8093
 40/296 [===>..........................] - ETA: 13s - loss: 0.3853 - accuracy: 0.8109
 41/296 [===>..........................] - ETA: 13s - loss: 0.3827 - accuracy: 0.8125
 42/296 [===>..........................] - ETA: 13s - loss: 0.3809 - accuracy: 0.8140
 43/296 [===>..........................] - ETA: 13s - loss: 0.3826 - accuracy: 0.8125
 44/296 [===>..........................] - ETA: 13s - loss: 0.3779 - accuracy: 0.8139
 45/296 [===>..........................] - ETA: 13s - loss: 0.3737 - accuracy: 0.8181
 46/296 [===>..........................] - ETA: 13s - loss: 0.3845 - accuracy: 0.8152
 47/296 [===>..........................] - ETA: 13s - loss: 0.3828 - accuracy: 0.8178
 48/296 [===>..........................] - ETA: 13s - loss: 0.3819 - accuracy: 0.8190
 49/296 [===>..........................] - ETA: 12s - loss: 0.3772 - accuracy: 0.8214
 50/296 [====>.........................] - ETA: 12s - loss: 0.3788 - accuracy: 0.8200
 51/296 [====>.........................] - ETA: 12s - loss: 0.3762 - accuracy: 0.8211
 52/296 [====>.........................] - ETA: 12s - loss: 0.3789 - accuracy: 0.8197
 53/296 [====>.........................] - ETA: 12s - loss: 0.3768 - accuracy: 0.8208
 54/296 [====>.........................] - ETA: 12s - loss: 0.3748 - accuracy: 0.8206
 55/296 [====>.........................] - ETA: 12s - loss: 0.3699 - accuracy: 0.8227
 56/296 [====>.........................] - ETA: 12s - loss: 0.3698 - accuracy: 0.8237
 57/296 [====>.........................] - ETA: 12s - loss: 0.3695 - accuracy: 0.8246
 58/296 [====>.........................] - ETA: 12s - loss: 0.3691 - accuracy: 0.8254
 59/296 [====>.........................] - ETA: 12s - loss: 0.3714 - accuracy: 0.8252
 60/296 [=====>........................] - ETA: 12s - loss: 0.3748 - accuracy: 0.8229
 61/296 [=====>........................] - ETA: 12s - loss: 0.3755 - accuracy: 0.8238
 62/296 [=====>........................] - ETA: 12s - loss: 0.3793 - accuracy: 0.8226
 63/296 [=====>........................] - ETA: 12s - loss: 0.3831 - accuracy: 0.8194
 64/296 [=====>........................] - ETA: 12s - loss: 0.3850 - accuracy: 0.8184
 65/296 [=====>........................] - ETA: 12s - loss: 0.3817 - accuracy: 0.8202
 66/296 [=====>........................] - ETA: 12s - loss: 0.3797 - accuracy: 0.8220
 67/296 [=====>........................] - ETA: 12s - loss: 0.3815 - accuracy: 0.8190
 68/296 [=====>........................] - ETA: 12s - loss: 0.3801 - accuracy: 0.8199
 69/296 [=====>........................] - ETA: 11s - loss: 0.3781 - accuracy: 0.8216
 70/296 [======>.......................] - ETA: 11s - loss: 0.3763 - accuracy: 0.8223
 71/296 [======>.......................] - ETA: 11s - loss: 0.3761 - accuracy: 0.8222
 72/296 [======>.......................] - ETA: 11s - loss: 0.3791 - accuracy: 0.8203
 73/296 [======>.......................] - ETA: 11s - loss: 0.3789 - accuracy: 0.8202
 74/296 [======>.......................] - ETA: 11s - loss: 0.3791 - accuracy: 0.8201
 75/296 [======>.......................] - ETA: 11s - loss: 0.3781 - accuracy: 0.8208
 76/296 [======>.......................] - ETA: 11s - loss: 0.3795 - accuracy: 0.8191
 77/296 [======>.......................] - ETA: 11s - loss: 0.3825 - accuracy: 0.8166
 78/296 [======>.......................] - ETA: 11s - loss: 0.3831 - accuracy: 0.8165
 79/296 [=======>......................] - ETA: 11s - loss: 0.3838 - accuracy: 0.8172
 80/296 [=======>......................] - ETA: 11s - loss: 0.3842 - accuracy: 0.8164
 81/296 [=======>......................] - ETA: 11s - loss: 0.3829 - accuracy: 0.8171
 82/296 [=======>......................] - ETA: 11s - loss: 0.3834 - accuracy: 0.8163
 83/296 [=======>......................] - ETA: 11s - loss: 0.3819 - accuracy: 0.8178
 84/296 [=======>......................] - ETA: 11s - loss: 0.3811 - accuracy: 0.8177
 85/296 [=======>......................] - ETA: 11s - loss: 0.3798 - accuracy: 0.8191
 86/296 [=======>......................] - ETA: 11s - loss: 0.3817 - accuracy: 0.8169
 87/296 [=======>......................] - ETA: 11s - loss: 0.3800 - accuracy: 0.8190
 88/296 [=======>......................] - ETA: 10s - loss: 0.3794 - accuracy: 0.8196
 89/296 [========>.....................] - ETA: 10s - loss: 0.3793 - accuracy: 0.8202
 90/296 [========>.....................] - ETA: 10s - loss: 0.3799 - accuracy: 0.8208
 91/296 [========>.....................] - ETA: 10s - loss: 0.3842 - accuracy: 0.8201
 92/296 [========>.....................] - ETA: 10s - loss: 0.3859 - accuracy: 0.8186
 93/296 [========>.....................] - ETA: 10s - loss: 0.3870 - accuracy: 0.8185
 94/296 [========>.....................] - ETA: 10s - loss: 0.3861 - accuracy: 0.8185
 95/296 [========>.....................] - ETA: 10s - loss: 0.3852 - accuracy: 0.8197
 96/296 [========>.....................] - ETA: 10s - loss: 0.3861 - accuracy: 0.8190
 97/296 [========>.....................] - ETA: 10s - loss: 0.3847 - accuracy: 0.8196
 98/296 [========>.....................] - ETA: 10s - loss: 0.3860 - accuracy: 0.8182
 99/296 [=========>....................] - ETA: 10s - loss: 0.3848 - accuracy: 0.8201
100/296 [=========>....................] - ETA: 10s - loss: 0.3847 - accuracy: 0.8194
101/296 [=========>....................] - ETA: 10s - loss: 0.3841 - accuracy: 0.8199
102/296 [=========>....................] - ETA: 10s - loss: 0.3836 - accuracy: 0.8199
103/296 [=========>....................] - ETA: 10s - loss: 0.3824 - accuracy: 0.8204
104/296 [=========>....................] - ETA: 10s - loss: 0.3812 - accuracy: 0.8215
105/296 [=========>....................] - ETA: 10s - loss: 0.3806 - accuracy: 0.8214
106/296 [=========>....................] - ETA: 10s - loss: 0.3814 - accuracy: 0.8213
107/296 [=========>....................] - ETA: 9s - loss: 0.3826 - accuracy: 0.8213 
108/296 [=========>....................] - ETA: 9s - loss: 0.3851 - accuracy: 0.8206
109/296 [==========>...................] - ETA: 9s - loss: 0.3838 - accuracy: 0.8217
110/296 [==========>...................] - ETA: 9s - loss: 0.3832 - accuracy: 0.8222
111/296 [==========>...................] - ETA: 9s - loss: 0.3826 - accuracy: 0.8226
112/296 [==========>...................] - ETA: 9s - loss: 0.3839 - accuracy: 0.8209
113/296 [==========>...................] - ETA: 9s - loss: 0.3828 - accuracy: 0.8213
114/296 [==========>...................] - ETA: 9s - loss: 0.3853 - accuracy: 0.8196
115/296 [==========>...................] - ETA: 9s - loss: 0.3837 - accuracy: 0.8201
116/296 [==========>...................] - ETA: 9s - loss: 0.3843 - accuracy: 0.8200
117/296 [==========>...................] - ETA: 9s - loss: 0.3856 - accuracy: 0.8194
118/296 [==========>...................] - ETA: 9s - loss: 0.3844 - accuracy: 0.8199
119/296 [===========>..................] - ETA: 9s - loss: 0.3837 - accuracy: 0.8193
120/296 [===========>..................] - ETA: 9s - loss: 0.3843 - accuracy: 0.8182
121/296 [===========>..................] - ETA: 9s - loss: 0.3833 - accuracy: 0.8187
122/296 [===========>..................] - ETA: 9s - loss: 0.3834 - accuracy: 0.8186
123/296 [===========>..................] - ETA: 9s - loss: 0.3840 - accuracy: 0.8176
124/296 [===========>..................] - ETA: 9s - loss: 0.3823 - accuracy: 0.8191
125/296 [===========>..................] - ETA: 8s - loss: 0.3823 - accuracy: 0.8195
126/296 [===========>..................] - ETA: 8s - loss: 0.3820 - accuracy: 0.8199
127/296 [===========>..................] - ETA: 8s - loss: 0.3835 - accuracy: 0.8189
128/296 [===========>..................] - ETA: 8s - loss: 0.3832 - accuracy: 0.8188
129/296 [============>.................] - ETA: 8s - loss: 0.3838 - accuracy: 0.8188
130/296 [============>.................] - ETA: 8s - loss: 0.3840 - accuracy: 0.8188
131/296 [============>.................] - ETA: 8s - loss: 0.3834 - accuracy: 0.8192
132/296 [============>.................] - ETA: 8s - loss: 0.3828 - accuracy: 0.8196
133/296 [============>.................] - ETA: 8s - loss: 0.3844 - accuracy: 0.8195
134/296 [============>.................] - ETA: 8s - loss: 0.3860 - accuracy: 0.8186
135/296 [============>.................] - ETA: 8s - loss: 0.3878 - accuracy: 0.8185
136/296 [============>.................] - ETA: 8s - loss: 0.3873 - accuracy: 0.8189
137/296 [============>.................] - ETA: 8s - loss: 0.3901 - accuracy: 0.8175
138/296 [============>.................] - ETA: 8s - loss: 0.3906 - accuracy: 0.8170
139/296 [=============>................] - ETA: 8s - loss: 0.3900 - accuracy: 0.8174
140/296 [=============>................] - ETA: 8s - loss: 0.3899 - accuracy: 0.8174
141/296 [=============>................] - ETA: 8s - loss: 0.3898 - accuracy: 0.8169
142/296 [=============>................] - ETA: 8s - loss: 0.3892 - accuracy: 0.8173
143/296 [=============>................] - ETA: 8s - loss: 0.3890 - accuracy: 0.8169
144/296 [=============>................] - ETA: 7s - loss: 0.3896 - accuracy: 0.8164
145/296 [=============>................] - ETA: 7s - loss: 0.3886 - accuracy: 0.8168
146/296 [=============>................] - ETA: 7s - loss: 0.3896 - accuracy: 0.8159
147/296 [=============>................] - ETA: 7s - loss: 0.3895 - accuracy: 0.8159
148/296 [==============>...............] - ETA: 7s - loss: 0.3893 - accuracy: 0.8159
149/296 [==============>...............] - ETA: 7s - loss: 0.3892 - accuracy: 0.8159
150/296 [==============>...............] - ETA: 7s - loss: 0.3903 - accuracy: 0.8150
151/296 [==============>...............] - ETA: 7s - loss: 0.3890 - accuracy: 0.8158
152/296 [==============>...............] - ETA: 7s - loss: 0.3888 - accuracy: 0.8162
153/296 [==============>...............] - ETA: 7s - loss: 0.3889 - accuracy: 0.8158
154/296 [==============>...............] - ETA: 7s - loss: 0.3872 - accuracy: 0.8170
155/296 [==============>...............] - ETA: 7s - loss: 0.3869 - accuracy: 0.8169
156/296 [==============>...............] - ETA: 7s - loss: 0.3866 - accuracy: 0.8173
157/296 [==============>...............] - ETA: 7s - loss: 0.3869 - accuracy: 0.8173
158/296 [===============>..............] - ETA: 7s - loss: 0.3860 - accuracy: 0.8176
159/296 [===============>..............] - ETA: 7s - loss: 0.3855 - accuracy: 0.8180
160/296 [===============>..............] - ETA: 7s - loss: 0.3852 - accuracy: 0.8184
161/296 [===============>..............] - ETA: 7s - loss: 0.3846 - accuracy: 0.8187
162/296 [===============>..............] - ETA: 7s - loss: 0.3851 - accuracy: 0.8183
163/296 [===============>..............] - ETA: 6s - loss: 0.3840 - accuracy: 0.8190
164/296 [===============>..............] - ETA: 6s - loss: 0.3830 - accuracy: 0.8194
165/296 [===============>..............] - ETA: 6s - loss: 0.3823 - accuracy: 0.8189
166/296 [===============>..............] - ETA: 6s - loss: 0.3822 - accuracy: 0.8185
167/296 [===============>..............] - ETA: 6s - loss: 0.3818 - accuracy: 0.8181
168/296 [================>.............] - ETA: 6s - loss: 0.3830 - accuracy: 0.8181
169/296 [================>.............] - ETA: 6s - loss: 0.3817 - accuracy: 0.8188
170/296 [================>.............] - ETA: 6s - loss: 0.3803 - accuracy: 0.8199
171/296 [================>.............] - ETA: 6s - loss: 0.3800 - accuracy: 0.8191
172/296 [================>.............] - ETA: 6s - loss: 0.3801 - accuracy: 0.8187
173/296 [================>.............] - ETA: 6s - loss: 0.3804 - accuracy: 0.8190
174/296 [================>.............] - ETA: 6s - loss: 0.3793 - accuracy: 0.8197
175/296 [================>.............] - ETA: 6s - loss: 0.3795 - accuracy: 0.8193
176/296 [================>.............] - ETA: 6s - loss: 0.3795 - accuracy: 0.8192
177/296 [================>.............] - ETA: 6s - loss: 0.3803 - accuracy: 0.8192
178/296 [=================>............] - ETA: 6s - loss: 0.3789 - accuracy: 0.8199
179/296 [=================>............] - ETA: 6s - loss: 0.3773 - accuracy: 0.8209
180/296 [=================>............] - ETA: 6s - loss: 0.3771 - accuracy: 0.8215
181/296 [=================>............] - ETA: 6s - loss: 0.3778 - accuracy: 0.8211
182/296 [=================>............] - ETA: 6s - loss: 0.3784 - accuracy: 0.8207
183/296 [=================>............] - ETA: 5s - loss: 0.3782 - accuracy: 0.8210
184/296 [=================>............] - ETA: 5s - loss: 0.3777 - accuracy: 0.8213
185/296 [=================>............] - ETA: 5s - loss: 0.3779 - accuracy: 0.8213
186/296 [=================>............] - ETA: 5s - loss: 0.3779 - accuracy: 0.8219
187/296 [=================>............] - ETA: 5s - loss: 0.3778 - accuracy: 0.8215
188/296 [==================>...........] - ETA: 5s - loss: 0.3777 - accuracy: 0.8211
189/296 [==================>...........] - ETA: 5s - loss: 0.3770 - accuracy: 0.8214
190/296 [==================>...........] - ETA: 5s - loss: 0.3774 - accuracy: 0.8211
191/296 [==================>...........] - ETA: 5s - loss: 0.3772 - accuracy: 0.8210
192/296 [==================>...........] - ETA: 5s - loss: 0.3771 - accuracy: 0.8210
193/296 [==================>...........] - ETA: 5s - loss: 0.3772 - accuracy: 0.8209
194/296 [==================>...........] - ETA: 5s - loss: 0.3774 - accuracy: 0.8209
195/296 [==================>...........] - ETA: 5s - loss: 0.3776 - accuracy: 0.8208
196/296 [==================>...........] - ETA: 5s - loss: 0.3784 - accuracy: 0.8208
197/296 [==================>...........] - ETA: 5s - loss: 0.3773 - accuracy: 0.8214
198/296 [===================>..........] - ETA: 5s - loss: 0.3778 - accuracy: 0.8207
199/296 [===================>..........] - ETA: 5s - loss: 0.3773 - accuracy: 0.8207
200/296 [===================>..........] - ETA: 5s - loss: 0.3784 - accuracy: 0.8203
201/296 [===================>..........] - ETA: 4s - loss: 0.3788 - accuracy: 0.8206
202/296 [===================>..........] - ETA: 4s - loss: 0.3800 - accuracy: 0.8202
203/296 [===================>..........] - ETA: 4s - loss: 0.3806 - accuracy: 0.8199
204/296 [===================>..........] - ETA: 4s - loss: 0.3798 - accuracy: 0.8205
205/296 [===================>..........] - ETA: 4s - loss: 0.3803 - accuracy: 0.8198
206/296 [===================>..........] - ETA: 4s - loss: 0.3798 - accuracy: 0.8204
207/296 [===================>..........] - ETA: 4s - loss: 0.3798 - accuracy: 0.8204
208/296 [====================>.........] - ETA: 4s - loss: 0.3802 - accuracy: 0.8200
209/296 [====================>.........] - ETA: 4s - loss: 0.3812 - accuracy: 0.8197
210/296 [====================>.........] - ETA: 4s - loss: 0.3810 - accuracy: 0.8196
211/296 [====================>.........] - ETA: 4s - loss: 0.3811 - accuracy: 0.8196
212/296 [====================>.........] - ETA: 4s - loss: 0.3813 - accuracy: 0.8196
213/296 [====================>.........] - ETA: 4s - loss: 0.3817 - accuracy: 0.8201
214/296 [====================>.........] - ETA: 4s - loss: 0.3818 - accuracy: 0.8204
215/296 [====================>.........] - ETA: 4s - loss: 0.3820 - accuracy: 0.8203
216/296 [====================>.........] - ETA: 4s - loss: 0.3816 - accuracy: 0.8203
217/296 [====================>.........] - ETA: 4s - loss: 0.3818 - accuracy: 0.8206
218/296 [=====================>........] - ETA: 4s - loss: 0.3821 - accuracy: 0.8205
219/296 [=====================>........] - ETA: 4s - loss: 0.3818 - accuracy: 0.8208
220/296 [=====================>........] - ETA: 3s - loss: 0.3815 - accuracy: 0.8210
221/296 [=====================>........] - ETA: 3s - loss: 0.3823 - accuracy: 0.8207
222/296 [=====================>........] - ETA: 3s - loss: 0.3816 - accuracy: 0.8212
223/296 [=====================>........] - ETA: 3s - loss: 0.3819 - accuracy: 0.8212
224/296 [=====================>........] - ETA: 3s - loss: 0.3819 - accuracy: 0.8209
225/296 [=====================>........] - ETA: 3s - loss: 0.3829 - accuracy: 0.8206
226/296 [=====================>........] - ETA: 3s - loss: 0.3829 - accuracy: 0.8202
227/296 [======================>.......] - ETA: 3s - loss: 0.3833 - accuracy: 0.8202
228/296 [======================>.......] - ETA: 3s - loss: 0.3825 - accuracy: 0.8210
229/296 [======================>.......] - ETA: 3s - loss: 0.3816 - accuracy: 0.8215
230/296 [======================>.......] - ETA: 3s - loss: 0.3809 - accuracy: 0.8223
231/296 [======================>.......] - ETA: 3s - loss: 0.3803 - accuracy: 0.8228
232/296 [======================>.......] - ETA: 3s - loss: 0.3805 - accuracy: 0.8227
233/296 [======================>.......] - ETA: 3s - loss: 0.3803 - accuracy: 0.8230
234/296 [======================>.......] - ETA: 3s - loss: 0.3806 - accuracy: 0.8221
235/296 [======================>.......] - ETA: 3s - loss: 0.3808 - accuracy: 0.8218
236/296 [======================>.......] - ETA: 3s - loss: 0.3799 - accuracy: 0.8226
237/296 [=======================>......] - ETA: 3s - loss: 0.3806 - accuracy: 0.8220
238/296 [=======================>......] - ETA: 3s - loss: 0.3812 - accuracy: 0.8220
239/296 [=======================>......] - ETA: 3s - loss: 0.3808 - accuracy: 0.8217
240/296 [=======================>......] - ETA: 2s - loss: 0.3812 - accuracy: 0.8214
241/296 [=======================>......] - ETA: 2s - loss: 0.3811 - accuracy: 0.8216
242/296 [=======================>......] - ETA: 2s - loss: 0.3824 - accuracy: 0.8208
243/296 [=======================>......] - ETA: 2s - loss: 0.3821 - accuracy: 0.8207
244/296 [=======================>......] - ETA: 2s - loss: 0.3814 - accuracy: 0.8212
245/296 [=======================>......] - ETA: 2s - loss: 0.3815 - accuracy: 0.8214
246/296 [=======================>......] - ETA: 2s - loss: 0.3816 - accuracy: 0.8214
247/296 [========================>.....] - ETA: 2s - loss: 0.3822 - accuracy: 0.8209
248/296 [========================>.....] - ETA: 2s - loss: 0.3823 - accuracy: 0.8211
249/296 [========================>.....] - ETA: 2s - loss: 0.3821 - accuracy: 0.8210
250/296 [========================>.....] - ETA: 2s - loss: 0.3816 - accuracy: 0.8213
251/296 [========================>.....] - ETA: 2s - loss: 0.3814 - accuracy: 0.8217
252/296 [========================>.....] - ETA: 2s - loss: 0.3814 - accuracy: 0.8214
253/296 [========================>.....] - ETA: 2s - loss: 0.3807 - accuracy: 0.8219
254/296 [========================>.....] - ETA: 2s - loss: 0.3807 - accuracy: 0.8223
255/296 [========================>.....] - ETA: 2s - loss: 0.3807 - accuracy: 0.8218
256/296 [========================>.....] - ETA: 2s - loss: 0.3804 - accuracy: 0.8220
257/296 [=========================>....] - ETA: 2s - loss: 0.3807 - accuracy: 0.8215
258/296 [=========================>....] - ETA: 2s - loss: 0.3808 - accuracy: 0.8215
259/296 [=========================>....] - ETA: 1s - loss: 0.3804 - accuracy: 0.8219
260/296 [=========================>....] - ETA: 1s - loss: 0.3811 - accuracy: 0.8212
261/296 [=========================>....] - ETA: 1s - loss: 0.3801 - accuracy: 0.8218
262/296 [=========================>....] - ETA: 1s - loss: 0.3797 - accuracy: 0.8223
263/296 [=========================>....] - ETA: 1s - loss: 0.3799 - accuracy: 0.8220
264/296 [=========================>....] - ETA: 1s - loss: 0.3801 - accuracy: 0.8217
265/296 [=========================>....] - ETA: 1s - loss: 0.3797 - accuracy: 0.8222
266/296 [=========================>....] - ETA: 1s - loss: 0.3797 - accuracy: 0.8224
267/296 [==========================>...] - ETA: 1s - loss: 0.3789 - accuracy: 0.8226
268/296 [==========================>...] - ETA: 1s - loss: 0.3785 - accuracy: 0.8228
269/296 [==========================>...] - ETA: 1s - loss: 0.3785 - accuracy: 0.8225
270/296 [==========================>...] - ETA: 1s - loss: 0.3779 - accuracy: 0.8229
271/296 [==========================>...] - ETA: 1s - loss: 0.3774 - accuracy: 0.8233
272/296 [==========================>...] - ETA: 1s - loss: 0.3765 - accuracy: 0.8238
273/296 [==========================>...] - ETA: 1s - loss: 0.3765 - accuracy: 0.8233
274/296 [==========================>...] - ETA: 1s - loss: 0.3759 - accuracy: 0.8237
275/296 [==========================>...] - ETA: 1s - loss: 0.3765 - accuracy: 0.8236
276/296 [==========================>...] - ETA: 1s - loss: 0.3762 - accuracy: 0.8236
277/296 [===========================>..] - ETA: 1s - loss: 0.3758 - accuracy: 0.8238
278/296 [===========================>..] - ETA: 0s - loss: 0.3750 - accuracy: 0.8242
279/296 [===========================>..] - ETA: 0s - loss: 0.3746 - accuracy: 0.8244
280/296 [===========================>..] - ETA: 0s - loss: 0.3751 - accuracy: 0.8246
281/296 [===========================>..] - ETA: 0s - loss: 0.3742 - accuracy: 0.8250
282/296 [===========================>..] - ETA: 0s - loss: 0.3741 - accuracy: 0.8247
283/296 [===========================>..] - ETA: 0s - loss: 0.3744 - accuracy: 0.8249
284/296 [===========================>..] - ETA: 0s - loss: 0.3745 - accuracy: 0.8248
285/296 [===========================>..] - ETA: 0s - loss: 0.3737 - accuracy: 0.8254
286/296 [===========================>..] - ETA: 0s - loss: 0.3732 - accuracy: 0.8256
287/296 [============================>.] - ETA: 0s - loss: 0.3745 - accuracy: 0.8253
288/296 [============================>.] - ETA: 0s - loss: 0.3744 - accuracy: 0.8253
289/296 [============================>.] - ETA: 0s - loss: 0.3738 - accuracy: 0.8257
290/296 [============================>.] - ETA: 0s - loss: 0.3744 - accuracy: 0.8254
291/296 [============================>.] - ETA: 0s - loss: 0.3754 - accuracy: 0.8247
292/296 [============================>.] - ETA: 0s - loss: 0.3752 - accuracy: 0.8247
293/296 [============================>.] - ETA: 0s - loss: 0.3749 - accuracy: 0.8251
294/296 [============================>.] - ETA: 0s - loss: 0.3753 - accuracy: 0.8248
295/296 [============================>.] - ETA: 0s - loss: 0.3767 - accuracy: 0.8246
296/296 [==============================] - 16s 53ms/step - loss: 0.3765 - accuracy: 0.8246

296/296 [==============================] - 17s 57ms/step - loss: 0.3765 - accuracy: 0.8246 - val_loss: 0.3865 - val_accuracy: 0.8231
Epoch 23/50

  1/296 [..............................] - ETA: 14s - loss: 0.3052 - accuracy: 0.8750
  2/296 [..............................] - ETA: 14s - loss: 0.2758 - accuracy: 0.8750
  3/296 [..............................] - ETA: 14s - loss: 0.2821 - accuracy: 0.8958
  4/296 [..............................] - ETA: 15s - loss: 0.3081 - accuracy: 0.8906
  5/296 [..............................] - ETA: 15s - loss: 0.2832 - accuracy: 0.8875
  6/296 [..............................] - ETA: 15s - loss: 0.2503 - accuracy: 0.9062
  7/296 [..............................] - ETA: 15s - loss: 0.3419 - accuracy: 0.8661
  8/296 [..............................] - ETA: 15s - loss: 0.3348 - accuracy: 0.8672
  9/296 [..............................] - ETA: 14s - loss: 0.3398 - accuracy: 0.8611
 10/296 [>.............................] - ETA: 14s - loss: 0.3408 - accuracy: 0.8562
 11/296 [>.............................] - ETA: 14s - loss: 0.3570 - accuracy: 0.8466
 12/296 [>.............................] - ETA: 14s - loss: 0.3392 - accuracy: 0.8542
 13/296 [>.............................] - ETA: 14s - loss: 0.3453 - accuracy: 0.8462
 14/296 [>.............................] - ETA: 14s - loss: 0.3697 - accuracy: 0.8259
 15/296 [>.............................] - ETA: 14s - loss: 0.3777 - accuracy: 0.8208
 16/296 [>.............................] - ETA: 14s - loss: 0.3929 - accuracy: 0.8047
 17/296 [>.............................] - ETA: 14s - loss: 0.3807 - accuracy: 0.8125
 18/296 [>.............................] - ETA: 14s - loss: 0.3810 - accuracy: 0.8090
 19/296 [>.............................] - ETA: 14s - loss: 0.3788 - accuracy: 0.8125
 20/296 [=>............................] - ETA: 14s - loss: 0.3734 - accuracy: 0.8188
 21/296 [=>............................] - ETA: 14s - loss: 0.3723 - accuracy: 0.8185
 22/296 [=>............................] - ETA: 14s - loss: 0.3694 - accuracy: 0.8210
 23/296 [=>............................] - ETA: 14s - loss: 0.3672 - accuracy: 0.8179
 24/296 [=>............................] - ETA: 14s - loss: 0.3761 - accuracy: 0.8151
 25/296 [=>............................] - ETA: 14s - loss: 0.3744 - accuracy: 0.8150
 26/296 [=>............................] - ETA: 13s - loss: 0.3684 - accuracy: 0.8197
 27/296 [=>............................] - ETA: 13s - loss: 0.3637 - accuracy: 0.8264
 28/296 [=>............................] - ETA: 13s - loss: 0.3563 - accuracy: 0.8304
 29/296 [=>............................] - ETA: 13s - loss: 0.3620 - accuracy: 0.8276
 30/296 [==>...........................] - ETA: 13s - loss: 0.3649 - accuracy: 0.8271
 31/296 [==>...........................] - ETA: 13s - loss: 0.3687 - accuracy: 0.8246
 32/296 [==>...........................] - ETA: 13s - loss: 0.3683 - accuracy: 0.8262
 33/296 [==>...........................] - ETA: 13s - loss: 0.3695 - accuracy: 0.8258
 34/296 [==>...........................] - ETA: 13s - loss: 0.3688 - accuracy: 0.8235
 35/296 [==>...........................] - ETA: 13s - loss: 0.3695 - accuracy: 0.8196
 36/296 [==>...........................] - ETA: 13s - loss: 0.3737 - accuracy: 0.8160
 37/296 [==>...........................] - ETA: 13s - loss: 0.3776 - accuracy: 0.8142
 38/296 [==>...........................] - ETA: 13s - loss: 0.3793 - accuracy: 0.8158
 39/296 [==>...........................] - ETA: 13s - loss: 0.3795 - accuracy: 0.8141
 40/296 [===>..........................] - ETA: 13s - loss: 0.3802 - accuracy: 0.8141
 41/296 [===>..........................] - ETA: 13s - loss: 0.3784 - accuracy: 0.8140
 42/296 [===>..........................] - ETA: 13s - loss: 0.3795 - accuracy: 0.8110
 43/296 [===>..........................] - ETA: 13s - loss: 0.3771 - accuracy: 0.8125
 44/296 [===>..........................] - ETA: 13s - loss: 0.3735 - accuracy: 0.8153
 45/296 [===>..........................] - ETA: 12s - loss: 0.3728 - accuracy: 0.8153
 46/296 [===>..........................] - ETA: 12s - loss: 0.3761 - accuracy: 0.8139
 47/296 [===>..........................] - ETA: 12s - loss: 0.3753 - accuracy: 0.8152
 48/296 [===>..........................] - ETA: 12s - loss: 0.3749 - accuracy: 0.8151
 49/296 [===>..........................] - ETA: 12s - loss: 0.3747 - accuracy: 0.8163
 50/296 [====>.........................] - ETA: 12s - loss: 0.3718 - accuracy: 0.8188
 51/296 [====>.........................] - ETA: 12s - loss: 0.3755 - accuracy: 0.8174
 52/296 [====>.........................] - ETA: 12s - loss: 0.3734 - accuracy: 0.8185
 53/296 [====>.........................] - ETA: 12s - loss: 0.3751 - accuracy: 0.8172
 54/296 [====>.........................] - ETA: 12s - loss: 0.3760 - accuracy: 0.8148
 55/296 [====>.........................] - ETA: 12s - loss: 0.3736 - accuracy: 0.8170
 56/296 [====>.........................] - ETA: 12s - loss: 0.3734 - accuracy: 0.8181
 57/296 [====>.........................] - ETA: 12s - loss: 0.3759 - accuracy: 0.8180
 58/296 [====>.........................] - ETA: 12s - loss: 0.3746 - accuracy: 0.8179
 59/296 [====>.........................] - ETA: 12s - loss: 0.3764 - accuracy: 0.8178
 60/296 [=====>........................] - ETA: 12s - loss: 0.3762 - accuracy: 0.8188
 61/296 [=====>........................] - ETA: 12s - loss: 0.3730 - accuracy: 0.8207
 62/296 [=====>........................] - ETA: 12s - loss: 0.3706 - accuracy: 0.8216
 63/296 [=====>........................] - ETA: 12s - loss: 0.3691 - accuracy: 0.8224
 64/296 [=====>........................] - ETA: 12s - loss: 0.3674 - accuracy: 0.8232
 65/296 [=====>........................] - ETA: 12s - loss: 0.3690 - accuracy: 0.8240
 66/296 [=====>........................] - ETA: 11s - loss: 0.3697 - accuracy: 0.8239
 67/296 [=====>........................] - ETA: 11s - loss: 0.3721 - accuracy: 0.8218
 68/296 [=====>........................] - ETA: 11s - loss: 0.3699 - accuracy: 0.8235
 69/296 [=====>........................] - ETA: 11s - loss: 0.3700 - accuracy: 0.8225
 70/296 [======>.......................] - ETA: 11s - loss: 0.3716 - accuracy: 0.8214
 71/296 [======>.......................] - ETA: 11s - loss: 0.3717 - accuracy: 0.8213
 72/296 [======>.......................] - ETA: 11s - loss: 0.3731 - accuracy: 0.8194
 73/296 [======>.......................] - ETA: 11s - loss: 0.3715 - accuracy: 0.8202
 74/296 [======>.......................] - ETA: 11s - loss: 0.3729 - accuracy: 0.8184
 75/296 [======>.......................] - ETA: 11s - loss: 0.3747 - accuracy: 0.8200
 76/296 [======>.......................] - ETA: 11s - loss: 0.3752 - accuracy: 0.8199
 77/296 [======>.......................] - ETA: 11s - loss: 0.3775 - accuracy: 0.8190
 78/296 [======>.......................] - ETA: 11s - loss: 0.3790 - accuracy: 0.8173
 79/296 [=======>......................] - ETA: 11s - loss: 0.3766 - accuracy: 0.8196
 80/296 [=======>......................] - ETA: 11s - loss: 0.3750 - accuracy: 0.8211
 81/296 [=======>......................] - ETA: 11s - loss: 0.3762 - accuracy: 0.8218
 82/296 [=======>......................] - ETA: 11s - loss: 0.3766 - accuracy: 0.8209
 83/296 [=======>......................] - ETA: 11s - loss: 0.3776 - accuracy: 0.8193
 84/296 [=======>......................] - ETA: 11s - loss: 0.3763 - accuracy: 0.8199
 85/296 [=======>......................] - ETA: 11s - loss: 0.3762 - accuracy: 0.8191
 86/296 [=======>......................] - ETA: 11s - loss: 0.3770 - accuracy: 0.8183
 87/296 [=======>......................] - ETA: 10s - loss: 0.3755 - accuracy: 0.8204
 88/296 [=======>......................] - ETA: 10s - loss: 0.3762 - accuracy: 0.8182
 89/296 [========>.....................] - ETA: 10s - loss: 0.3754 - accuracy: 0.8181
 90/296 [========>.....................] - ETA: 10s - loss: 0.3752 - accuracy: 0.8188
 91/296 [========>.....................] - ETA: 10s - loss: 0.3749 - accuracy: 0.8194
 92/296 [========>.....................] - ETA: 10s - loss: 0.3737 - accuracy: 0.8207
 93/296 [========>.....................] - ETA: 10s - loss: 0.3744 - accuracy: 0.8199
 94/296 [========>.....................] - ETA: 10s - loss: 0.3741 - accuracy: 0.8205
 95/296 [========>.....................] - ETA: 10s - loss: 0.3741 - accuracy: 0.8204
 96/296 [========>.....................] - ETA: 10s - loss: 0.3753 - accuracy: 0.8184
 97/296 [========>.....................] - ETA: 10s - loss: 0.3747 - accuracy: 0.8189
 98/296 [========>.....................] - ETA: 10s - loss: 0.3776 - accuracy: 0.8176
 99/296 [=========>....................] - ETA: 10s - loss: 0.3757 - accuracy: 0.8188
100/296 [=========>....................] - ETA: 10s - loss: 0.3762 - accuracy: 0.8181
101/296 [=========>....................] - ETA: 10s - loss: 0.3770 - accuracy: 0.8175
102/296 [=========>....................] - ETA: 10s - loss: 0.3787 - accuracy: 0.8168
103/296 [=========>....................] - ETA: 10s - loss: 0.3780 - accuracy: 0.8174
104/296 [=========>....................] - ETA: 10s - loss: 0.3771 - accuracy: 0.8173
105/296 [=========>....................] - ETA: 10s - loss: 0.3766 - accuracy: 0.8185
106/296 [=========>....................] - ETA: 10s - loss: 0.3755 - accuracy: 0.8184
107/296 [=========>....................] - ETA: 9s - loss: 0.3770 - accuracy: 0.8183 
108/296 [=========>....................] - ETA: 9s - loss: 0.3752 - accuracy: 0.8200
109/296 [==========>...................] - ETA: 9s - loss: 0.3762 - accuracy: 0.8200
110/296 [==========>...................] - ETA: 9s - loss: 0.3741 - accuracy: 0.8216
111/296 [==========>...................] - ETA: 9s - loss: 0.3729 - accuracy: 0.8226
112/296 [==========>...................] - ETA: 9s - loss: 0.3711 - accuracy: 0.8237
113/296 [==========>...................] - ETA: 9s - loss: 0.3698 - accuracy: 0.8247
114/296 [==========>...................] - ETA: 9s - loss: 0.3681 - accuracy: 0.8262
115/296 [==========>...................] - ETA: 9s - loss: 0.3678 - accuracy: 0.8261
116/296 [==========>...................] - ETA: 9s - loss: 0.3686 - accuracy: 0.8260
117/296 [==========>...................] - ETA: 9s - loss: 0.3687 - accuracy: 0.8264
118/296 [==========>...................] - ETA: 9s - loss: 0.3676 - accuracy: 0.8268
119/296 [===========>..................] - ETA: 9s - loss: 0.3706 - accuracy: 0.8267
120/296 [===========>..................] - ETA: 9s - loss: 0.3700 - accuracy: 0.8271
121/296 [===========>..................] - ETA: 9s - loss: 0.3686 - accuracy: 0.8280
122/296 [===========>..................] - ETA: 9s - loss: 0.3690 - accuracy: 0.8274
123/296 [===========>..................] - ETA: 9s - loss: 0.3685 - accuracy: 0.8272
124/296 [===========>..................] - ETA: 9s - loss: 0.3675 - accuracy: 0.8276
125/296 [===========>..................] - ETA: 9s - loss: 0.3663 - accuracy: 0.8280
126/296 [===========>..................] - ETA: 9s - loss: 0.3666 - accuracy: 0.8284
127/296 [===========>..................] - ETA: 8s - loss: 0.3668 - accuracy: 0.8287
128/296 [===========>..................] - ETA: 8s - loss: 0.3685 - accuracy: 0.8281
129/296 [============>.................] - ETA: 8s - loss: 0.3682 - accuracy: 0.8285
130/296 [============>.................] - ETA: 8s - loss: 0.3684 - accuracy: 0.8284
131/296 [============>.................] - ETA: 8s - loss: 0.3676 - accuracy: 0.8287
132/296 [============>.................] - ETA: 8s - loss: 0.3683 - accuracy: 0.8281
133/296 [============>.................] - ETA: 8s - loss: 0.3680 - accuracy: 0.8280
134/296 [============>.................] - ETA: 8s - loss: 0.3707 - accuracy: 0.8270
135/296 [============>.................] - ETA: 8s - loss: 0.3702 - accuracy: 0.8273
136/296 [============>.................] - ETA: 8s - loss: 0.3729 - accuracy: 0.8254
137/296 [============>.................] - ETA: 8s - loss: 0.3753 - accuracy: 0.8234
138/296 [============>.................] - ETA: 8s - loss: 0.3744 - accuracy: 0.8238
139/296 [=============>................] - ETA: 8s - loss: 0.3738 - accuracy: 0.8237
140/296 [=============>................] - ETA: 8s - loss: 0.3735 - accuracy: 0.8237
141/296 [=============>................] - ETA: 8s - loss: 0.3730 - accuracy: 0.8245
142/296 [=============>................] - ETA: 8s - loss: 0.3730 - accuracy: 0.8248
143/296 [=============>................] - ETA: 8s - loss: 0.3742 - accuracy: 0.8243
144/296 [=============>................] - ETA: 8s - loss: 0.3734 - accuracy: 0.8247
145/296 [=============>................] - ETA: 8s - loss: 0.3731 - accuracy: 0.8250
146/296 [=============>................] - ETA: 7s - loss: 0.3735 - accuracy: 0.8249
147/296 [=============>................] - ETA: 7s - loss: 0.3731 - accuracy: 0.8257
148/296 [==============>...............] - ETA: 7s - loss: 0.3725 - accuracy: 0.8260
149/296 [==============>...............] - ETA: 7s - loss: 0.3727 - accuracy: 0.8259
150/296 [==============>...............] - ETA: 7s - loss: 0.3722 - accuracy: 0.8258
151/296 [==============>...............] - ETA: 7s - loss: 0.3711 - accuracy: 0.8262
152/296 [==============>...............] - ETA: 7s - loss: 0.3715 - accuracy: 0.8257
153/296 [==============>...............] - ETA: 7s - loss: 0.3711 - accuracy: 0.8252
154/296 [==============>...............] - ETA: 7s - loss: 0.3715 - accuracy: 0.8247
155/296 [==============>...............] - ETA: 7s - loss: 0.3724 - accuracy: 0.8238
156/296 [==============>...............] - ETA: 7s - loss: 0.3710 - accuracy: 0.8245
157/296 [==============>...............] - ETA: 7s - loss: 0.3704 - accuracy: 0.8244
158/296 [===============>..............] - ETA: 7s - loss: 0.3714 - accuracy: 0.8236
159/296 [===============>..............] - ETA: 7s - loss: 0.3728 - accuracy: 0.8235
160/296 [===============>..............] - ETA: 7s - loss: 0.3717 - accuracy: 0.8242
161/296 [===============>..............] - ETA: 7s - loss: 0.3721 - accuracy: 0.8238
162/296 [===============>..............] - ETA: 7s - loss: 0.3726 - accuracy: 0.8233
163/296 [===============>..............] - ETA: 7s - loss: 0.3718 - accuracy: 0.8236
164/296 [===============>..............] - ETA: 7s - loss: 0.3722 - accuracy: 0.8228
165/296 [===============>..............] - ETA: 6s - loss: 0.3707 - accuracy: 0.8239
166/296 [===============>..............] - ETA: 6s - loss: 0.3711 - accuracy: 0.8238
167/296 [===============>..............] - ETA: 6s - loss: 0.3709 - accuracy: 0.8241
168/296 [================>.............] - ETA: 6s - loss: 0.3706 - accuracy: 0.8237
169/296 [================>.............] - ETA: 6s - loss: 0.3700 - accuracy: 0.8240
170/296 [================>.............] - ETA: 6s - loss: 0.3701 - accuracy: 0.8243
171/296 [================>.............] - ETA: 6s - loss: 0.3706 - accuracy: 0.8238
172/296 [================>.............] - ETA: 6s - loss: 0.3697 - accuracy: 0.8245
173/296 [================>.............] - ETA: 6s - loss: 0.3689 - accuracy: 0.8248
174/296 [================>.............] - ETA: 6s - loss: 0.3689 - accuracy: 0.8240
175/296 [================>.............] - ETA: 6s - loss: 0.3685 - accuracy: 0.8243
176/296 [================>.............] - ETA: 6s - loss: 0.3694 - accuracy: 0.8239
177/296 [================>.............] - ETA: 6s - loss: 0.3699 - accuracy: 0.8238
178/296 [=================>............] - ETA: 6s - loss: 0.3693 - accuracy: 0.8237
179/296 [=================>............] - ETA: 6s - loss: 0.3693 - accuracy: 0.8237
180/296 [=================>............] - ETA: 6s - loss: 0.3690 - accuracy: 0.8236
181/296 [=================>............] - ETA: 6s - loss: 0.3687 - accuracy: 0.8235
182/296 [=================>............] - ETA: 6s - loss: 0.3680 - accuracy: 0.8238
183/296 [=================>............] - ETA: 6s - loss: 0.3669 - accuracy: 0.8241
184/296 [=================>............] - ETA: 5s - loss: 0.3663 - accuracy: 0.8244
185/296 [=================>............] - ETA: 5s - loss: 0.3681 - accuracy: 0.8233
186/296 [=================>............] - ETA: 5s - loss: 0.3690 - accuracy: 0.8229
187/296 [=================>............] - ETA: 5s - loss: 0.3698 - accuracy: 0.8225
188/296 [==================>...........] - ETA: 5s - loss: 0.3705 - accuracy: 0.8225
189/296 [==================>...........] - ETA: 5s - loss: 0.3703 - accuracy: 0.8224
190/296 [==================>...........] - ETA: 5s - loss: 0.3700 - accuracy: 0.8224
191/296 [==================>...........] - ETA: 5s - loss: 0.3700 - accuracy: 0.8223
192/296 [==================>...........] - ETA: 5s - loss: 0.3698 - accuracy: 0.8226
193/296 [==================>...........] - ETA: 5s - loss: 0.3692 - accuracy: 0.8229
194/296 [==================>...........] - ETA: 5s - loss: 0.3703 - accuracy: 0.8225
195/296 [==================>...........] - ETA: 5s - loss: 0.3703 - accuracy: 0.8228
196/296 [==================>...........] - ETA: 5s - loss: 0.3698 - accuracy: 0.8230
197/296 [==================>...........] - ETA: 5s - loss: 0.3709 - accuracy: 0.8220
198/296 [===================>..........] - ETA: 5s - loss: 0.3714 - accuracy: 0.8217
199/296 [===================>..........] - ETA: 5s - loss: 0.3722 - accuracy: 0.8213
200/296 [===================>..........] - ETA: 5s - loss: 0.3721 - accuracy: 0.8216
201/296 [===================>..........] - ETA: 5s - loss: 0.3724 - accuracy: 0.8215
202/296 [===================>..........] - ETA: 5s - loss: 0.3723 - accuracy: 0.8212
203/296 [===================>..........] - ETA: 4s - loss: 0.3731 - accuracy: 0.8202
204/296 [===================>..........] - ETA: 4s - loss: 0.3731 - accuracy: 0.8199
205/296 [===================>..........] - ETA: 4s - loss: 0.3740 - accuracy: 0.8192
206/296 [===================>..........] - ETA: 4s - loss: 0.3737 - accuracy: 0.8192
207/296 [===================>..........] - ETA: 4s - loss: 0.3729 - accuracy: 0.8197
208/296 [====================>.........] - ETA: 4s - loss: 0.3720 - accuracy: 0.8200
209/296 [====================>.........] - ETA: 4s - loss: 0.3718 - accuracy: 0.8203
210/296 [====================>.........] - ETA: 4s - loss: 0.3713 - accuracy: 0.8205
211/296 [====================>.........] - ETA: 4s - loss: 0.3709 - accuracy: 0.8208
212/296 [====================>.........] - ETA: 4s - loss: 0.3704 - accuracy: 0.8208
213/296 [====================>.........] - ETA: 4s - loss: 0.3692 - accuracy: 0.8213
214/296 [====================>.........] - ETA: 4s - loss: 0.3680 - accuracy: 0.8221
215/296 [====================>.........] - ETA: 4s - loss: 0.3679 - accuracy: 0.8224
216/296 [====================>.........] - ETA: 4s - loss: 0.3687 - accuracy: 0.8215
217/296 [====================>.........] - ETA: 4s - loss: 0.3683 - accuracy: 0.8214
218/296 [=====================>........] - ETA: 4s - loss: 0.3677 - accuracy: 0.8220
219/296 [=====================>........] - ETA: 4s - loss: 0.3683 - accuracy: 0.8213
220/296 [=====================>........] - ETA: 4s - loss: 0.3696 - accuracy: 0.8207
221/296 [=====================>........] - ETA: 4s - loss: 0.3702 - accuracy: 0.8207
222/296 [=====================>........] - ETA: 3s - loss: 0.3693 - accuracy: 0.8209
223/296 [=====================>........] - ETA: 3s - loss: 0.3692 - accuracy: 0.8206
224/296 [=====================>........] - ETA: 3s - loss: 0.3702 - accuracy: 0.8200
225/296 [=====================>........] - ETA: 3s - loss: 0.3699 - accuracy: 0.8203
226/296 [=====================>........] - ETA: 3s - loss: 0.3699 - accuracy: 0.8205
227/296 [======================>.......] - ETA: 3s - loss: 0.3709 - accuracy: 0.8202
228/296 [======================>.......] - ETA: 3s - loss: 0.3716 - accuracy: 0.8196
229/296 [======================>.......] - ETA: 3s - loss: 0.3718 - accuracy: 0.8196
230/296 [======================>.......] - ETA: 3s - loss: 0.3727 - accuracy: 0.8193
231/296 [======================>.......] - ETA: 3s - loss: 0.3727 - accuracy: 0.8190
232/296 [======================>.......] - ETA: 3s - loss: 0.3724 - accuracy: 0.8195
233/296 [======================>.......] - ETA: 3s - loss: 0.3730 - accuracy: 0.8189
234/296 [======================>.......] - ETA: 3s - loss: 0.3737 - accuracy: 0.8184
235/296 [======================>.......] - ETA: 3s - loss: 0.3744 - accuracy: 0.8181
236/296 [======================>.......] - ETA: 3s - loss: 0.3750 - accuracy: 0.8186
237/296 [=======================>......] - ETA: 3s - loss: 0.3752 - accuracy: 0.8188
238/296 [=======================>......] - ETA: 3s - loss: 0.3761 - accuracy: 0.8185
239/296 [=======================>......] - ETA: 3s - loss: 0.3762 - accuracy: 0.8185
240/296 [=======================>......] - ETA: 2s - loss: 0.3767 - accuracy: 0.8188
241/296 [=======================>......] - ETA: 2s - loss: 0.3765 - accuracy: 0.8190
242/296 [=======================>......] - ETA: 2s - loss: 0.3771 - accuracy: 0.8182
243/296 [=======================>......] - ETA: 2s - loss: 0.3772 - accuracy: 0.8187
244/296 [=======================>......] - ETA: 2s - loss: 0.3767 - accuracy: 0.8192
245/296 [=======================>......] - ETA: 2s - loss: 0.3764 - accuracy: 0.8194
246/296 [=======================>......] - ETA: 2s - loss: 0.3762 - accuracy: 0.8199
247/296 [========================>.....] - ETA: 2s - loss: 0.3757 - accuracy: 0.8203
248/296 [========================>.....] - ETA: 2s - loss: 0.3754 - accuracy: 0.8208
249/296 [========================>.....] - ETA: 2s - loss: 0.3750 - accuracy: 0.8208
250/296 [========================>.....] - ETA: 2s - loss: 0.3749 - accuracy: 0.8213
251/296 [========================>.....] - ETA: 2s - loss: 0.3750 - accuracy: 0.8210
252/296 [========================>.....] - ETA: 2s - loss: 0.3747 - accuracy: 0.8212
253/296 [========================>.....] - ETA: 2s - loss: 0.3748 - accuracy: 0.8209
254/296 [========================>.....] - ETA: 2s - loss: 0.3751 - accuracy: 0.8209
255/296 [========================>.....] - ETA: 2s - loss: 0.3746 - accuracy: 0.8211
256/296 [========================>.....] - ETA: 2s - loss: 0.3738 - accuracy: 0.8215
257/296 [=========================>....] - ETA: 2s - loss: 0.3750 - accuracy: 0.8213
258/296 [=========================>....] - ETA: 2s - loss: 0.3752 - accuracy: 0.8210
259/296 [=========================>....] - ETA: 1s - loss: 0.3759 - accuracy: 0.8209
260/296 [=========================>....] - ETA: 1s - loss: 0.3777 - accuracy: 0.8200
261/296 [=========================>....] - ETA: 1s - loss: 0.3773 - accuracy: 0.8202
262/296 [=========================>....] - ETA: 1s - loss: 0.3771 - accuracy: 0.8201
263/296 [=========================>....] - ETA: 1s - loss: 0.3770 - accuracy: 0.8203
264/296 [=========================>....] - ETA: 1s - loss: 0.3768 - accuracy: 0.8208
265/296 [=========================>....] - ETA: 1s - loss: 0.3765 - accuracy: 0.8210
266/296 [=========================>....] - ETA: 1s - loss: 0.3762 - accuracy: 0.8214
267/296 [==========================>...] - ETA: 1s - loss: 0.3764 - accuracy: 0.8214
268/296 [==========================>...] - ETA: 1s - loss: 0.3765 - accuracy: 0.8211
269/296 [==========================>...] - ETA: 1s - loss: 0.3775 - accuracy: 0.8199
270/296 [==========================>...] - ETA: 1s - loss: 0.3776 - accuracy: 0.8201
271/296 [==========================>...] - ETA: 1s - loss: 0.3784 - accuracy: 0.8190
272/296 [==========================>...] - ETA: 1s - loss: 0.3786 - accuracy: 0.8185
273/296 [==========================>...] - ETA: 1s - loss: 0.3788 - accuracy: 0.8185
274/296 [==========================>...] - ETA: 1s - loss: 0.3794 - accuracy: 0.8180
275/296 [==========================>...] - ETA: 1s - loss: 0.3792 - accuracy: 0.8184
276/296 [==========================>...] - ETA: 1s - loss: 0.3791 - accuracy: 0.8182
277/296 [===========================>..] - ETA: 1s - loss: 0.3795 - accuracy: 0.8181
278/296 [===========================>..] - ETA: 0s - loss: 0.3793 - accuracy: 0.8183
279/296 [===========================>..] - ETA: 0s - loss: 0.3789 - accuracy: 0.8183
280/296 [===========================>..] - ETA: 0s - loss: 0.3788 - accuracy: 0.8185
281/296 [===========================>..] - ETA: 0s - loss: 0.3793 - accuracy: 0.8181
282/296 [===========================>..] - ETA: 0s - loss: 0.3790 - accuracy: 0.8180
283/296 [===========================>..] - ETA: 0s - loss: 0.3792 - accuracy: 0.8178
284/296 [===========================>..] - ETA: 0s - loss: 0.3794 - accuracy: 0.8176
285/296 [===========================>..] - ETA: 0s - loss: 0.3804 - accuracy: 0.8164
286/296 [===========================>..] - ETA: 0s - loss: 0.3805 - accuracy: 0.8162
287/296 [============================>.] - ETA: 0s - loss: 0.3811 - accuracy: 0.8160
288/296 [============================>.] - ETA: 0s - loss: 0.3810 - accuracy: 0.8158
289/296 [============================>.] - ETA: 0s - loss: 0.3809 - accuracy: 0.8160
290/296 [============================>.] - ETA: 0s - loss: 0.3804 - accuracy: 0.8162
291/296 [============================>.] - ETA: 0s - loss: 0.3803 - accuracy: 0.8162
292/296 [============================>.] - ETA: 0s - loss: 0.3805 - accuracy: 0.8159
293/296 [============================>.] - ETA: 0s - loss: 0.3804 - accuracy: 0.8159
294/296 [============================>.] - ETA: 0s - loss: 0.3802 - accuracy: 0.8165
295/296 [============================>.] - ETA: 0s - loss: 0.3808 - accuracy: 0.8165
296/296 [==============================] - 16s 53ms/step - loss: 0.3815 - accuracy: 0.8163

296/296 [==============================] - 17s 57ms/step - loss: 0.3815 - accuracy: 0.8163 - val_loss: 0.3808 - val_accuracy: 0.8231
Epoch 24/50

  1/296 [..............................] - ETA: 14s - loss: 0.5220 - accuracy: 0.7500
  2/296 [..............................] - ETA: 15s - loss: 0.4774 - accuracy: 0.8125
  3/296 [..............................] - ETA: 15s - loss: 0.4145 - accuracy: 0.8333
  4/296 [..............................] - ETA: 15s - loss: 0.3841 - accuracy: 0.8438
  5/296 [..............................] - ETA: 15s - loss: 0.3726 - accuracy: 0.8375
  6/296 [..............................] - ETA: 15s - loss: 0.3952 - accuracy: 0.8333
  7/296 [..............................] - ETA: 14s - loss: 0.3936 - accuracy: 0.8482
  8/296 [..............................] - ETA: 14s - loss: 0.3728 - accuracy: 0.8438
  9/296 [..............................] - ETA: 14s - loss: 0.4073 - accuracy: 0.8264
 10/296 [>.............................] - ETA: 14s - loss: 0.3900 - accuracy: 0.8313
 11/296 [>.............................] - ETA: 14s - loss: 0.3843 - accuracy: 0.8352
 12/296 [>.............................] - ETA: 14s - loss: 0.3679 - accuracy: 0.8490
 13/296 [>.............................] - ETA: 14s - loss: 0.3595 - accuracy: 0.8558
 14/296 [>.............................] - ETA: 14s - loss: 0.3598 - accuracy: 0.8571
 15/296 [>.............................] - ETA: 14s - loss: 0.3636 - accuracy: 0.8500
 16/296 [>.............................] - ETA: 14s - loss: 0.3553 - accuracy: 0.8555
 17/296 [>.............................] - ETA: 14s - loss: 0.3572 - accuracy: 0.8493
 18/296 [>.............................] - ETA: 14s - loss: 0.3577 - accuracy: 0.8438
 19/296 [>.............................] - ETA: 14s - loss: 0.3553 - accuracy: 0.8421
 20/296 [=>............................] - ETA: 14s - loss: 0.3552 - accuracy: 0.8406
 21/296 [=>............................] - ETA: 14s - loss: 0.3620 - accuracy: 0.8333
 22/296 [=>............................] - ETA: 14s - loss: 0.3633 - accuracy: 0.8381
 23/296 [=>............................] - ETA: 14s - loss: 0.3688 - accuracy: 0.8315
 24/296 [=>............................] - ETA: 14s - loss: 0.3700 - accuracy: 0.8281
 25/296 [=>............................] - ETA: 14s - loss: 0.3762 - accuracy: 0.8200
 26/296 [=>............................] - ETA: 14s - loss: 0.3733 - accuracy: 0.8221
 27/296 [=>............................] - ETA: 14s - loss: 0.3681 - accuracy: 0.8264
 28/296 [=>............................] - ETA: 14s - loss: 0.3647 - accuracy: 0.8281
 29/296 [=>............................] - ETA: 14s - loss: 0.3644 - accuracy: 0.8254
 30/296 [==>...........................] - ETA: 14s - loss: 0.3615 - accuracy: 0.8271
 31/296 [==>...........................] - ETA: 14s - loss: 0.3586 - accuracy: 0.8286
 32/296 [==>...........................] - ETA: 14s - loss: 0.3583 - accuracy: 0.8281
 33/296 [==>...........................] - ETA: 14s - loss: 0.3587 - accuracy: 0.8277
 34/296 [==>...........................] - ETA: 13s - loss: 0.3552 - accuracy: 0.8290
 35/296 [==>...........................] - ETA: 13s - loss: 0.3545 - accuracy: 0.8268
 36/296 [==>...........................] - ETA: 13s - loss: 0.3559 - accuracy: 0.8247
 37/296 [==>...........................] - ETA: 13s - loss: 0.3499 - accuracy: 0.8277
 38/296 [==>...........................] - ETA: 13s - loss: 0.3537 - accuracy: 0.8257
 39/296 [==>...........................] - ETA: 13s - loss: 0.3616 - accuracy: 0.8237
 40/296 [===>..........................] - ETA: 13s - loss: 0.3577 - accuracy: 0.8250
 41/296 [===>..........................] - ETA: 13s - loss: 0.3551 - accuracy: 0.8277
 42/296 [===>..........................] - ETA: 13s - loss: 0.3605 - accuracy: 0.8244
 43/296 [===>..........................] - ETA: 13s - loss: 0.3595 - accuracy: 0.8256
 44/296 [===>..........................] - ETA: 13s - loss: 0.3573 - accuracy: 0.8267
 45/296 [===>..........................] - ETA: 13s - loss: 0.3624 - accuracy: 0.8264
 46/296 [===>..........................] - ETA: 13s - loss: 0.3583 - accuracy: 0.8302
 47/296 [===>..........................] - ETA: 13s - loss: 0.3598 - accuracy: 0.8298
 48/296 [===>..........................] - ETA: 13s - loss: 0.3632 - accuracy: 0.8294
 49/296 [===>..........................] - ETA: 13s - loss: 0.3643 - accuracy: 0.8291
 50/296 [====>.........................] - ETA: 13s - loss: 0.3630 - accuracy: 0.8313
 51/296 [====>.........................] - ETA: 13s - loss: 0.3637 - accuracy: 0.8309
 52/296 [====>.........................] - ETA: 13s - loss: 0.3635 - accuracy: 0.8305
 53/296 [====>.........................] - ETA: 12s - loss: 0.3598 - accuracy: 0.8337
 54/296 [====>.........................] - ETA: 12s - loss: 0.3615 - accuracy: 0.8333
 55/296 [====>.........................] - ETA: 12s - loss: 0.3599 - accuracy: 0.8341
 56/296 [====>.........................] - ETA: 12s - loss: 0.3581 - accuracy: 0.8348
 57/296 [====>.........................] - ETA: 12s - loss: 0.3578 - accuracy: 0.8333
 58/296 [====>.........................] - ETA: 12s - loss: 0.3563 - accuracy: 0.8341
 59/296 [====>.........................] - ETA: 12s - loss: 0.3571 - accuracy: 0.8326
 60/296 [=====>........................] - ETA: 12s - loss: 0.3565 - accuracy: 0.8333
 61/296 [=====>........................] - ETA: 12s - loss: 0.3557 - accuracy: 0.8340
 62/296 [=====>........................] - ETA: 12s - loss: 0.3614 - accuracy: 0.8327
 63/296 [=====>........................] - ETA: 12s - loss: 0.3608 - accuracy: 0.8333
 64/296 [=====>........................] - ETA: 12s - loss: 0.3589 - accuracy: 0.8340
 65/296 [=====>........................] - ETA: 12s - loss: 0.3620 - accuracy: 0.8317
 66/296 [=====>........................] - ETA: 12s - loss: 0.3604 - accuracy: 0.8324
 67/296 [=====>........................] - ETA: 12s - loss: 0.3647 - accuracy: 0.8302
 68/296 [=====>........................] - ETA: 12s - loss: 0.3665 - accuracy: 0.8300
 69/296 [=====>........................] - ETA: 12s - loss: 0.3679 - accuracy: 0.8315
 70/296 [======>.......................] - ETA: 12s - loss: 0.3665 - accuracy: 0.8330
 71/296 [======>.......................] - ETA: 12s - loss: 0.3632 - accuracy: 0.8345
 72/296 [======>.......................] - ETA: 11s - loss: 0.3594 - accuracy: 0.8368
 73/296 [======>.......................] - ETA: 11s - loss: 0.3576 - accuracy: 0.8390
 74/296 [======>.......................] - ETA: 11s - loss: 0.3605 - accuracy: 0.8387
 75/296 [======>.......................] - ETA: 11s - loss: 0.3609 - accuracy: 0.8392
 76/296 [======>.......................] - ETA: 11s - loss: 0.3646 - accuracy: 0.8380
 77/296 [======>.......................] - ETA: 11s - loss: 0.3650 - accuracy: 0.8377
 78/296 [======>.......................] - ETA: 11s - loss: 0.3637 - accuracy: 0.8389
 79/296 [=======>......................] - ETA: 11s - loss: 0.3646 - accuracy: 0.8370
 80/296 [=======>......................] - ETA: 11s - loss: 0.3655 - accuracy: 0.8359
 81/296 [=======>......................] - ETA: 11s - loss: 0.3669 - accuracy: 0.8341
 82/296 [=======>......................] - ETA: 11s - loss: 0.3657 - accuracy: 0.8354
 83/296 [=======>......................] - ETA: 11s - loss: 0.3649 - accuracy: 0.8366
 84/296 [=======>......................] - ETA: 11s - loss: 0.3651 - accuracy: 0.8356
 85/296 [=======>......................] - ETA: 11s - loss: 0.3650 - accuracy: 0.8360
 86/296 [=======>......................] - ETA: 11s - loss: 0.3659 - accuracy: 0.8350
 87/296 [=======>......................] - ETA: 11s - loss: 0.3684 - accuracy: 0.8319
 88/296 [=======>......................] - ETA: 11s - loss: 0.3681 - accuracy: 0.8324
 89/296 [========>.....................] - ETA: 11s - loss: 0.3685 - accuracy: 0.8329
 90/296 [========>.....................] - ETA: 11s - loss: 0.3679 - accuracy: 0.8340
 91/296 [========>.....................] - ETA: 10s - loss: 0.3666 - accuracy: 0.8345
 92/296 [========>.....................] - ETA: 10s - loss: 0.3658 - accuracy: 0.8356
 93/296 [========>.....................] - ETA: 10s - loss: 0.3671 - accuracy: 0.8353
 94/296 [========>.....................] - ETA: 10s - loss: 0.3677 - accuracy: 0.8351
 95/296 [========>.....................] - ETA: 10s - loss: 0.3674 - accuracy: 0.8355
 96/296 [========>.....................] - ETA: 10s - loss: 0.3679 - accuracy: 0.8340
 97/296 [========>.....................] - ETA: 10s - loss: 0.3674 - accuracy: 0.8344
 98/296 [========>.....................] - ETA: 10s - loss: 0.3709 - accuracy: 0.8323
 99/296 [=========>....................] - ETA: 10s - loss: 0.3721 - accuracy: 0.8314
100/296 [=========>....................] - ETA: 10s - loss: 0.3725 - accuracy: 0.8306
101/296 [=========>....................] - ETA: 10s - loss: 0.3722 - accuracy: 0.8298
102/296 [=========>....................] - ETA: 10s - loss: 0.3714 - accuracy: 0.8303
103/296 [=========>....................] - ETA: 10s - loss: 0.3706 - accuracy: 0.8301
104/296 [=========>....................] - ETA: 10s - loss: 0.3724 - accuracy: 0.8293
105/296 [=========>....................] - ETA: 10s - loss: 0.3728 - accuracy: 0.8292
106/296 [=========>....................] - ETA: 10s - loss: 0.3746 - accuracy: 0.8284
107/296 [=========>....................] - ETA: 10s - loss: 0.3737 - accuracy: 0.8289
108/296 [=========>....................] - ETA: 10s - loss: 0.3742 - accuracy: 0.8287
109/296 [==========>...................] - ETA: 9s - loss: 0.3716 - accuracy: 0.8303 
110/296 [==========>...................] - ETA: 9s - loss: 0.3705 - accuracy: 0.8307
111/296 [==========>...................] - ETA: 9s - loss: 0.3708 - accuracy: 0.8311
112/296 [==========>...................] - ETA: 9s - loss: 0.3729 - accuracy: 0.8298
113/296 [==========>...................] - ETA: 9s - loss: 0.3723 - accuracy: 0.8302
114/296 [==========>...................] - ETA: 9s - loss: 0.3707 - accuracy: 0.8317
115/296 [==========>...................] - ETA: 9s - loss: 0.3689 - accuracy: 0.8326
116/296 [==========>...................] - ETA: 9s - loss: 0.3677 - accuracy: 0.8335
117/296 [==========>...................] - ETA: 9s - loss: 0.3680 - accuracy: 0.8333
118/296 [==========>...................] - ETA: 9s - loss: 0.3693 - accuracy: 0.8332
119/296 [===========>..................] - ETA: 9s - loss: 0.3703 - accuracy: 0.8325
120/296 [===========>..................] - ETA: 9s - loss: 0.3692 - accuracy: 0.8328
121/296 [===========>..................] - ETA: 9s - loss: 0.3736 - accuracy: 0.8306
122/296 [===========>..................] - ETA: 9s - loss: 0.3734 - accuracy: 0.8304
123/296 [===========>..................] - ETA: 9s - loss: 0.3729 - accuracy: 0.8308
124/296 [===========>..................] - ETA: 9s - loss: 0.3727 - accuracy: 0.8311
125/296 [===========>..................] - ETA: 9s - loss: 0.3714 - accuracy: 0.8320
126/296 [===========>..................] - ETA: 9s - loss: 0.3712 - accuracy: 0.8328
127/296 [===========>..................] - ETA: 9s - loss: 0.3714 - accuracy: 0.8322
128/296 [===========>..................] - ETA: 8s - loss: 0.3713 - accuracy: 0.8320
129/296 [============>.................] - ETA: 8s - loss: 0.3733 - accuracy: 0.8309
130/296 [============>.................] - ETA: 8s - loss: 0.3735 - accuracy: 0.8308
131/296 [============>.................] - ETA: 8s - loss: 0.3752 - accuracy: 0.8297
132/296 [============>.................] - ETA: 8s - loss: 0.3752 - accuracy: 0.8300
133/296 [============>.................] - ETA: 8s - loss: 0.3741 - accuracy: 0.8308
134/296 [============>.................] - ETA: 8s - loss: 0.3747 - accuracy: 0.8307
135/296 [============>.................] - ETA: 8s - loss: 0.3752 - accuracy: 0.8301
136/296 [============>.................] - ETA: 8s - loss: 0.3750 - accuracy: 0.8295
137/296 [============>.................] - ETA: 8s - loss: 0.3762 - accuracy: 0.8289
138/296 [============>.................] - ETA: 8s - loss: 0.3766 - accuracy: 0.8284
139/296 [=============>................] - ETA: 8s - loss: 0.3765 - accuracy: 0.8287
140/296 [=============>................] - ETA: 8s - loss: 0.3763 - accuracy: 0.8295
141/296 [=============>................] - ETA: 8s - loss: 0.3758 - accuracy: 0.8293
142/296 [=============>................] - ETA: 8s - loss: 0.3764 - accuracy: 0.8292
143/296 [=============>................] - ETA: 8s - loss: 0.3762 - accuracy: 0.8295
144/296 [=============>................] - ETA: 8s - loss: 0.3763 - accuracy: 0.8294
145/296 [=============>................] - ETA: 8s - loss: 0.3774 - accuracy: 0.8297
146/296 [=============>................] - ETA: 8s - loss: 0.3768 - accuracy: 0.8305
147/296 [=============>................] - ETA: 7s - loss: 0.3771 - accuracy: 0.8299
148/296 [==============>...............] - ETA: 7s - loss: 0.3770 - accuracy: 0.8290
149/296 [==============>...............] - ETA: 7s - loss: 0.3758 - accuracy: 0.8297
150/296 [==============>...............] - ETA: 7s - loss: 0.3761 - accuracy: 0.8288
151/296 [==============>...............] - ETA: 7s - loss: 0.3777 - accuracy: 0.8282
152/296 [==============>...............] - ETA: 7s - loss: 0.3781 - accuracy: 0.8281
153/296 [==============>...............] - ETA: 7s - loss: 0.3772 - accuracy: 0.8288
154/296 [==============>...............] - ETA: 7s - loss: 0.3768 - accuracy: 0.8287
155/296 [==============>...............] - ETA: 7s - loss: 0.3770 - accuracy: 0.8278
156/296 [==============>...............] - ETA: 7s - loss: 0.3803 - accuracy: 0.8265
157/296 [==============>...............] - ETA: 7s - loss: 0.3807 - accuracy: 0.8264
158/296 [===============>..............] - ETA: 7s - loss: 0.3792 - accuracy: 0.8275
159/296 [===============>..............] - ETA: 7s - loss: 0.3790 - accuracy: 0.8282
160/296 [===============>..............] - ETA: 7s - loss: 0.3785 - accuracy: 0.8289
161/296 [===============>..............] - ETA: 7s - loss: 0.3774 - accuracy: 0.8300
162/296 [===============>..............] - ETA: 7s - loss: 0.3781 - accuracy: 0.8291
163/296 [===============>..............] - ETA: 7s - loss: 0.3782 - accuracy: 0.8286
164/296 [===============>..............] - ETA: 7s - loss: 0.3798 - accuracy: 0.8277
165/296 [===============>..............] - ETA: 6s - loss: 0.3793 - accuracy: 0.8277
166/296 [===============>..............] - ETA: 6s - loss: 0.3791 - accuracy: 0.8272
167/296 [===============>..............] - ETA: 6s - loss: 0.3792 - accuracy: 0.8271
168/296 [================>.............] - ETA: 6s - loss: 0.3800 - accuracy: 0.8274
169/296 [================>.............] - ETA: 6s - loss: 0.3809 - accuracy: 0.8266
170/296 [================>.............] - ETA: 6s - loss: 0.3811 - accuracy: 0.8265
171/296 [================>.............] - ETA: 6s - loss: 0.3816 - accuracy: 0.8257
172/296 [================>.............] - ETA: 6s - loss: 0.3815 - accuracy: 0.8259
173/296 [================>.............] - ETA: 6s - loss: 0.3816 - accuracy: 0.8259
174/296 [================>.............] - ETA: 6s - loss: 0.3818 - accuracy: 0.8258
175/296 [================>.............] - ETA: 6s - loss: 0.3828 - accuracy: 0.8254
176/296 [================>.............] - ETA: 6s - loss: 0.3835 - accuracy: 0.8253
177/296 [================>.............] - ETA: 6s - loss: 0.3828 - accuracy: 0.8256
178/296 [=================>............] - ETA: 6s - loss: 0.3828 - accuracy: 0.8251
179/296 [=================>............] - ETA: 6s - loss: 0.3844 - accuracy: 0.8247
180/296 [=================>............] - ETA: 6s - loss: 0.3837 - accuracy: 0.8250
181/296 [=================>............] - ETA: 6s - loss: 0.3831 - accuracy: 0.8253
182/296 [=================>............] - ETA: 6s - loss: 0.3830 - accuracy: 0.8252
183/296 [=================>............] - ETA: 6s - loss: 0.3844 - accuracy: 0.8245
184/296 [=================>............] - ETA: 5s - loss: 0.3848 - accuracy: 0.8244
185/296 [=================>............] - ETA: 5s - loss: 0.3847 - accuracy: 0.8243
186/296 [=================>............] - ETA: 5s - loss: 0.3860 - accuracy: 0.8233
187/296 [=================>............] - ETA: 5s - loss: 0.3857 - accuracy: 0.8235
188/296 [==================>...........] - ETA: 5s - loss: 0.3862 - accuracy: 0.8228
189/296 [==================>...........] - ETA: 5s - loss: 0.3855 - accuracy: 0.8234
190/296 [==================>...........] - ETA: 5s - loss: 0.3860 - accuracy: 0.8224
191/296 [==================>...........] - ETA: 5s - loss: 0.3870 - accuracy: 0.8213
192/296 [==================>...........] - ETA: 5s - loss: 0.3872 - accuracy: 0.8216
193/296 [==================>...........] - ETA: 5s - loss: 0.3869 - accuracy: 0.8216
194/296 [==================>...........] - ETA: 5s - loss: 0.3868 - accuracy: 0.8222
195/296 [==================>...........] - ETA: 5s - loss: 0.3866 - accuracy: 0.8228
196/296 [==================>...........] - ETA: 5s - loss: 0.3859 - accuracy: 0.8233
197/296 [==================>...........] - ETA: 5s - loss: 0.3856 - accuracy: 0.8233
198/296 [===================>..........] - ETA: 5s - loss: 0.3851 - accuracy: 0.8239
199/296 [===================>..........] - ETA: 5s - loss: 0.3846 - accuracy: 0.8247
200/296 [===================>..........] - ETA: 5s - loss: 0.3849 - accuracy: 0.8241
201/296 [===================>..........] - ETA: 5s - loss: 0.3854 - accuracy: 0.8237
202/296 [===================>..........] - ETA: 5s - loss: 0.3856 - accuracy: 0.8233
203/296 [===================>..........] - ETA: 4s - loss: 0.3851 - accuracy: 0.8233
204/296 [===================>..........] - ETA: 4s - loss: 0.3848 - accuracy: 0.8232
205/296 [===================>..........] - ETA: 4s - loss: 0.3842 - accuracy: 0.8235
206/296 [===================>..........] - ETA: 4s - loss: 0.3855 - accuracy: 0.8234
207/296 [===================>..........] - ETA: 4s - loss: 0.3847 - accuracy: 0.8240
208/296 [====================>.........] - ETA: 4s - loss: 0.3852 - accuracy: 0.8236
209/296 [====================>.........] - ETA: 4s - loss: 0.3847 - accuracy: 0.8239
210/296 [====================>.........] - ETA: 4s - loss: 0.3845 - accuracy: 0.8241
211/296 [====================>.........] - ETA: 4s - loss: 0.3848 - accuracy: 0.8241
212/296 [====================>.........] - ETA: 4s - loss: 0.3847 - accuracy: 0.8240
213/296 [====================>.........] - ETA: 4s - loss: 0.3842 - accuracy: 0.8245
214/296 [====================>.........] - ETA: 4s - loss: 0.3840 - accuracy: 0.8239
215/296 [====================>.........] - ETA: 4s - loss: 0.3832 - accuracy: 0.8244
216/296 [====================>.........] - ETA: 4s - loss: 0.3837 - accuracy: 0.8244
217/296 [====================>.........] - ETA: 4s - loss: 0.3837 - accuracy: 0.8237
218/296 [=====================>........] - ETA: 4s - loss: 0.3833 - accuracy: 0.8240
219/296 [=====================>........] - ETA: 4s - loss: 0.3841 - accuracy: 0.8233
220/296 [=====================>........] - ETA: 4s - loss: 0.3835 - accuracy: 0.8236
221/296 [=====================>........] - ETA: 4s - loss: 0.3830 - accuracy: 0.8238
222/296 [=====================>........] - ETA: 3s - loss: 0.3819 - accuracy: 0.8246
223/296 [=====================>........] - ETA: 3s - loss: 0.3816 - accuracy: 0.8248
224/296 [=====================>........] - ETA: 3s - loss: 0.3823 - accuracy: 0.8242
225/296 [=====================>........] - ETA: 3s - loss: 0.3847 - accuracy: 0.8236
226/296 [=====================>........] - ETA: 3s - loss: 0.3848 - accuracy: 0.8233
227/296 [======================>.......] - ETA: 3s - loss: 0.3853 - accuracy: 0.8230
228/296 [======================>.......] - ETA: 3s - loss: 0.3851 - accuracy: 0.8232
229/296 [======================>.......] - ETA: 3s - loss: 0.3848 - accuracy: 0.8237
230/296 [======================>.......] - ETA: 3s - loss: 0.3861 - accuracy: 0.8228
231/296 [======================>.......] - ETA: 3s - loss: 0.3863 - accuracy: 0.8225
232/296 [======================>.......] - ETA: 3s - loss: 0.3862 - accuracy: 0.8225
233/296 [======================>.......] - ETA: 3s - loss: 0.3859 - accuracy: 0.8227
234/296 [======================>.......] - ETA: 3s - loss: 0.3858 - accuracy: 0.8232
235/296 [======================>.......] - ETA: 3s - loss: 0.3857 - accuracy: 0.8234
236/296 [======================>.......] - ETA: 3s - loss: 0.3854 - accuracy: 0.8234
237/296 [=======================>......] - ETA: 3s - loss: 0.3850 - accuracy: 0.8233
238/296 [=======================>......] - ETA: 3s - loss: 0.3847 - accuracy: 0.8235
239/296 [=======================>......] - ETA: 3s - loss: 0.3849 - accuracy: 0.8232
240/296 [=======================>......] - ETA: 2s - loss: 0.3842 - accuracy: 0.8237
241/296 [=======================>......] - ETA: 2s - loss: 0.3845 - accuracy: 0.8237
242/296 [=======================>......] - ETA: 2s - loss: 0.3846 - accuracy: 0.8233
243/296 [=======================>......] - ETA: 2s - loss: 0.3848 - accuracy: 0.8233
244/296 [=======================>......] - ETA: 2s - loss: 0.3858 - accuracy: 0.8233
245/296 [=======================>......] - ETA: 2s - loss: 0.3851 - accuracy: 0.8232
246/296 [=======================>......] - ETA: 2s - loss: 0.3841 - accuracy: 0.8239
247/296 [========================>.....] - ETA: 2s - loss: 0.3839 - accuracy: 0.8239
248/296 [========================>.....] - ETA: 2s - loss: 0.3837 - accuracy: 0.8243
249/296 [========================>.....] - ETA: 2s - loss: 0.3826 - accuracy: 0.8251
250/296 [========================>.....] - ETA: 2s - loss: 0.3829 - accuracy: 0.8248
251/296 [========================>.....] - ETA: 2s - loss: 0.3830 - accuracy: 0.8247
252/296 [========================>.....] - ETA: 2s - loss: 0.3836 - accuracy: 0.8244
253/296 [========================>.....] - ETA: 2s - loss: 0.3830 - accuracy: 0.8249
254/296 [========================>.....] - ETA: 2s - loss: 0.3833 - accuracy: 0.8248
255/296 [========================>.....] - ETA: 2s - loss: 0.3827 - accuracy: 0.8250
256/296 [========================>.....] - ETA: 2s - loss: 0.3822 - accuracy: 0.8252
257/296 [=========================>....] - ETA: 2s - loss: 0.3818 - accuracy: 0.8254
258/296 [=========================>....] - ETA: 2s - loss: 0.3817 - accuracy: 0.8253
259/296 [=========================>....] - ETA: 1s - loss: 0.3815 - accuracy: 0.8253
260/296 [=========================>....] - ETA: 1s - loss: 0.3815 - accuracy: 0.8255
261/296 [=========================>....] - ETA: 1s - loss: 0.3809 - accuracy: 0.8259
262/296 [=========================>....] - ETA: 1s - loss: 0.3810 - accuracy: 0.8259
263/296 [=========================>....] - ETA: 1s - loss: 0.3804 - accuracy: 0.8265
264/296 [=========================>....] - ETA: 1s - loss: 0.3805 - accuracy: 0.8262
265/296 [=========================>....] - ETA: 1s - loss: 0.3813 - accuracy: 0.8259
266/296 [=========================>....] - ETA: 1s - loss: 0.3815 - accuracy: 0.8259
267/296 [==========================>...] - ETA: 1s - loss: 0.3807 - accuracy: 0.8263
268/296 [==========================>...] - ETA: 1s - loss: 0.3797 - accuracy: 0.8270
269/296 [==========================>...] - ETA: 1s - loss: 0.3794 - accuracy: 0.8269
270/296 [==========================>...] - ETA: 1s - loss: 0.3804 - accuracy: 0.8264
271/296 [==========================>...] - ETA: 1s - loss: 0.3794 - accuracy: 0.8268
272/296 [==========================>...] - ETA: 1s - loss: 0.3790 - accuracy: 0.8270
273/296 [==========================>...] - ETA: 1s - loss: 0.3798 - accuracy: 0.8262
274/296 [==========================>...] - ETA: 1s - loss: 0.3794 - accuracy: 0.8266
275/296 [==========================>...] - ETA: 1s - loss: 0.3797 - accuracy: 0.8261
276/296 [==========================>...] - ETA: 1s - loss: 0.3804 - accuracy: 0.8254
277/296 [===========================>..] - ETA: 1s - loss: 0.3802 - accuracy: 0.8254
278/296 [===========================>..] - ETA: 0s - loss: 0.3797 - accuracy: 0.8255
279/296 [===========================>..] - ETA: 0s - loss: 0.3797 - accuracy: 0.8255
280/296 [===========================>..] - ETA: 0s - loss: 0.3798 - accuracy: 0.8254
281/296 [===========================>..] - ETA: 0s - loss: 0.3793 - accuracy: 0.8256
282/296 [===========================>..] - ETA: 0s - loss: 0.3791 - accuracy: 0.8258
283/296 [===========================>..] - ETA: 0s - loss: 0.3783 - accuracy: 0.8264
284/296 [===========================>..] - ETA: 0s - loss: 0.3789 - accuracy: 0.8261
285/296 [===========================>..] - ETA: 0s - loss: 0.3784 - accuracy: 0.8263
286/296 [===========================>..] - ETA: 0s - loss: 0.3788 - accuracy: 0.8258
287/296 [============================>.] - ETA: 0s - loss: 0.3783 - accuracy: 0.8262
288/296 [============================>.] - ETA: 0s - loss: 0.3777 - accuracy: 0.8264
289/296 [============================>.] - ETA: 0s - loss: 0.3778 - accuracy: 0.8263
290/296 [============================>.] - ETA: 0s - loss: 0.3777 - accuracy: 0.8263
291/296 [============================>.] - ETA: 0s - loss: 0.3770 - accuracy: 0.8267
292/296 [============================>.] - ETA: 0s - loss: 0.3768 - accuracy: 0.8266
293/296 [============================>.] - ETA: 0s - loss: 0.3772 - accuracy: 0.8266
294/296 [============================>.] - ETA: 0s - loss: 0.3764 - accuracy: 0.8272
295/296 [============================>.] - ETA: 0s - loss: 0.3761 - accuracy: 0.8273
296/296 [==============================] - 16s 53ms/step - loss: 0.3756 - accuracy: 0.8275

296/296 [==============================] - 17s 58ms/step - loss: 0.3756 - accuracy: 0.8275 - val_loss: 0.3887 - val_accuracy: 0.8193
Epoch 25/50

  1/296 [..............................] - ETA: 14s - loss: 0.4827 - accuracy: 0.8125
  2/296 [..............................] - ETA: 15s - loss: 0.2979 - accuracy: 0.9062
  3/296 [..............................] - ETA: 15s - loss: 0.3143 - accuracy: 0.9167
  4/296 [..............................] - ETA: 15s - loss: 0.3121 - accuracy: 0.9219
  5/296 [..............................] - ETA: 15s - loss: 0.3297 - accuracy: 0.8875
  6/296 [..............................] - ETA: 15s - loss: 0.3453 - accuracy: 0.8750
  7/296 [..............................] - ETA: 15s - loss: 0.3371 - accuracy: 0.8750
  8/296 [..............................] - ETA: 15s - loss: 0.3268 - accuracy: 0.8750
  9/296 [..............................] - ETA: 15s - loss: 0.3244 - accuracy: 0.8681
 10/296 [>.............................] - ETA: 15s - loss: 0.3306 - accuracy: 0.8750
 11/296 [>.............................] - ETA: 14s - loss: 0.3543 - accuracy: 0.8693
 12/296 [>.............................] - ETA: 14s - loss: 0.3430 - accuracy: 0.8698
 13/296 [>.............................] - ETA: 14s - loss: 0.3516 - accuracy: 0.8654
 14/296 [>.............................] - ETA: 14s - loss: 0.3389 - accuracy: 0.8750
 15/296 [>.............................] - ETA: 14s - loss: 0.3483 - accuracy: 0.8667
 16/296 [>.............................] - ETA: 14s - loss: 0.3440 - accuracy: 0.8672
 17/296 [>.............................] - ETA: 14s - loss: 0.3427 - accuracy: 0.8640
 18/296 [>.............................] - ETA: 14s - loss: 0.3462 - accuracy: 0.8646
 19/296 [>.............................] - ETA: 14s - loss: 0.3444 - accuracy: 0.8618
 20/296 [=>............................] - ETA: 14s - loss: 0.3586 - accuracy: 0.8531
 21/296 [=>............................] - ETA: 14s - loss: 0.3656 - accuracy: 0.8482
 22/296 [=>............................] - ETA: 14s - loss: 0.3594 - accuracy: 0.8523
 23/296 [=>............................] - ETA: 14s - loss: 0.3543 - accuracy: 0.8533
 24/296 [=>............................] - ETA: 14s - loss: 0.3484 - accuracy: 0.8594
 25/296 [=>............................] - ETA: 14s - loss: 0.3573 - accuracy: 0.8550
 26/296 [=>............................] - ETA: 14s - loss: 0.3565 - accuracy: 0.8534
 27/296 [=>............................] - ETA: 14s - loss: 0.3484 - accuracy: 0.8588
 28/296 [=>............................] - ETA: 14s - loss: 0.3417 - accuracy: 0.8616
 29/296 [=>............................] - ETA: 14s - loss: 0.3479 - accuracy: 0.8578
 30/296 [==>...........................] - ETA: 14s - loss: 0.3437 - accuracy: 0.8583
 31/296 [==>...........................] - ETA: 14s - loss: 0.3486 - accuracy: 0.8548
 32/296 [==>...........................] - ETA: 14s - loss: 0.3443 - accuracy: 0.8574
 33/296 [==>...........................] - ETA: 14s - loss: 0.3471 - accuracy: 0.8523
 34/296 [==>...........................] - ETA: 14s - loss: 0.3547 - accuracy: 0.8474
 35/296 [==>...........................] - ETA: 14s - loss: 0.3532 - accuracy: 0.8446
 36/296 [==>...........................] - ETA: 14s - loss: 0.3534 - accuracy: 0.8438
 37/296 [==>...........................] - ETA: 14s - loss: 0.3529 - accuracy: 0.8446
 38/296 [==>...........................] - ETA: 14s - loss: 0.3543 - accuracy: 0.8470
 39/296 [==>...........................] - ETA: 13s - loss: 0.3555 - accuracy: 0.8462
 40/296 [===>..........................] - ETA: 13s - loss: 0.3561 - accuracy: 0.8453
 41/296 [===>..........................] - ETA: 13s - loss: 0.3573 - accuracy: 0.8415
 42/296 [===>..........................] - ETA: 13s - loss: 0.3634 - accuracy: 0.8378
 43/296 [===>..........................] - ETA: 13s - loss: 0.3621 - accuracy: 0.8358
 44/296 [===>..........................] - ETA: 13s - loss: 0.3617 - accuracy: 0.8366
 45/296 [===>..........................] - ETA: 13s - loss: 0.3600 - accuracy: 0.8361
 46/296 [===>..........................] - ETA: 13s - loss: 0.3613 - accuracy: 0.8342
 47/296 [===>..........................] - ETA: 13s - loss: 0.3634 - accuracy: 0.8338
 48/296 [===>..........................] - ETA: 13s - loss: 0.3620 - accuracy: 0.8346
 49/296 [===>..........................] - ETA: 13s - loss: 0.3632 - accuracy: 0.8355
 50/296 [====>.........................] - ETA: 13s - loss: 0.3642 - accuracy: 0.8325
 51/296 [====>.........................] - ETA: 13s - loss: 0.3638 - accuracy: 0.8321
 52/296 [====>.........................] - ETA: 13s - loss: 0.3645 - accuracy: 0.8305
 53/296 [====>.........................] - ETA: 13s - loss: 0.3634 - accuracy: 0.8325
 54/296 [====>.........................] - ETA: 13s - loss: 0.3660 - accuracy: 0.8287
 55/296 [====>.........................] - ETA: 13s - loss: 0.3692 - accuracy: 0.8284
 56/296 [====>.........................] - ETA: 13s - loss: 0.3666 - accuracy: 0.8292
 57/296 [====>.........................] - ETA: 13s - loss: 0.3663 - accuracy: 0.8289
 58/296 [====>.........................] - ETA: 12s - loss: 0.3666 - accuracy: 0.8287
 59/296 [====>.........................] - ETA: 12s - loss: 0.3642 - accuracy: 0.8294
 60/296 [=====>........................] - ETA: 12s - loss: 0.3674 - accuracy: 0.8271
 61/296 [=====>........................] - ETA: 12s - loss: 0.3657 - accuracy: 0.8279
 62/296 [=====>........................] - ETA: 12s - loss: 0.3669 - accuracy: 0.8276
 63/296 [=====>........................] - ETA: 12s - loss: 0.3651 - accuracy: 0.8274
 64/296 [=====>........................] - ETA: 12s - loss: 0.3610 - accuracy: 0.8301
 65/296 [=====>........................] - ETA: 12s - loss: 0.3637 - accuracy: 0.8269
 66/296 [=====>........................] - ETA: 12s - loss: 0.3624 - accuracy: 0.8277
 67/296 [=====>........................] - ETA: 12s - loss: 0.3609 - accuracy: 0.8293
 68/296 [=====>........................] - ETA: 12s - loss: 0.3600 - accuracy: 0.8300
 69/296 [=====>........................] - ETA: 12s - loss: 0.3650 - accuracy: 0.8279
 70/296 [======>.......................] - ETA: 12s - loss: 0.3628 - accuracy: 0.8304
 71/296 [======>.......................] - ETA: 12s - loss: 0.3635 - accuracy: 0.8283
 72/296 [======>.......................] - ETA: 12s - loss: 0.3605 - accuracy: 0.8307
 73/296 [======>.......................] - ETA: 12s - loss: 0.3581 - accuracy: 0.8330
 74/296 [======>.......................] - ETA: 12s - loss: 0.3595 - accuracy: 0.8319
 75/296 [======>.......................] - ETA: 12s - loss: 0.3611 - accuracy: 0.8325
 76/296 [======>.......................] - ETA: 12s - loss: 0.3594 - accuracy: 0.8331
 77/296 [======>.......................] - ETA: 11s - loss: 0.3589 - accuracy: 0.8344
 78/296 [======>.......................] - ETA: 11s - loss: 0.3644 - accuracy: 0.8333
 79/296 [=======>......................] - ETA: 11s - loss: 0.3634 - accuracy: 0.8339
 80/296 [=======>......................] - ETA: 11s - loss: 0.3635 - accuracy: 0.8344
 81/296 [=======>......................] - ETA: 11s - loss: 0.3627 - accuracy: 0.8349
 82/296 [=======>......................] - ETA: 11s - loss: 0.3624 - accuracy: 0.8346
 83/296 [=======>......................] - ETA: 11s - loss: 0.3608 - accuracy: 0.8358
 84/296 [=======>......................] - ETA: 11s - loss: 0.3590 - accuracy: 0.8371
 85/296 [=======>......................] - ETA: 11s - loss: 0.3609 - accuracy: 0.8346
 86/296 [=======>......................] - ETA: 11s - loss: 0.3599 - accuracy: 0.8358
 87/296 [=======>......................] - ETA: 11s - loss: 0.3633 - accuracy: 0.8341
 88/296 [=======>......................] - ETA: 11s - loss: 0.3630 - accuracy: 0.8338
 89/296 [========>.....................] - ETA: 11s - loss: 0.3604 - accuracy: 0.8357
 90/296 [========>.....................] - ETA: 11s - loss: 0.3599 - accuracy: 0.8354
 91/296 [========>.....................] - ETA: 11s - loss: 0.3603 - accuracy: 0.8352
 92/296 [========>.....................] - ETA: 11s - loss: 0.3645 - accuracy: 0.8322
 93/296 [========>.....................] - ETA: 11s - loss: 0.3643 - accuracy: 0.8333
 94/296 [========>.....................] - ETA: 11s - loss: 0.3636 - accuracy: 0.8331
 95/296 [========>.....................] - ETA: 10s - loss: 0.3652 - accuracy: 0.8316
 96/296 [========>.....................] - ETA: 10s - loss: 0.3646 - accuracy: 0.8327
 97/296 [========>.....................] - ETA: 10s - loss: 0.3641 - accuracy: 0.8331
 98/296 [========>.....................] - ETA: 10s - loss: 0.3636 - accuracy: 0.8342
 99/296 [=========>....................] - ETA: 10s - loss: 0.3665 - accuracy: 0.8314
100/296 [=========>....................] - ETA: 10s - loss: 0.3668 - accuracy: 0.8313
101/296 [=========>....................] - ETA: 10s - loss: 0.3669 - accuracy: 0.8304
102/296 [=========>....................] - ETA: 10s - loss: 0.3666 - accuracy: 0.8309
103/296 [=========>....................] - ETA: 10s - loss: 0.3662 - accuracy: 0.8313
104/296 [=========>....................] - ETA: 10s - loss: 0.3664 - accuracy: 0.8299
105/296 [=========>....................] - ETA: 10s - loss: 0.3666 - accuracy: 0.8298
106/296 [=========>....................] - ETA: 10s - loss: 0.3663 - accuracy: 0.8302
107/296 [=========>....................] - ETA: 10s - loss: 0.3654 - accuracy: 0.8306
108/296 [=========>....................] - ETA: 10s - loss: 0.3646 - accuracy: 0.8316
109/296 [==========>...................] - ETA: 10s - loss: 0.3640 - accuracy: 0.8314
110/296 [==========>...................] - ETA: 10s - loss: 0.3625 - accuracy: 0.8324
111/296 [==========>...................] - ETA: 10s - loss: 0.3632 - accuracy: 0.8311
112/296 [==========>...................] - ETA: 10s - loss: 0.3642 - accuracy: 0.8309
113/296 [==========>...................] - ETA: 10s - loss: 0.3629 - accuracy: 0.8319
114/296 [==========>...................] - ETA: 9s - loss: 0.3619 - accuracy: 0.8322 
115/296 [==========>...................] - ETA: 9s - loss: 0.3611 - accuracy: 0.8332
116/296 [==========>...................] - ETA: 9s - loss: 0.3614 - accuracy: 0.8324
117/296 [==========>...................] - ETA: 9s - loss: 0.3601 - accuracy: 0.8333
118/296 [==========>...................] - ETA: 9s - loss: 0.3620 - accuracy: 0.8326
119/296 [===========>..................] - ETA: 9s - loss: 0.3684 - accuracy: 0.8319
120/296 [===========>..................] - ETA: 9s - loss: 0.3688 - accuracy: 0.8307
121/296 [===========>..................] - ETA: 9s - loss: 0.3714 - accuracy: 0.8301
122/296 [===========>..................] - ETA: 9s - loss: 0.3715 - accuracy: 0.8299
123/296 [===========>..................] - ETA: 9s - loss: 0.3718 - accuracy: 0.8303
124/296 [===========>..................] - ETA: 9s - loss: 0.3728 - accuracy: 0.8296
125/296 [===========>..................] - ETA: 9s - loss: 0.3731 - accuracy: 0.8290
126/296 [===========>..................] - ETA: 9s - loss: 0.3723 - accuracy: 0.8294
127/296 [===========>..................] - ETA: 9s - loss: 0.3737 - accuracy: 0.8292
128/296 [===========>..................] - ETA: 9s - loss: 0.3744 - accuracy: 0.8296
129/296 [============>.................] - ETA: 9s - loss: 0.3740 - accuracy: 0.8295
130/296 [============>.................] - ETA: 9s - loss: 0.3747 - accuracy: 0.8293
131/296 [============>.................] - ETA: 9s - loss: 0.3744 - accuracy: 0.8297
132/296 [============>.................] - ETA: 8s - loss: 0.3741 - accuracy: 0.8300
133/296 [============>.................] - ETA: 8s - loss: 0.3751 - accuracy: 0.8294
134/296 [============>.................] - ETA: 8s - loss: 0.3752 - accuracy: 0.8302
135/296 [============>.................] - ETA: 8s - loss: 0.3754 - accuracy: 0.8306
136/296 [============>.................] - ETA: 8s - loss: 0.3751 - accuracy: 0.8309
137/296 [============>.................] - ETA: 8s - loss: 0.3752 - accuracy: 0.8317
138/296 [============>.................] - ETA: 8s - loss: 0.3760 - accuracy: 0.8306
139/296 [=============>................] - ETA: 8s - loss: 0.3763 - accuracy: 0.8305
140/296 [=============>................] - ETA: 8s - loss: 0.3771 - accuracy: 0.8295
141/296 [=============>................] - ETA: 8s - loss: 0.3777 - accuracy: 0.8289
142/296 [=============>................] - ETA: 8s - loss: 0.3773 - accuracy: 0.8288
143/296 [=============>................] - ETA: 8s - loss: 0.3781 - accuracy: 0.8278
144/296 [=============>................] - ETA: 8s - loss: 0.3777 - accuracy: 0.8277
145/296 [=============>................] - ETA: 8s - loss: 0.3772 - accuracy: 0.8284
146/296 [=============>................] - ETA: 8s - loss: 0.3773 - accuracy: 0.8275
147/296 [=============>................] - ETA: 8s - loss: 0.3776 - accuracy: 0.8274
148/296 [==============>...............] - ETA: 8s - loss: 0.3767 - accuracy: 0.8277
149/296 [==============>...............] - ETA: 8s - loss: 0.3767 - accuracy: 0.8276
150/296 [==============>...............] - ETA: 7s - loss: 0.3775 - accuracy: 0.8267
151/296 [==============>...............] - ETA: 7s - loss: 0.3766 - accuracy: 0.8274
152/296 [==============>...............] - ETA: 7s - loss: 0.3759 - accuracy: 0.8277
153/296 [==============>...............] - ETA: 7s - loss: 0.3758 - accuracy: 0.8276
154/296 [==============>...............] - ETA: 7s - loss: 0.3761 - accuracy: 0.8275
155/296 [==============>...............] - ETA: 7s - loss: 0.3754 - accuracy: 0.8282
156/296 [==============>...............] - ETA: 7s - loss: 0.3756 - accuracy: 0.8281
157/296 [==============>...............] - ETA: 7s - loss: 0.3760 - accuracy: 0.8276
158/296 [===============>..............] - ETA: 7s - loss: 0.3757 - accuracy: 0.8279
159/296 [===============>..............] - ETA: 7s - loss: 0.3752 - accuracy: 0.8274
160/296 [===============>..............] - ETA: 7s - loss: 0.3755 - accuracy: 0.8273
161/296 [===============>..............] - ETA: 7s - loss: 0.3757 - accuracy: 0.8269
162/296 [===============>..............] - ETA: 7s - loss: 0.3754 - accuracy: 0.8272
163/296 [===============>..............] - ETA: 7s - loss: 0.3750 - accuracy: 0.8271
164/296 [===============>..............] - ETA: 7s - loss: 0.3736 - accuracy: 0.8274
165/296 [===============>..............] - ETA: 7s - loss: 0.3739 - accuracy: 0.8265
166/296 [===============>..............] - ETA: 7s - loss: 0.3747 - accuracy: 0.8268
167/296 [===============>..............] - ETA: 7s - loss: 0.3758 - accuracy: 0.8260
168/296 [================>.............] - ETA: 6s - loss: 0.3763 - accuracy: 0.8259
169/296 [================>.............] - ETA: 6s - loss: 0.3758 - accuracy: 0.8262
170/296 [================>.............] - ETA: 6s - loss: 0.3782 - accuracy: 0.8246
171/296 [================>.............] - ETA: 6s - loss: 0.3780 - accuracy: 0.8253
172/296 [================>.............] - ETA: 6s - loss: 0.3770 - accuracy: 0.8256
173/296 [================>.............] - ETA: 6s - loss: 0.3770 - accuracy: 0.8255
174/296 [================>.............] - ETA: 6s - loss: 0.3761 - accuracy: 0.8258
175/296 [================>.............] - ETA: 6s - loss: 0.3752 - accuracy: 0.8261
176/296 [================>.............] - ETA: 6s - loss: 0.3746 - accuracy: 0.8267
177/296 [================>.............] - ETA: 6s - loss: 0.3735 - accuracy: 0.8273
178/296 [=================>............] - ETA: 6s - loss: 0.3733 - accuracy: 0.8276
179/296 [=================>............] - ETA: 6s - loss: 0.3731 - accuracy: 0.8279
180/296 [=================>............] - ETA: 6s - loss: 0.3751 - accuracy: 0.8271
181/296 [=================>............] - ETA: 6s - loss: 0.3766 - accuracy: 0.8260
182/296 [=================>............] - ETA: 6s - loss: 0.3769 - accuracy: 0.8252
183/296 [=================>............] - ETA: 6s - loss: 0.3779 - accuracy: 0.8251
184/296 [=================>............] - ETA: 6s - loss: 0.3768 - accuracy: 0.8261
185/296 [=================>............] - ETA: 6s - loss: 0.3779 - accuracy: 0.8253
186/296 [=================>............] - ETA: 6s - loss: 0.3780 - accuracy: 0.8256
187/296 [=================>............] - ETA: 5s - loss: 0.3784 - accuracy: 0.8255
188/296 [==================>...........] - ETA: 5s - loss: 0.3774 - accuracy: 0.8265
189/296 [==================>...........] - ETA: 5s - loss: 0.3774 - accuracy: 0.8267
190/296 [==================>...........] - ETA: 5s - loss: 0.3775 - accuracy: 0.8270
191/296 [==================>...........] - ETA: 5s - loss: 0.3774 - accuracy: 0.8269
192/296 [==================>...........] - ETA: 5s - loss: 0.3778 - accuracy: 0.8265
193/296 [==================>...........] - ETA: 5s - loss: 0.3784 - accuracy: 0.8261
194/296 [==================>...........] - ETA: 5s - loss: 0.3783 - accuracy: 0.8264
195/296 [==================>...........] - ETA: 5s - loss: 0.3798 - accuracy: 0.8253
196/296 [==================>...........] - ETA: 5s - loss: 0.3798 - accuracy: 0.8256
197/296 [==================>...........] - ETA: 5s - loss: 0.3797 - accuracy: 0.8258
198/296 [===================>..........] - ETA: 5s - loss: 0.3796 - accuracy: 0.8258
199/296 [===================>..........] - ETA: 5s - loss: 0.3801 - accuracy: 0.8257
200/296 [===================>..........] - ETA: 5s - loss: 0.3799 - accuracy: 0.8256
201/296 [===================>..........] - ETA: 5s - loss: 0.3798 - accuracy: 0.8262
202/296 [===================>..........] - ETA: 5s - loss: 0.3793 - accuracy: 0.8267
203/296 [===================>..........] - ETA: 5s - loss: 0.3790 - accuracy: 0.8270
204/296 [===================>..........] - ETA: 5s - loss: 0.3795 - accuracy: 0.8263
205/296 [===================>..........] - ETA: 5s - loss: 0.3794 - accuracy: 0.8262
206/296 [===================>..........] - ETA: 4s - loss: 0.3801 - accuracy: 0.8258
207/296 [===================>..........] - ETA: 4s - loss: 0.3796 - accuracy: 0.8261
208/296 [====================>.........] - ETA: 4s - loss: 0.3783 - accuracy: 0.8266
209/296 [====================>.........] - ETA: 4s - loss: 0.3790 - accuracy: 0.8263
210/296 [====================>.........] - ETA: 4s - loss: 0.3796 - accuracy: 0.8259
211/296 [====================>.........] - ETA: 4s - loss: 0.3802 - accuracy: 0.8255
212/296 [====================>.........] - ETA: 4s - loss: 0.3801 - accuracy: 0.8252
213/296 [====================>.........] - ETA: 4s - loss: 0.3802 - accuracy: 0.8248
214/296 [====================>.........] - ETA: 4s - loss: 0.3791 - accuracy: 0.8251
215/296 [====================>.........] - ETA: 4s - loss: 0.3789 - accuracy: 0.8250
216/296 [====================>.........] - ETA: 4s - loss: 0.3778 - accuracy: 0.8258
217/296 [====================>.........] - ETA: 4s - loss: 0.3773 - accuracy: 0.8263
218/296 [=====================>........] - ETA: 4s - loss: 0.3773 - accuracy: 0.8257
219/296 [=====================>........] - ETA: 4s - loss: 0.3777 - accuracy: 0.8251
220/296 [=====================>........] - ETA: 4s - loss: 0.3767 - accuracy: 0.8259
221/296 [=====================>........] - ETA: 4s - loss: 0.3763 - accuracy: 0.8258
222/296 [=====================>........] - ETA: 4s - loss: 0.3770 - accuracy: 0.8252
223/296 [=====================>........] - ETA: 4s - loss: 0.3773 - accuracy: 0.8257
224/296 [=====================>........] - ETA: 3s - loss: 0.3776 - accuracy: 0.8253
225/296 [=====================>........] - ETA: 3s - loss: 0.3774 - accuracy: 0.8253
226/296 [=====================>........] - ETA: 3s - loss: 0.3775 - accuracy: 0.8252
227/296 [======================>.......] - ETA: 3s - loss: 0.3787 - accuracy: 0.8241
228/296 [======================>.......] - ETA: 3s - loss: 0.3778 - accuracy: 0.8246
229/296 [======================>.......] - ETA: 3s - loss: 0.3789 - accuracy: 0.8242
230/296 [======================>.......] - ETA: 3s - loss: 0.3787 - accuracy: 0.8242
231/296 [======================>.......] - ETA: 3s - loss: 0.3781 - accuracy: 0.8247
232/296 [======================>.......] - ETA: 3s - loss: 0.3782 - accuracy: 0.8244
233/296 [======================>.......] - ETA: 3s - loss: 0.3778 - accuracy: 0.8246
234/296 [======================>.......] - ETA: 3s - loss: 0.3787 - accuracy: 0.8240
235/296 [======================>.......] - ETA: 3s - loss: 0.3787 - accuracy: 0.8239
236/296 [======================>.......] - ETA: 3s - loss: 0.3803 - accuracy: 0.8226
237/296 [=======================>......] - ETA: 3s - loss: 0.3798 - accuracy: 0.8230
238/296 [=======================>......] - ETA: 3s - loss: 0.3804 - accuracy: 0.8225
239/296 [=======================>......] - ETA: 3s - loss: 0.3801 - accuracy: 0.8224
240/296 [=======================>......] - ETA: 3s - loss: 0.3800 - accuracy: 0.8227
241/296 [=======================>......] - ETA: 3s - loss: 0.3802 - accuracy: 0.8226
242/296 [=======================>......] - ETA: 2s - loss: 0.3802 - accuracy: 0.8228
243/296 [=======================>......] - ETA: 2s - loss: 0.3801 - accuracy: 0.8228
244/296 [=======================>......] - ETA: 2s - loss: 0.3801 - accuracy: 0.8227
245/296 [=======================>......] - ETA: 2s - loss: 0.3797 - accuracy: 0.8230
246/296 [=======================>......] - ETA: 2s - loss: 0.3787 - accuracy: 0.8237
247/296 [========================>.....] - ETA: 2s - loss: 0.3784 - accuracy: 0.8239
248/296 [========================>.....] - ETA: 2s - loss: 0.3788 - accuracy: 0.8236
249/296 [========================>.....] - ETA: 2s - loss: 0.3782 - accuracy: 0.8238
250/296 [========================>.....] - ETA: 2s - loss: 0.3783 - accuracy: 0.8238
251/296 [========================>.....] - ETA: 2s - loss: 0.3777 - accuracy: 0.8240
252/296 [========================>.....] - ETA: 2s - loss: 0.3767 - accuracy: 0.8244
253/296 [========================>.....] - ETA: 2s - loss: 0.3781 - accuracy: 0.8241
254/296 [========================>.....] - ETA: 2s - loss: 0.3780 - accuracy: 0.8238
255/296 [========================>.....] - ETA: 2s - loss: 0.3777 - accuracy: 0.8235
256/296 [========================>.....] - ETA: 2s - loss: 0.3772 - accuracy: 0.8237
257/296 [=========================>....] - ETA: 2s - loss: 0.3775 - accuracy: 0.8239
258/296 [=========================>....] - ETA: 2s - loss: 0.3782 - accuracy: 0.8236
259/296 [=========================>....] - ETA: 2s - loss: 0.3783 - accuracy: 0.8236
260/296 [=========================>....] - ETA: 1s - loss: 0.3792 - accuracy: 0.8231
261/296 [=========================>....] - ETA: 1s - loss: 0.3784 - accuracy: 0.8238
262/296 [=========================>....] - ETA: 1s - loss: 0.3785 - accuracy: 0.8232
263/296 [=========================>....] - ETA: 1s - loss: 0.3783 - accuracy: 0.8234
264/296 [=========================>....] - ETA: 1s - loss: 0.3783 - accuracy: 0.8234
265/296 [=========================>....] - ETA: 1s - loss: 0.3780 - accuracy: 0.8241
266/296 [=========================>....] - ETA: 1s - loss: 0.3782 - accuracy: 0.8242
267/296 [==========================>...] - ETA: 1s - loss: 0.3775 - accuracy: 0.8249
268/296 [==========================>...] - ETA: 1s - loss: 0.3773 - accuracy: 0.8249
269/296 [==========================>...] - ETA: 1s - loss: 0.3770 - accuracy: 0.8250
270/296 [==========================>...] - ETA: 1s - loss: 0.3766 - accuracy: 0.8252
271/296 [==========================>...] - ETA: 1s - loss: 0.3762 - accuracy: 0.8250
272/296 [==========================>...] - ETA: 1s - loss: 0.3757 - accuracy: 0.8254
273/296 [==========================>...] - ETA: 1s - loss: 0.3755 - accuracy: 0.8258
274/296 [==========================>...] - ETA: 1s - loss: 0.3749 - accuracy: 0.8260
275/296 [==========================>...] - ETA: 1s - loss: 0.3752 - accuracy: 0.8259
276/296 [==========================>...] - ETA: 1s - loss: 0.3755 - accuracy: 0.8256
277/296 [===========================>..] - ETA: 1s - loss: 0.3753 - accuracy: 0.8258
278/296 [===========================>..] - ETA: 0s - loss: 0.3764 - accuracy: 0.8253
279/296 [===========================>..] - ETA: 0s - loss: 0.3769 - accuracy: 0.8250
280/296 [===========================>..] - ETA: 0s - loss: 0.3771 - accuracy: 0.8248
281/296 [===========================>..] - ETA: 0s - loss: 0.3774 - accuracy: 0.8245
282/296 [===========================>..] - ETA: 0s - loss: 0.3770 - accuracy: 0.8247
283/296 [===========================>..] - ETA: 0s - loss: 0.3766 - accuracy: 0.8251
284/296 [===========================>..] - ETA: 0s - loss: 0.3776 - accuracy: 0.8248
285/296 [===========================>..] - ETA: 0s - loss: 0.3771 - accuracy: 0.8252
286/296 [===========================>..] - ETA: 0s - loss: 0.3776 - accuracy: 0.8250
287/296 [============================>.] - ETA: 0s - loss: 0.3780 - accuracy: 0.8247
288/296 [============================>.] - ETA: 0s - loss: 0.3783 - accuracy: 0.8240
289/296 [============================>.] - ETA: 0s - loss: 0.3782 - accuracy: 0.8242
290/296 [============================>.] - ETA: 0s - loss: 0.3782 - accuracy: 0.8241
291/296 [============================>.] - ETA: 0s - loss: 0.3780 - accuracy: 0.8243
292/296 [============================>.] - ETA: 0s - loss: 0.3778 - accuracy: 0.8243
293/296 [============================>.] - ETA: 0s - loss: 0.3773 - accuracy: 0.8244
294/296 [============================>.] - ETA: 0s - loss: 0.3778 - accuracy: 0.8244
295/296 [============================>.] - ETA: 0s - loss: 0.3778 - accuracy: 0.8242
296/296 [==============================] - 16s 56ms/step - loss: 0.3796 - accuracy: 0.8235

296/296 [==============================] - 18s 60ms/step - loss: 0.3796 - accuracy: 0.8235 - val_loss: 0.4091 - val_accuracy: 0.8091
Epoch 26/50

  1/296 [..............................] - ETA: 16s - loss: 0.8954 - accuracy: 0.5625
  2/296 [..............................] - ETA: 16s - loss: 0.6864 - accuracy: 0.6250
  3/296 [..............................] - ETA: 16s - loss: 0.6417 - accuracy: 0.6458
  4/296 [..............................] - ETA: 16s - loss: 0.5765 - accuracy: 0.6719
  5/296 [..............................] - ETA: 16s - loss: 0.5346 - accuracy: 0.6875
  6/296 [..............................] - ETA: 16s - loss: 0.5204 - accuracy: 0.6979
  7/296 [..............................] - ETA: 16s - loss: 0.5163 - accuracy: 0.6964
  8/296 [..............................] - ETA: 16s - loss: 0.5166 - accuracy: 0.7031
  9/296 [..............................] - ETA: 16s - loss: 0.5194 - accuracy: 0.6944
 10/296 [>.............................] - ETA: 16s - loss: 0.5111 - accuracy: 0.7000
 11/296 [>.............................] - ETA: 16s - loss: 0.5003 - accuracy: 0.7102
 12/296 [>.............................] - ETA: 15s - loss: 0.4845 - accuracy: 0.7240
 13/296 [>.............................] - ETA: 15s - loss: 0.4755 - accuracy: 0.7260
 14/296 [>.............................] - ETA: 15s - loss: 0.4764 - accuracy: 0.7411
 15/296 [>.............................] - ETA: 15s - loss: 0.4736 - accuracy: 0.7458
 16/296 [>.............................] - ETA: 15s - loss: 0.4685 - accuracy: 0.7500
 17/296 [>.............................] - ETA: 15s - loss: 0.4624 - accuracy: 0.7500
 18/296 [>.............................] - ETA: 15s - loss: 0.4532 - accuracy: 0.7569
 19/296 [>.............................] - ETA: 15s - loss: 0.4498 - accuracy: 0.7533
 20/296 [=>............................] - ETA: 15s - loss: 0.4397 - accuracy: 0.7625
 21/296 [=>............................] - ETA: 15s - loss: 0.4326 - accuracy: 0.7679
 22/296 [=>............................] - ETA: 15s - loss: 0.4206 - accuracy: 0.7784
 23/296 [=>............................] - ETA: 15s - loss: 0.4147 - accuracy: 0.7853
 24/296 [=>............................] - ETA: 15s - loss: 0.4139 - accuracy: 0.7839
 25/296 [=>............................] - ETA: 15s - loss: 0.4187 - accuracy: 0.7800
 26/296 [=>............................] - ETA: 15s - loss: 0.4113 - accuracy: 0.7837
 27/296 [=>............................] - ETA: 15s - loss: 0.3979 - accuracy: 0.7917
 28/296 [=>............................] - ETA: 15s - loss: 0.4032 - accuracy: 0.7879
 29/296 [=>............................] - ETA: 15s - loss: 0.3993 - accuracy: 0.7888
 30/296 [==>...........................] - ETA: 15s - loss: 0.4079 - accuracy: 0.7854
 31/296 [==>...........................] - ETA: 15s - loss: 0.4081 - accuracy: 0.7863
 32/296 [==>...........................] - ETA: 15s - loss: 0.4195 - accuracy: 0.7812
 33/296 [==>...........................] - ETA: 15s - loss: 0.4121 - accuracy: 0.7841
 34/296 [==>...........................] - ETA: 15s - loss: 0.4106 - accuracy: 0.7868
 35/296 [==>...........................] - ETA: 14s - loss: 0.4068 - accuracy: 0.7893
 36/296 [==>...........................] - ETA: 14s - loss: 0.4036 - accuracy: 0.7934
 37/296 [==>...........................] - ETA: 14s - loss: 0.4006 - accuracy: 0.7973
 38/296 [==>...........................] - ETA: 14s - loss: 0.3998 - accuracy: 0.7977
 39/296 [==>...........................] - ETA: 14s - loss: 0.4034 - accuracy: 0.7949
 40/296 [===>..........................] - ETA: 14s - loss: 0.4006 - accuracy: 0.7984
 41/296 [===>..........................] - ETA: 14s - loss: 0.3999 - accuracy: 0.7988
 42/296 [===>..........................] - ETA: 14s - loss: 0.3983 - accuracy: 0.8006
 43/296 [===>..........................] - ETA: 14s - loss: 0.3972 - accuracy: 0.8038
 44/296 [===>..........................] - ETA: 14s - loss: 0.3954 - accuracy: 0.8040
 45/296 [===>..........................] - ETA: 14s - loss: 0.3941 - accuracy: 0.8056
 46/296 [===>..........................] - ETA: 14s - loss: 0.3933 - accuracy: 0.8071
 47/296 [===>..........................] - ETA: 14s - loss: 0.3897 - accuracy: 0.8085
 48/296 [===>..........................] - ETA: 14s - loss: 0.3928 - accuracy: 0.8047
 49/296 [===>..........................] - ETA: 14s - loss: 0.3905 - accuracy: 0.8074
 50/296 [====>.........................] - ETA: 14s - loss: 0.3882 - accuracy: 0.8100
 51/296 [====>.........................] - ETA: 14s - loss: 0.3865 - accuracy: 0.8088
 52/296 [====>.........................] - ETA: 13s - loss: 0.3868 - accuracy: 0.8065
 53/296 [====>.........................] - ETA: 13s - loss: 0.3928 - accuracy: 0.8031
 54/296 [====>.........................] - ETA: 13s - loss: 0.3897 - accuracy: 0.8056
 55/296 [====>.........................] - ETA: 13s - loss: 0.3880 - accuracy: 0.8057
 56/296 [====>.........................] - ETA: 13s - loss: 0.3901 - accuracy: 0.8047
 57/296 [====>.........................] - ETA: 13s - loss: 0.3939 - accuracy: 0.8026
 58/296 [====>.........................] - ETA: 13s - loss: 0.3911 - accuracy: 0.8050
 59/296 [====>.........................] - ETA: 13s - loss: 0.3944 - accuracy: 0.8008
 60/296 [=====>........................] - ETA: 13s - loss: 0.3915 - accuracy: 0.8031
 61/296 [=====>........................] - ETA: 13s - loss: 0.3919 - accuracy: 0.8033
 62/296 [=====>........................] - ETA: 13s - loss: 0.3902 - accuracy: 0.8054
 63/296 [=====>........................] - ETA: 13s - loss: 0.3876 - accuracy: 0.8065
 64/296 [=====>........................] - ETA: 13s - loss: 0.3895 - accuracy: 0.8066
 65/296 [=====>........................] - ETA: 13s - loss: 0.3881 - accuracy: 0.8067
 66/296 [=====>........................] - ETA: 13s - loss: 0.3858 - accuracy: 0.8078
 67/296 [=====>........................] - ETA: 13s - loss: 0.3843 - accuracy: 0.8088
 68/296 [=====>........................] - ETA: 13s - loss: 0.3833 - accuracy: 0.8097
 69/296 [=====>........................] - ETA: 13s - loss: 0.3806 - accuracy: 0.8116
 70/296 [======>.......................] - ETA: 13s - loss: 0.3790 - accuracy: 0.8125
 71/296 [======>.......................] - ETA: 12s - loss: 0.3833 - accuracy: 0.8099
 72/296 [======>.......................] - ETA: 12s - loss: 0.3801 - accuracy: 0.8116
 73/296 [======>.......................] - ETA: 12s - loss: 0.3826 - accuracy: 0.8116
 74/296 [======>.......................] - ETA: 12s - loss: 0.3874 - accuracy: 0.8091
 75/296 [======>.......................] - ETA: 12s - loss: 0.3876 - accuracy: 0.8075
 76/296 [======>.......................] - ETA: 12s - loss: 0.3858 - accuracy: 0.8092
 77/296 [======>.......................] - ETA: 12s - loss: 0.3849 - accuracy: 0.8093
 78/296 [======>.......................] - ETA: 12s - loss: 0.3882 - accuracy: 0.8085
 79/296 [=======>......................] - ETA: 12s - loss: 0.3888 - accuracy: 0.8078
 80/296 [=======>......................] - ETA: 12s - loss: 0.3915 - accuracy: 0.8062
 81/296 [=======>......................] - ETA: 12s - loss: 0.3924 - accuracy: 0.8056
 82/296 [=======>......................] - ETA: 12s - loss: 0.3912 - accuracy: 0.8064
 83/296 [=======>......................] - ETA: 12s - loss: 0.3905 - accuracy: 0.8072
 84/296 [=======>......................] - ETA: 12s - loss: 0.3894 - accuracy: 0.8065
 85/296 [=======>......................] - ETA: 12s - loss: 0.3875 - accuracy: 0.8074
 86/296 [=======>......................] - ETA: 12s - loss: 0.3850 - accuracy: 0.8089
 87/296 [=======>......................] - ETA: 12s - loss: 0.3852 - accuracy: 0.8089
 88/296 [=======>......................] - ETA: 11s - loss: 0.3831 - accuracy: 0.8104
 89/296 [========>.....................] - ETA: 11s - loss: 0.3856 - accuracy: 0.8097
 90/296 [========>.....................] - ETA: 11s - loss: 0.3855 - accuracy: 0.8111
 91/296 [========>.....................] - ETA: 11s - loss: 0.3871 - accuracy: 0.8098
 92/296 [========>.....................] - ETA: 11s - loss: 0.3859 - accuracy: 0.8111
 93/296 [========>.....................] - ETA: 11s - loss: 0.3846 - accuracy: 0.8112
 94/296 [========>.....................] - ETA: 11s - loss: 0.3832 - accuracy: 0.8118
 95/296 [========>.....................] - ETA: 11s - loss: 0.3813 - accuracy: 0.8132
 96/296 [========>.....................] - ETA: 11s - loss: 0.3817 - accuracy: 0.8132
 97/296 [========>.....................] - ETA: 11s - loss: 0.3825 - accuracy: 0.8131
 98/296 [========>.....................] - ETA: 11s - loss: 0.3839 - accuracy: 0.8119
 99/296 [=========>....................] - ETA: 11s - loss: 0.3835 - accuracy: 0.8119
100/296 [=========>....................] - ETA: 11s - loss: 0.3836 - accuracy: 0.8119
101/296 [=========>....................] - ETA: 11s - loss: 0.3821 - accuracy: 0.8131
102/296 [=========>....................] - ETA: 11s - loss: 0.3808 - accuracy: 0.8137
103/296 [=========>....................] - ETA: 11s - loss: 0.3806 - accuracy: 0.8137
104/296 [=========>....................] - ETA: 11s - loss: 0.3807 - accuracy: 0.8137
105/296 [=========>....................] - ETA: 10s - loss: 0.3794 - accuracy: 0.8137
106/296 [=========>....................] - ETA: 10s - loss: 0.3795 - accuracy: 0.8143
107/296 [=========>....................] - ETA: 10s - loss: 0.3779 - accuracy: 0.8154
108/296 [=========>....................] - ETA: 10s - loss: 0.3773 - accuracy: 0.8154
109/296 [==========>...................] - ETA: 10s - loss: 0.3789 - accuracy: 0.8154
110/296 [==========>...................] - ETA: 10s - loss: 0.3788 - accuracy: 0.8165
111/296 [==========>...................] - ETA: 10s - loss: 0.3792 - accuracy: 0.8170
112/296 [==========>...................] - ETA: 10s - loss: 0.3831 - accuracy: 0.8136
113/296 [==========>...................] - ETA: 10s - loss: 0.3840 - accuracy: 0.8131
114/296 [==========>...................] - ETA: 10s - loss: 0.3865 - accuracy: 0.8120
115/296 [==========>...................] - ETA: 10s - loss: 0.3871 - accuracy: 0.8125
116/296 [==========>...................] - ETA: 10s - loss: 0.3870 - accuracy: 0.8125
117/296 [==========>...................] - ETA: 10s - loss: 0.3892 - accuracy: 0.8109
118/296 [==========>...................] - ETA: 10s - loss: 0.3904 - accuracy: 0.8109
119/296 [===========>..................] - ETA: 10s - loss: 0.3900 - accuracy: 0.8114
120/296 [===========>..................] - ETA: 10s - loss: 0.3896 - accuracy: 0.8115
121/296 [===========>..................] - ETA: 10s - loss: 0.3890 - accuracy: 0.8115
122/296 [===========>..................] - ETA: 9s - loss: 0.3891 - accuracy: 0.8110 
123/296 [===========>..................] - ETA: 9s - loss: 0.3886 - accuracy: 0.8115
124/296 [===========>..................] - ETA: 9s - loss: 0.3887 - accuracy: 0.8105
125/296 [===========>..................] - ETA: 9s - loss: 0.3885 - accuracy: 0.8105
126/296 [===========>..................] - ETA: 9s - loss: 0.3885 - accuracy: 0.8100
127/296 [===========>..................] - ETA: 9s - loss: 0.3895 - accuracy: 0.8095
128/296 [===========>..................] - ETA: 9s - loss: 0.3897 - accuracy: 0.8101
129/296 [============>.................] - ETA: 9s - loss: 0.3891 - accuracy: 0.8110
130/296 [============>.................] - ETA: 9s - loss: 0.3884 - accuracy: 0.8120
131/296 [============>.................] - ETA: 9s - loss: 0.3882 - accuracy: 0.8125
132/296 [============>.................] - ETA: 9s - loss: 0.3889 - accuracy: 0.8120
133/296 [============>.................] - ETA: 9s - loss: 0.3882 - accuracy: 0.8130
134/296 [============>.................] - ETA: 9s - loss: 0.3880 - accuracy: 0.8130
135/296 [============>.................] - ETA: 9s - loss: 0.3881 - accuracy: 0.8120
136/296 [============>.................] - ETA: 9s - loss: 0.3882 - accuracy: 0.8120
137/296 [============>.................] - ETA: 9s - loss: 0.3873 - accuracy: 0.8130
138/296 [============>.................] - ETA: 9s - loss: 0.3873 - accuracy: 0.8130
139/296 [=============>................] - ETA: 8s - loss: 0.3896 - accuracy: 0.8121
140/296 [=============>................] - ETA: 8s - loss: 0.3891 - accuracy: 0.8121
141/296 [=============>................] - ETA: 8s - loss: 0.3878 - accuracy: 0.8129
142/296 [=============>................] - ETA: 8s - loss: 0.3875 - accuracy: 0.8129
143/296 [=============>................] - ETA: 8s - loss: 0.3857 - accuracy: 0.8134
144/296 [=============>................] - ETA: 8s - loss: 0.3878 - accuracy: 0.8116
145/296 [=============>................] - ETA: 8s - loss: 0.3890 - accuracy: 0.8112
146/296 [=============>................] - ETA: 8s - loss: 0.3884 - accuracy: 0.8116
147/296 [=============>................] - ETA: 8s - loss: 0.3875 - accuracy: 0.8121
148/296 [==============>...............] - ETA: 8s - loss: 0.3861 - accuracy: 0.8125
149/296 [==============>...............] - ETA: 8s - loss: 0.3861 - accuracy: 0.8125
150/296 [==============>...............] - ETA: 8s - loss: 0.3848 - accuracy: 0.8138
151/296 [==============>...............] - ETA: 8s - loss: 0.3855 - accuracy: 0.8129
152/296 [==============>...............] - ETA: 8s - loss: 0.3851 - accuracy: 0.8133
153/296 [==============>...............] - ETA: 8s - loss: 0.3832 - accuracy: 0.8145
154/296 [==============>...............] - ETA: 8s - loss: 0.3830 - accuracy: 0.8149
155/296 [==============>...............] - ETA: 8s - loss: 0.3827 - accuracy: 0.8149
156/296 [==============>...............] - ETA: 8s - loss: 0.3826 - accuracy: 0.8153
157/296 [==============>...............] - ETA: 7s - loss: 0.3849 - accuracy: 0.8153
158/296 [===============>..............] - ETA: 7s - loss: 0.3849 - accuracy: 0.8153
159/296 [===============>..............] - ETA: 7s - loss: 0.3848 - accuracy: 0.8153
160/296 [===============>..............] - ETA: 7s - loss: 0.3845 - accuracy: 0.8148
161/296 [===============>..............] - ETA: 7s - loss: 0.3859 - accuracy: 0.8148
162/296 [===============>..............] - ETA: 7s - loss: 0.3862 - accuracy: 0.8144
163/296 [===============>..............] - ETA: 7s - loss: 0.3860 - accuracy: 0.8144
164/296 [===============>..............] - ETA: 7s - loss: 0.3859 - accuracy: 0.8140
165/296 [===============>..............] - ETA: 7s - loss: 0.3852 - accuracy: 0.8140
166/296 [===============>..............] - ETA: 7s - loss: 0.3848 - accuracy: 0.8148
167/296 [===============>..............] - ETA: 7s - loss: 0.3850 - accuracy: 0.8151
168/296 [================>.............] - ETA: 7s - loss: 0.3861 - accuracy: 0.8151
169/296 [================>.............] - ETA: 7s - loss: 0.3868 - accuracy: 0.8151
170/296 [================>.............] - ETA: 7s - loss: 0.3869 - accuracy: 0.8147
171/296 [================>.............] - ETA: 7s - loss: 0.3880 - accuracy: 0.8143
172/296 [================>.............] - ETA: 7s - loss: 0.3878 - accuracy: 0.8143
173/296 [================>.............] - ETA: 7s - loss: 0.3884 - accuracy: 0.8147
174/296 [================>.............] - ETA: 6s - loss: 0.3890 - accuracy: 0.8139
175/296 [================>.............] - ETA: 6s - loss: 0.3890 - accuracy: 0.8136
176/296 [================>.............] - ETA: 6s - loss: 0.3891 - accuracy: 0.8136
177/296 [================>.............] - ETA: 6s - loss: 0.3897 - accuracy: 0.8129
178/296 [=================>............] - ETA: 6s - loss: 0.3895 - accuracy: 0.8129
179/296 [=================>............] - ETA: 6s - loss: 0.3895 - accuracy: 0.8128
180/296 [=================>............] - ETA: 6s - loss: 0.3888 - accuracy: 0.8135
181/296 [=================>............] - ETA: 6s - loss: 0.3883 - accuracy: 0.8139
182/296 [=================>............] - ETA: 6s - loss: 0.3879 - accuracy: 0.8146
183/296 [=================>............] - ETA: 6s - loss: 0.3880 - accuracy: 0.8152
184/296 [=================>............] - ETA: 6s - loss: 0.3898 - accuracy: 0.8145
185/296 [=================>............] - ETA: 6s - loss: 0.3898 - accuracy: 0.8149
186/296 [=================>............] - ETA: 6s - loss: 0.3905 - accuracy: 0.8142
187/296 [=================>............] - ETA: 6s - loss: 0.3898 - accuracy: 0.8145
188/296 [==================>...........] - ETA: 6s - loss: 0.3899 - accuracy: 0.8145
189/296 [==================>...........] - ETA: 6s - loss: 0.3902 - accuracy: 0.8145
190/296 [==================>...........] - ETA: 6s - loss: 0.3901 - accuracy: 0.8145
191/296 [==================>...........] - ETA: 6s - loss: 0.3901 - accuracy: 0.8141
192/296 [==================>...........] - ETA: 5s - loss: 0.3904 - accuracy: 0.8141
193/296 [==================>...........] - ETA: 5s - loss: 0.3903 - accuracy: 0.8141
194/296 [==================>...........] - ETA: 5s - loss: 0.3912 - accuracy: 0.8141
195/296 [==================>...........] - ETA: 5s - loss: 0.3910 - accuracy: 0.8144
196/296 [==================>...........] - ETA: 5s - loss: 0.3908 - accuracy: 0.8144
197/296 [==================>...........] - ETA: 5s - loss: 0.3910 - accuracy: 0.8144
198/296 [===================>..........] - ETA: 5s - loss: 0.3903 - accuracy: 0.8150
199/296 [===================>..........] - ETA: 5s - loss: 0.3905 - accuracy: 0.8150
200/296 [===================>..........] - ETA: 5s - loss: 0.3916 - accuracy: 0.8147
201/296 [===================>..........] - ETA: 5s - loss: 0.3922 - accuracy: 0.8147
202/296 [===================>..........] - ETA: 5s - loss: 0.3913 - accuracy: 0.8150
203/296 [===================>..........] - ETA: 5s - loss: 0.3907 - accuracy: 0.8147
204/296 [===================>..........] - ETA: 5s - loss: 0.3905 - accuracy: 0.8150
205/296 [===================>..........] - ETA: 5s - loss: 0.3899 - accuracy: 0.8155
206/296 [===================>..........] - ETA: 5s - loss: 0.3899 - accuracy: 0.8155
207/296 [===================>..........] - ETA: 5s - loss: 0.3918 - accuracy: 0.8149
208/296 [====================>.........] - ETA: 5s - loss: 0.3911 - accuracy: 0.8155
209/296 [====================>.........] - ETA: 4s - loss: 0.3911 - accuracy: 0.8155
210/296 [====================>.........] - ETA: 4s - loss: 0.3909 - accuracy: 0.8158
211/296 [====================>.........] - ETA: 4s - loss: 0.3907 - accuracy: 0.8161
212/296 [====================>.........] - ETA: 4s - loss: 0.3906 - accuracy: 0.8160
213/296 [====================>.........] - ETA: 4s - loss: 0.3904 - accuracy: 0.8160
214/296 [====================>.........] - ETA: 4s - loss: 0.3902 - accuracy: 0.8160
215/296 [====================>.........] - ETA: 4s - loss: 0.3914 - accuracy: 0.8154
216/296 [====================>.........] - ETA: 4s - loss: 0.3909 - accuracy: 0.8160
217/296 [====================>.........] - ETA: 4s - loss: 0.3900 - accuracy: 0.8168
218/296 [=====================>........] - ETA: 4s - loss: 0.3893 - accuracy: 0.8174
219/296 [=====================>........] - ETA: 4s - loss: 0.3884 - accuracy: 0.8182
220/296 [=====================>........] - ETA: 4s - loss: 0.3886 - accuracy: 0.8179
221/296 [=====================>........] - ETA: 4s - loss: 0.3875 - accuracy: 0.8187
222/296 [=====================>........] - ETA: 4s - loss: 0.3873 - accuracy: 0.8187
223/296 [=====================>........] - ETA: 4s - loss: 0.3873 - accuracy: 0.8187
224/296 [=====================>........] - ETA: 4s - loss: 0.3876 - accuracy: 0.8189
225/296 [=====================>........] - ETA: 4s - loss: 0.3872 - accuracy: 0.8194
226/296 [=====================>........] - ETA: 3s - loss: 0.3876 - accuracy: 0.8197
227/296 [======================>.......] - ETA: 3s - loss: 0.3868 - accuracy: 0.8202
228/296 [======================>.......] - ETA: 3s - loss: 0.3862 - accuracy: 0.8204
229/296 [======================>.......] - ETA: 3s - loss: 0.3858 - accuracy: 0.8207
230/296 [======================>.......] - ETA: 3s - loss: 0.3859 - accuracy: 0.8201
231/296 [======================>.......] - ETA: 3s - loss: 0.3855 - accuracy: 0.8201
232/296 [======================>.......] - ETA: 3s - loss: 0.3845 - accuracy: 0.8206
233/296 [======================>.......] - ETA: 3s - loss: 0.3853 - accuracy: 0.8208
234/296 [======================>.......] - ETA: 3s - loss: 0.3854 - accuracy: 0.8210
235/296 [======================>.......] - ETA: 3s - loss: 0.3854 - accuracy: 0.8210
236/296 [======================>.......] - ETA: 3s - loss: 0.3856 - accuracy: 0.8207
237/296 [=======================>......] - ETA: 3s - loss: 0.3849 - accuracy: 0.8209
238/296 [=======================>......] - ETA: 3s - loss: 0.3856 - accuracy: 0.8204
239/296 [=======================>......] - ETA: 3s - loss: 0.3853 - accuracy: 0.8206
240/296 [=======================>......] - ETA: 3s - loss: 0.3847 - accuracy: 0.8208
241/296 [=======================>......] - ETA: 3s - loss: 0.3869 - accuracy: 0.8198
242/296 [=======================>......] - ETA: 3s - loss: 0.3880 - accuracy: 0.8195
243/296 [=======================>......] - ETA: 3s - loss: 0.3877 - accuracy: 0.8197
244/296 [=======================>......] - ETA: 2s - loss: 0.3887 - accuracy: 0.8192
245/296 [=======================>......] - ETA: 2s - loss: 0.3893 - accuracy: 0.8189
246/296 [=======================>......] - ETA: 2s - loss: 0.3892 - accuracy: 0.8186
247/296 [========================>.....] - ETA: 2s - loss: 0.3885 - accuracy: 0.8191
248/296 [========================>.....] - ETA: 2s - loss: 0.3879 - accuracy: 0.8196
249/296 [========================>.....] - ETA: 2s - loss: 0.3889 - accuracy: 0.8188
250/296 [========================>.....] - ETA: 2s - loss: 0.3887 - accuracy: 0.8188
251/296 [========================>.....] - ETA: 2s - loss: 0.3886 - accuracy: 0.8187
252/296 [========================>.....] - ETA: 2s - loss: 0.3880 - accuracy: 0.8192
253/296 [========================>.....] - ETA: 2s - loss: 0.3875 - accuracy: 0.8197
254/296 [========================>.....] - ETA: 2s - loss: 0.3873 - accuracy: 0.8199
255/296 [========================>.....] - ETA: 2s - loss: 0.3867 - accuracy: 0.8203
256/296 [========================>.....] - ETA: 2s - loss: 0.3868 - accuracy: 0.8198
257/296 [=========================>....] - ETA: 2s - loss: 0.3868 - accuracy: 0.8198
258/296 [=========================>....] - ETA: 2s - loss: 0.3862 - accuracy: 0.8203
259/296 [=========================>....] - ETA: 2s - loss: 0.3866 - accuracy: 0.8197
260/296 [=========================>....] - ETA: 2s - loss: 0.3871 - accuracy: 0.8192
261/296 [=========================>....] - ETA: 1s - loss: 0.3868 - accuracy: 0.8197
262/296 [=========================>....] - ETA: 1s - loss: 0.3867 - accuracy: 0.8197
263/296 [=========================>....] - ETA: 1s - loss: 0.3872 - accuracy: 0.8194
264/296 [=========================>....] - ETA: 1s - loss: 0.3878 - accuracy: 0.8194
265/296 [=========================>....] - ETA: 1s - loss: 0.3873 - accuracy: 0.8198
266/296 [=========================>....] - ETA: 1s - loss: 0.3867 - accuracy: 0.8205
267/296 [==========================>...] - ETA: 1s - loss: 0.3862 - accuracy: 0.8209
268/296 [==========================>...] - ETA: 1s - loss: 0.3856 - accuracy: 0.8211
269/296 [==========================>...] - ETA: 1s - loss: 0.3860 - accuracy: 0.8209
270/296 [==========================>...] - ETA: 1s - loss: 0.3858 - accuracy: 0.8208
271/296 [==========================>...] - ETA: 1s - loss: 0.3855 - accuracy: 0.8210
272/296 [==========================>...] - ETA: 1s - loss: 0.3848 - accuracy: 0.8217
273/296 [==========================>...] - ETA: 1s - loss: 0.3844 - accuracy: 0.8219
274/296 [==========================>...] - ETA: 1s - loss: 0.3844 - accuracy: 0.8216
275/296 [==========================>...] - ETA: 1s - loss: 0.3841 - accuracy: 0.8216
276/296 [==========================>...] - ETA: 1s - loss: 0.3835 - accuracy: 0.8220
277/296 [===========================>..] - ETA: 1s - loss: 0.3828 - accuracy: 0.8222
278/296 [===========================>..] - ETA: 1s - loss: 0.3837 - accuracy: 0.8215
279/296 [===========================>..] - ETA: 0s - loss: 0.3829 - accuracy: 0.8219
280/296 [===========================>..] - ETA: 0s - loss: 0.3823 - accuracy: 0.8223
281/296 [===========================>..] - ETA: 0s - loss: 0.3822 - accuracy: 0.8223
282/296 [===========================>..] - ETA: 0s - loss: 0.3821 - accuracy: 0.8227
283/296 [===========================>..] - ETA: 0s - loss: 0.3824 - accuracy: 0.8227
284/296 [===========================>..] - ETA: 0s - loss: 0.3817 - accuracy: 0.8231
285/296 [===========================>..] - ETA: 0s - loss: 0.3820 - accuracy: 0.8228
286/296 [===========================>..] - ETA: 0s - loss: 0.3824 - accuracy: 0.8230
287/296 [============================>.] - ETA: 0s - loss: 0.3819 - accuracy: 0.8232
288/296 [============================>.] - ETA: 0s - loss: 0.3823 - accuracy: 0.8229
289/296 [============================>.] - ETA: 0s - loss: 0.3832 - accuracy: 0.8227
290/296 [============================>.] - ETA: 0s - loss: 0.3825 - accuracy: 0.8231
291/296 [============================>.] - ETA: 0s - loss: 0.3827 - accuracy: 0.8228
292/296 [============================>.] - ETA: 0s - loss: 0.3832 - accuracy: 0.8226
293/296 [============================>.] - ETA: 0s - loss: 0.3827 - accuracy: 0.8227
294/296 [============================>.] - ETA: 0s - loss: 0.3824 - accuracy: 0.8227
295/296 [============================>.] - ETA: 0s - loss: 0.3827 - accuracy: 0.8227
296/296 [==============================] - 17s 57ms/step - loss: 0.3825 - accuracy: 0.8229

296/296 [==============================] - 18s 61ms/step - loss: 0.3825 - accuracy: 0.8229 - val_loss: 0.3890 - val_accuracy: 0.8218
Epoch 27/50

  1/296 [..............................] - ETA: 16s - loss: 0.2858 - accuracy: 0.8750
  2/296 [..............................] - ETA: 16s - loss: 0.2592 - accuracy: 0.9062
  3/296 [..............................] - ETA: 16s - loss: 0.2284 - accuracy: 0.9375
  4/296 [..............................] - ETA: 16s - loss: 0.2258 - accuracy: 0.9375
  5/296 [..............................] - ETA: 16s - loss: 0.2668 - accuracy: 0.9125
  6/296 [..............................] - ETA: 16s - loss: 0.2665 - accuracy: 0.9167
  7/296 [..............................] - ETA: 16s - loss: 0.2673 - accuracy: 0.9018
  8/296 [..............................] - ETA: 15s - loss: 0.2593 - accuracy: 0.9062
  9/296 [..............................] - ETA: 15s - loss: 0.2835 - accuracy: 0.8819
 10/296 [>.............................] - ETA: 15s - loss: 0.3044 - accuracy: 0.8687
 11/296 [>.............................] - ETA: 15s - loss: 0.3120 - accuracy: 0.8580
 12/296 [>.............................] - ETA: 15s - loss: 0.3150 - accuracy: 0.8542
 13/296 [>.............................] - ETA: 15s - loss: 0.3264 - accuracy: 0.8510
 14/296 [>.............................] - ETA: 15s - loss: 0.3303 - accuracy: 0.8438
 15/296 [>.............................] - ETA: 15s - loss: 0.3186 - accuracy: 0.8500
 16/296 [>.............................] - ETA: 15s - loss: 0.3178 - accuracy: 0.8477
 17/296 [>.............................] - ETA: 15s - loss: 0.3216 - accuracy: 0.8419
 18/296 [>.............................] - ETA: 15s - loss: 0.3293 - accuracy: 0.8438
 19/296 [>.............................] - ETA: 15s - loss: 0.3374 - accuracy: 0.8421
 20/296 [=>............................] - ETA: 15s - loss: 0.3416 - accuracy: 0.8406
 21/296 [=>............................] - ETA: 15s - loss: 0.3396 - accuracy: 0.8423
 22/296 [=>............................] - ETA: 15s - loss: 0.3426 - accuracy: 0.8466
 23/296 [=>............................] - ETA: 15s - loss: 0.3431 - accuracy: 0.8451
 24/296 [=>............................] - ETA: 15s - loss: 0.3448 - accuracy: 0.8438
 25/296 [=>............................] - ETA: 15s - loss: 0.3441 - accuracy: 0.8400
 26/296 [=>............................] - ETA: 14s - loss: 0.3430 - accuracy: 0.8413
 27/296 [=>............................] - ETA: 14s - loss: 0.3563 - accuracy: 0.8356
 28/296 [=>............................] - ETA: 14s - loss: 0.3639 - accuracy: 0.8304
 29/296 [=>............................] - ETA: 14s - loss: 0.3674 - accuracy: 0.8276
 30/296 [==>...........................] - ETA: 14s - loss: 0.3710 - accuracy: 0.8271
 31/296 [==>...........................] - ETA: 14s - loss: 0.3744 - accuracy: 0.8266
 32/296 [==>...........................] - ETA: 14s - loss: 0.3717 - accuracy: 0.8281
 33/296 [==>...........................] - ETA: 14s - loss: 0.3744 - accuracy: 0.8258
 34/296 [==>...........................] - ETA: 14s - loss: 0.3714 - accuracy: 0.8272
 35/296 [==>...........................] - ETA: 14s - loss: 0.3722 - accuracy: 0.8250
 36/296 [==>...........................] - ETA: 14s - loss: 0.3714 - accuracy: 0.8281
 37/296 [==>...........................] - ETA: 14s - loss: 0.3701 - accuracy: 0.8311
 38/296 [==>...........................] - ETA: 14s - loss: 0.3684 - accuracy: 0.8322
 39/296 [==>...........................] - ETA: 14s - loss: 0.3671 - accuracy: 0.8317
 40/296 [===>..........................] - ETA: 14s - loss: 0.3656 - accuracy: 0.8328
 41/296 [===>..........................] - ETA: 14s - loss: 0.3612 - accuracy: 0.8338
 42/296 [===>..........................] - ETA: 14s - loss: 0.3633 - accuracy: 0.8304
 43/296 [===>..........................] - ETA: 14s - loss: 0.3623 - accuracy: 0.8314
 44/296 [===>..........................] - ETA: 13s - loss: 0.3602 - accuracy: 0.8324
 45/296 [===>..........................] - ETA: 13s - loss: 0.3565 - accuracy: 0.8361
 46/296 [===>..........................] - ETA: 13s - loss: 0.3583 - accuracy: 0.8342
 47/296 [===>..........................] - ETA: 13s - loss: 0.3546 - accuracy: 0.8378
 48/296 [===>..........................] - ETA: 13s - loss: 0.3551 - accuracy: 0.8372
 49/296 [===>..........................] - ETA: 13s - loss: 0.3557 - accuracy: 0.8355
 50/296 [====>.........................] - ETA: 13s - loss: 0.3560 - accuracy: 0.8350
 51/296 [====>.........................] - ETA: 13s - loss: 0.3543 - accuracy: 0.8370
 52/296 [====>.........................] - ETA: 13s - loss: 0.3545 - accuracy: 0.8365
 53/296 [====>.........................] - ETA: 13s - loss: 0.3523 - accuracy: 0.8373
 54/296 [====>.........................] - ETA: 13s - loss: 0.3532 - accuracy: 0.8368
 55/296 [====>.........................] - ETA: 13s - loss: 0.3540 - accuracy: 0.8364
 56/296 [====>.........................] - ETA: 13s - loss: 0.3511 - accuracy: 0.8393
 57/296 [====>.........................] - ETA: 13s - loss: 0.3531 - accuracy: 0.8388
 58/296 [====>.........................] - ETA: 13s - loss: 0.3542 - accuracy: 0.8373
 59/296 [====>.........................] - ETA: 13s - loss: 0.3543 - accuracy: 0.8358
 60/296 [=====>........................] - ETA: 13s - loss: 0.3594 - accuracy: 0.8333
 61/296 [=====>........................] - ETA: 13s - loss: 0.3594 - accuracy: 0.8340
 62/296 [=====>........................] - ETA: 13s - loss: 0.3600 - accuracy: 0.8337
 63/296 [=====>........................] - ETA: 13s - loss: 0.3592 - accuracy: 0.8343
 64/296 [=====>........................] - ETA: 13s - loss: 0.3578 - accuracy: 0.8340
 65/296 [=====>........................] - ETA: 13s - loss: 0.3594 - accuracy: 0.8327
 66/296 [=====>........................] - ETA: 12s - loss: 0.3591 - accuracy: 0.8324
 67/296 [=====>........................] - ETA: 12s - loss: 0.3616 - accuracy: 0.8330
 68/296 [=====>........................] - ETA: 12s - loss: 0.3615 - accuracy: 0.8327
 69/296 [=====>........................] - ETA: 12s - loss: 0.3611 - accuracy: 0.8333
 70/296 [======>.......................] - ETA: 12s - loss: 0.3598 - accuracy: 0.8330
 71/296 [======>.......................] - ETA: 12s - loss: 0.3591 - accuracy: 0.8336
 72/296 [======>.......................] - ETA: 12s - loss: 0.3589 - accuracy: 0.8333
 73/296 [======>.......................] - ETA: 12s - loss: 0.3572 - accuracy: 0.8339
 74/296 [======>.......................] - ETA: 12s - loss: 0.3545 - accuracy: 0.8353
 75/296 [======>.......................] - ETA: 12s - loss: 0.3566 - accuracy: 0.8342
 76/296 [======>.......................] - ETA: 12s - loss: 0.3541 - accuracy: 0.8355
 77/296 [======>.......................] - ETA: 12s - loss: 0.3566 - accuracy: 0.8344
 78/296 [======>.......................] - ETA: 12s - loss: 0.3540 - accuracy: 0.8365
 79/296 [=======>......................] - ETA: 12s - loss: 0.3538 - accuracy: 0.8362
 80/296 [=======>......................] - ETA: 12s - loss: 0.3582 - accuracy: 0.8344
 81/296 [=======>......................] - ETA: 12s - loss: 0.3601 - accuracy: 0.8341
 82/296 [=======>......................] - ETA: 12s - loss: 0.3578 - accuracy: 0.8346
 83/296 [=======>......................] - ETA: 12s - loss: 0.3576 - accuracy: 0.8336
 84/296 [=======>......................] - ETA: 11s - loss: 0.3557 - accuracy: 0.8341
 85/296 [=======>......................] - ETA: 11s - loss: 0.3548 - accuracy: 0.8346
 86/296 [=======>......................] - ETA: 11s - loss: 0.3540 - accuracy: 0.8358
 87/296 [=======>......................] - ETA: 11s - loss: 0.3545 - accuracy: 0.8341
 88/296 [=======>......................] - ETA: 11s - loss: 0.3547 - accuracy: 0.8338
 89/296 [========>.....................] - ETA: 11s - loss: 0.3529 - accuracy: 0.8350
 90/296 [========>.....................] - ETA: 11s - loss: 0.3525 - accuracy: 0.8361
 91/296 [========>.....................] - ETA: 11s - loss: 0.3508 - accuracy: 0.8372
 92/296 [========>.....................] - ETA: 11s - loss: 0.3503 - accuracy: 0.8376
 93/296 [========>.....................] - ETA: 11s - loss: 0.3490 - accuracy: 0.8387
 94/296 [========>.....................] - ETA: 11s - loss: 0.3480 - accuracy: 0.8391
 95/296 [========>.....................] - ETA: 11s - loss: 0.3470 - accuracy: 0.8395
 96/296 [========>.....................] - ETA: 11s - loss: 0.3460 - accuracy: 0.8405
 97/296 [========>.....................] - ETA: 11s - loss: 0.3478 - accuracy: 0.8396
 98/296 [========>.....................] - ETA: 11s - loss: 0.3492 - accuracy: 0.8393
 99/296 [=========>....................] - ETA: 11s - loss: 0.3498 - accuracy: 0.8396
100/296 [=========>....................] - ETA: 11s - loss: 0.3527 - accuracy: 0.8381
101/296 [=========>....................] - ETA: 11s - loss: 0.3533 - accuracy: 0.8373
102/296 [=========>....................] - ETA: 10s - loss: 0.3534 - accuracy: 0.8382
103/296 [=========>....................] - ETA: 10s - loss: 0.3506 - accuracy: 0.8398
104/296 [=========>....................] - ETA: 10s - loss: 0.3490 - accuracy: 0.8407
105/296 [=========>....................] - ETA: 10s - loss: 0.3497 - accuracy: 0.8411
106/296 [=========>....................] - ETA: 10s - loss: 0.3494 - accuracy: 0.8414
107/296 [=========>....................] - ETA: 10s - loss: 0.3505 - accuracy: 0.8411
108/296 [=========>....................] - ETA: 10s - loss: 0.3522 - accuracy: 0.8403
109/296 [==========>...................] - ETA: 10s - loss: 0.3508 - accuracy: 0.8412
110/296 [==========>...................] - ETA: 10s - loss: 0.3495 - accuracy: 0.8420
111/296 [==========>...................] - ETA: 10s - loss: 0.3497 - accuracy: 0.8423
112/296 [==========>...................] - ETA: 10s - loss: 0.3494 - accuracy: 0.8426
113/296 [==========>...................] - ETA: 10s - loss: 0.3486 - accuracy: 0.8424
114/296 [==========>...................] - ETA: 10s - loss: 0.3484 - accuracy: 0.8432
115/296 [==========>...................] - ETA: 10s - loss: 0.3469 - accuracy: 0.8446
116/296 [==========>...................] - ETA: 10s - loss: 0.3467 - accuracy: 0.8443
117/296 [==========>...................] - ETA: 10s - loss: 0.3474 - accuracy: 0.8440
118/296 [==========>...................] - ETA: 10s - loss: 0.3461 - accuracy: 0.8448
119/296 [===========>..................] - ETA: 10s - loss: 0.3474 - accuracy: 0.8440
120/296 [===========>..................] - ETA: 9s - loss: 0.3472 - accuracy: 0.8432 
121/296 [===========>..................] - ETA: 9s - loss: 0.3474 - accuracy: 0.8430
122/296 [===========>..................] - ETA: 9s - loss: 0.3497 - accuracy: 0.8422
123/296 [===========>..................] - ETA: 9s - loss: 0.3508 - accuracy: 0.8415
124/296 [===========>..................] - ETA: 9s - loss: 0.3528 - accuracy: 0.8402
125/296 [===========>..................] - ETA: 9s - loss: 0.3546 - accuracy: 0.8400
126/296 [===========>..................] - ETA: 9s - loss: 0.3549 - accuracy: 0.8398
127/296 [===========>..................] - ETA: 9s - loss: 0.3563 - accuracy: 0.8386
128/296 [===========>..................] - ETA: 9s - loss: 0.3552 - accuracy: 0.8398
129/296 [============>.................] - ETA: 9s - loss: 0.3552 - accuracy: 0.8401
130/296 [============>.................] - ETA: 9s - loss: 0.3555 - accuracy: 0.8394
131/296 [============>.................] - ETA: 9s - loss: 0.3549 - accuracy: 0.8397
132/296 [============>.................] - ETA: 9s - loss: 0.3554 - accuracy: 0.8390
133/296 [============>.................] - ETA: 9s - loss: 0.3570 - accuracy: 0.8379
134/296 [============>.................] - ETA: 9s - loss: 0.3563 - accuracy: 0.8386
135/296 [============>.................] - ETA: 9s - loss: 0.3558 - accuracy: 0.8398
136/296 [============>.................] - ETA: 9s - loss: 0.3561 - accuracy: 0.8401
137/296 [============>.................] - ETA: 9s - loss: 0.3574 - accuracy: 0.8385
138/296 [============>.................] - ETA: 8s - loss: 0.3573 - accuracy: 0.8388
139/296 [=============>................] - ETA: 8s - loss: 0.3571 - accuracy: 0.8386
140/296 [=============>................] - ETA: 8s - loss: 0.3587 - accuracy: 0.8371
141/296 [=============>................] - ETA: 8s - loss: 0.3590 - accuracy: 0.8364
142/296 [=============>................] - ETA: 8s - loss: 0.3587 - accuracy: 0.8371
143/296 [=============>................] - ETA: 8s - loss: 0.3594 - accuracy: 0.8370
144/296 [=============>................] - ETA: 8s - loss: 0.3600 - accuracy: 0.8359
145/296 [=============>................] - ETA: 8s - loss: 0.3599 - accuracy: 0.8358
146/296 [=============>................] - ETA: 8s - loss: 0.3596 - accuracy: 0.8365
147/296 [=============>................] - ETA: 8s - loss: 0.3589 - accuracy: 0.8367
148/296 [==============>...............] - ETA: 8s - loss: 0.3583 - accuracy: 0.8374
149/296 [==============>...............] - ETA: 8s - loss: 0.3595 - accuracy: 0.8364
150/296 [==============>...............] - ETA: 8s - loss: 0.3607 - accuracy: 0.8354
151/296 [==============>...............] - ETA: 8s - loss: 0.3613 - accuracy: 0.8353
152/296 [==============>...............] - ETA: 8s - loss: 0.3608 - accuracy: 0.8359
153/296 [==============>...............] - ETA: 8s - loss: 0.3609 - accuracy: 0.8358
154/296 [==============>...............] - ETA: 8s - loss: 0.3619 - accuracy: 0.8352
155/296 [==============>...............] - ETA: 7s - loss: 0.3609 - accuracy: 0.8359
156/296 [==============>...............] - ETA: 7s - loss: 0.3615 - accuracy: 0.8353
157/296 [==============>...............] - ETA: 7s - loss: 0.3610 - accuracy: 0.8356
158/296 [===============>..............] - ETA: 7s - loss: 0.3608 - accuracy: 0.8358
159/296 [===============>..............] - ETA: 7s - loss: 0.3615 - accuracy: 0.8353
160/296 [===============>..............] - ETA: 7s - loss: 0.3623 - accuracy: 0.8348
161/296 [===============>..............] - ETA: 7s - loss: 0.3614 - accuracy: 0.8354
162/296 [===============>..............] - ETA: 7s - loss: 0.3617 - accuracy: 0.8353
163/296 [===============>..............] - ETA: 7s - loss: 0.3613 - accuracy: 0.8355
164/296 [===============>..............] - ETA: 7s - loss: 0.3617 - accuracy: 0.8354
165/296 [===============>..............] - ETA: 7s - loss: 0.3621 - accuracy: 0.8352
166/296 [===============>..............] - ETA: 7s - loss: 0.3621 - accuracy: 0.8355
167/296 [===============>..............] - ETA: 7s - loss: 0.3619 - accuracy: 0.8357
168/296 [================>.............] - ETA: 7s - loss: 0.3614 - accuracy: 0.8359
169/296 [================>.............] - ETA: 7s - loss: 0.3609 - accuracy: 0.8365
170/296 [================>.............] - ETA: 7s - loss: 0.3612 - accuracy: 0.8364
171/296 [================>.............] - ETA: 7s - loss: 0.3614 - accuracy: 0.8363
172/296 [================>.............] - ETA: 7s - loss: 0.3612 - accuracy: 0.8365
173/296 [================>.............] - ETA: 6s - loss: 0.3602 - accuracy: 0.8371
174/296 [================>.............] - ETA: 6s - loss: 0.3610 - accuracy: 0.8366
175/296 [================>.............] - ETA: 6s - loss: 0.3594 - accuracy: 0.8375
176/296 [================>.............] - ETA: 6s - loss: 0.3592 - accuracy: 0.8374
177/296 [================>.............] - ETA: 6s - loss: 0.3632 - accuracy: 0.8365
178/296 [=================>............] - ETA: 6s - loss: 0.3628 - accuracy: 0.8367
179/296 [=================>............] - ETA: 6s - loss: 0.3628 - accuracy: 0.8366
180/296 [=================>............] - ETA: 6s - loss: 0.3636 - accuracy: 0.8358
181/296 [=================>............] - ETA: 6s - loss: 0.3651 - accuracy: 0.8353
182/296 [=================>............] - ETA: 6s - loss: 0.3644 - accuracy: 0.8355
183/296 [=================>............] - ETA: 6s - loss: 0.3649 - accuracy: 0.8350
184/296 [=================>............] - ETA: 6s - loss: 0.3660 - accuracy: 0.8342
185/296 [=================>............] - ETA: 6s - loss: 0.3662 - accuracy: 0.8341
186/296 [=================>............] - ETA: 6s - loss: 0.3661 - accuracy: 0.8343
187/296 [=================>............] - ETA: 6s - loss: 0.3666 - accuracy: 0.8349
188/296 [==================>...........] - ETA: 6s - loss: 0.3665 - accuracy: 0.8348
189/296 [==================>...........] - ETA: 6s - loss: 0.3668 - accuracy: 0.8347
190/296 [==================>...........] - ETA: 6s - loss: 0.3666 - accuracy: 0.8349
191/296 [==================>...........] - ETA: 5s - loss: 0.3663 - accuracy: 0.8351
192/296 [==================>...........] - ETA: 5s - loss: 0.3668 - accuracy: 0.8353
193/296 [==================>...........] - ETA: 5s - loss: 0.3667 - accuracy: 0.8352
194/296 [==================>...........] - ETA: 5s - loss: 0.3668 - accuracy: 0.8354
195/296 [==================>...........] - ETA: 5s - loss: 0.3679 - accuracy: 0.8340
196/296 [==================>...........] - ETA: 5s - loss: 0.3683 - accuracy: 0.8342
197/296 [==================>...........] - ETA: 5s - loss: 0.3679 - accuracy: 0.8341
198/296 [===================>..........] - ETA: 5s - loss: 0.3687 - accuracy: 0.8333
199/296 [===================>..........] - ETA: 5s - loss: 0.3690 - accuracy: 0.8329
200/296 [===================>..........] - ETA: 5s - loss: 0.3688 - accuracy: 0.8331
201/296 [===================>..........] - ETA: 5s - loss: 0.3689 - accuracy: 0.8327
202/296 [===================>..........] - ETA: 5s - loss: 0.3684 - accuracy: 0.8329
203/296 [===================>..........] - ETA: 5s - loss: 0.3689 - accuracy: 0.8325
204/296 [===================>..........] - ETA: 5s - loss: 0.3696 - accuracy: 0.8327
205/296 [===================>..........] - ETA: 5s - loss: 0.3696 - accuracy: 0.8323
206/296 [===================>..........] - ETA: 5s - loss: 0.3696 - accuracy: 0.8322
207/296 [===================>..........] - ETA: 5s - loss: 0.3690 - accuracy: 0.8327
208/296 [====================>.........] - ETA: 4s - loss: 0.3685 - accuracy: 0.8326
209/296 [====================>.........] - ETA: 4s - loss: 0.3687 - accuracy: 0.8328
210/296 [====================>.........] - ETA: 4s - loss: 0.3690 - accuracy: 0.8330
211/296 [====================>.........] - ETA: 4s - loss: 0.3696 - accuracy: 0.8329
212/296 [====================>.........] - ETA: 4s - loss: 0.3698 - accuracy: 0.8331
213/296 [====================>.........] - ETA: 4s - loss: 0.3690 - accuracy: 0.8333
214/296 [====================>.........] - ETA: 4s - loss: 0.3699 - accuracy: 0.8329
215/296 [====================>.........] - ETA: 4s - loss: 0.3696 - accuracy: 0.8334
216/296 [====================>.........] - ETA: 4s - loss: 0.3703 - accuracy: 0.8328
217/296 [====================>.........] - ETA: 4s - loss: 0.3706 - accuracy: 0.8327
218/296 [=====================>........] - ETA: 4s - loss: 0.3699 - accuracy: 0.8329
219/296 [=====================>........] - ETA: 4s - loss: 0.3706 - accuracy: 0.8316
220/296 [=====================>........] - ETA: 4s - loss: 0.3712 - accuracy: 0.8313
221/296 [=====================>........] - ETA: 4s - loss: 0.3707 - accuracy: 0.8317
222/296 [=====================>........] - ETA: 4s - loss: 0.3716 - accuracy: 0.8311
223/296 [=====================>........] - ETA: 4s - loss: 0.3727 - accuracy: 0.8307
224/296 [=====================>........] - ETA: 4s - loss: 0.3739 - accuracy: 0.8301
225/296 [=====================>........] - ETA: 4s - loss: 0.3736 - accuracy: 0.8303
226/296 [=====================>........] - ETA: 3s - loss: 0.3734 - accuracy: 0.8305
227/296 [======================>.......] - ETA: 3s - loss: 0.3731 - accuracy: 0.8309
228/296 [======================>.......] - ETA: 3s - loss: 0.3727 - accuracy: 0.8309
229/296 [======================>.......] - ETA: 3s - loss: 0.3722 - accuracy: 0.8313
230/296 [======================>.......] - ETA: 3s - loss: 0.3726 - accuracy: 0.8310
231/296 [======================>.......] - ETA: 3s - loss: 0.3724 - accuracy: 0.8312
232/296 [======================>.......] - ETA: 3s - loss: 0.3725 - accuracy: 0.8311
233/296 [======================>.......] - ETA: 3s - loss: 0.3733 - accuracy: 0.8302
234/296 [======================>.......] - ETA: 3s - loss: 0.3731 - accuracy: 0.8307
235/296 [======================>.......] - ETA: 3s - loss: 0.3729 - accuracy: 0.8311
236/296 [======================>.......] - ETA: 3s - loss: 0.3721 - accuracy: 0.8313
237/296 [=======================>......] - ETA: 3s - loss: 0.3722 - accuracy: 0.8312
238/296 [=======================>......] - ETA: 3s - loss: 0.3725 - accuracy: 0.8309
239/296 [=======================>......] - ETA: 3s - loss: 0.3717 - accuracy: 0.8313
240/296 [=======================>......] - ETA: 3s - loss: 0.3721 - accuracy: 0.8305
241/296 [=======================>......] - ETA: 3s - loss: 0.3718 - accuracy: 0.8304
242/296 [=======================>......] - ETA: 3s - loss: 0.3726 - accuracy: 0.8301
243/296 [=======================>......] - ETA: 3s - loss: 0.3729 - accuracy: 0.8300
244/296 [=======================>......] - ETA: 2s - loss: 0.3752 - accuracy: 0.8289
245/296 [=======================>......] - ETA: 2s - loss: 0.3752 - accuracy: 0.8291
246/296 [=======================>......] - ETA: 2s - loss: 0.3754 - accuracy: 0.8288
247/296 [========================>.....] - ETA: 2s - loss: 0.3754 - accuracy: 0.8287
248/296 [========================>.....] - ETA: 2s - loss: 0.3752 - accuracy: 0.8284
249/296 [========================>.....] - ETA: 2s - loss: 0.3746 - accuracy: 0.8288
250/296 [========================>.....] - ETA: 2s - loss: 0.3738 - accuracy: 0.8292
251/296 [========================>.....] - ETA: 2s - loss: 0.3739 - accuracy: 0.8289
252/296 [========================>.....] - ETA: 2s - loss: 0.3734 - accuracy: 0.8294
253/296 [========================>.....] - ETA: 2s - loss: 0.3732 - accuracy: 0.8293
254/296 [========================>.....] - ETA: 2s - loss: 0.3731 - accuracy: 0.8295
255/296 [========================>.....] - ETA: 2s - loss: 0.3729 - accuracy: 0.8294
256/296 [========================>.....] - ETA: 2s - loss: 0.3728 - accuracy: 0.8291
257/296 [=========================>....] - ETA: 2s - loss: 0.3732 - accuracy: 0.8290
258/296 [=========================>....] - ETA: 2s - loss: 0.3727 - accuracy: 0.8290
259/296 [=========================>....] - ETA: 2s - loss: 0.3718 - accuracy: 0.8294
260/296 [=========================>....] - ETA: 2s - loss: 0.3714 - accuracy: 0.8298
261/296 [=========================>....] - ETA: 1s - loss: 0.3712 - accuracy: 0.8297
262/296 [=========================>....] - ETA: 1s - loss: 0.3716 - accuracy: 0.8294
263/296 [=========================>....] - ETA: 1s - loss: 0.3712 - accuracy: 0.8296
264/296 [=========================>....] - ETA: 1s - loss: 0.3712 - accuracy: 0.8295
265/296 [=========================>....] - ETA: 1s - loss: 0.3711 - accuracy: 0.8292
266/296 [=========================>....] - ETA: 1s - loss: 0.3711 - accuracy: 0.8292
267/296 [==========================>...] - ETA: 1s - loss: 0.3721 - accuracy: 0.8279
268/296 [==========================>...] - ETA: 1s - loss: 0.3724 - accuracy: 0.8279
269/296 [==========================>...] - ETA: 1s - loss: 0.3742 - accuracy: 0.8274
270/296 [==========================>...] - ETA: 1s - loss: 0.3742 - accuracy: 0.8275
271/296 [==========================>...] - ETA: 1s - loss: 0.3741 - accuracy: 0.8277
272/296 [==========================>...] - ETA: 1s - loss: 0.3744 - accuracy: 0.8274
273/296 [==========================>...] - ETA: 1s - loss: 0.3741 - accuracy: 0.8276
274/296 [==========================>...] - ETA: 1s - loss: 0.3746 - accuracy: 0.8276
275/296 [==========================>...] - ETA: 1s - loss: 0.3745 - accuracy: 0.8275
276/296 [==========================>...] - ETA: 1s - loss: 0.3741 - accuracy: 0.8281
277/296 [===========================>..] - ETA: 1s - loss: 0.3740 - accuracy: 0.8278
278/296 [===========================>..] - ETA: 1s - loss: 0.3742 - accuracy: 0.8276
279/296 [===========================>..] - ETA: 0s - loss: 0.3739 - accuracy: 0.8275
280/296 [===========================>..] - ETA: 0s - loss: 0.3738 - accuracy: 0.8272
281/296 [===========================>..] - ETA: 0s - loss: 0.3734 - accuracy: 0.8276
282/296 [===========================>..] - ETA: 0s - loss: 0.3740 - accuracy: 0.8273
283/296 [===========================>..] - ETA: 0s - loss: 0.3749 - accuracy: 0.8269
284/296 [===========================>..] - ETA: 0s - loss: 0.3746 - accuracy: 0.8268
285/296 [===========================>..] - ETA: 0s - loss: 0.3738 - accuracy: 0.8272
286/296 [===========================>..] - ETA: 0s - loss: 0.3732 - accuracy: 0.8276
287/296 [============================>.] - ETA: 0s - loss: 0.3728 - accuracy: 0.8280
288/296 [============================>.] - ETA: 0s - loss: 0.3729 - accuracy: 0.8275
289/296 [============================>.] - ETA: 0s - loss: 0.3731 - accuracy: 0.8274
290/296 [============================>.] - ETA: 0s - loss: 0.3734 - accuracy: 0.8272
291/296 [============================>.] - ETA: 0s - loss: 0.3741 - accuracy: 0.8269
292/296 [============================>.] - ETA: 0s - loss: 0.3742 - accuracy: 0.8271
293/296 [============================>.] - ETA: 0s - loss: 0.3737 - accuracy: 0.8272
294/296 [============================>.] - ETA: 0s - loss: 0.3739 - accuracy: 0.8270
295/296 [============================>.] - ETA: 0s - loss: 0.3734 - accuracy: 0.8273
296/296 [==============================] - 17s 57ms/step - loss: 0.3733 - accuracy: 0.8275

296/296 [==============================] - 18s 61ms/step - loss: 0.3733 - accuracy: 0.8275 - val_loss: 0.3889 - val_accuracy: 0.8205
Epoch 28/50

  1/296 [..............................] - ETA: 15s - loss: 0.4235 - accuracy: 0.6875
  2/296 [..............................] - ETA: 16s - loss: 0.3766 - accuracy: 0.8125
  3/296 [..............................] - ETA: 16s - loss: 0.3451 - accuracy: 0.8125
  4/296 [..............................] - ETA: 16s - loss: 0.3341 - accuracy: 0.8125
  5/296 [..............................] - ETA: 16s - loss: 0.3487 - accuracy: 0.8125
  6/296 [..............................] - ETA: 16s - loss: 0.3554 - accuracy: 0.8125
  7/296 [..............................] - ETA: 16s - loss: 0.3558 - accuracy: 0.8036
  8/296 [..............................] - ETA: 15s - loss: 0.3494 - accuracy: 0.8125
  9/296 [..............................] - ETA: 15s - loss: 0.3526 - accuracy: 0.8125
 10/296 [>.............................] - ETA: 15s - loss: 0.3301 - accuracy: 0.8313
 11/296 [>.............................] - ETA: 15s - loss: 0.3189 - accuracy: 0.8409
 12/296 [>.............................] - ETA: 15s - loss: 0.3066 - accuracy: 0.8490
 13/296 [>.............................] - ETA: 15s - loss: 0.3420 - accuracy: 0.8221
 14/296 [>.............................] - ETA: 15s - loss: 0.3467 - accuracy: 0.8214
 15/296 [>.............................] - ETA: 15s - loss: 0.3597 - accuracy: 0.8208
 16/296 [>.............................] - ETA: 15s - loss: 0.3515 - accuracy: 0.8281
 17/296 [>.............................] - ETA: 15s - loss: 0.3560 - accuracy: 0.8199
 18/296 [>.............................] - ETA: 15s - loss: 0.3603 - accuracy: 0.8194
 19/296 [>.............................] - ETA: 15s - loss: 0.3653 - accuracy: 0.8158
 20/296 [=>............................] - ETA: 15s - loss: 0.3623 - accuracy: 0.8219
 21/296 [=>............................] - ETA: 15s - loss: 0.3584 - accuracy: 0.8244
 22/296 [=>............................] - ETA: 15s - loss: 0.3606 - accuracy: 0.8239
 23/296 [=>............................] - ETA: 15s - loss: 0.3603 - accuracy: 0.8261
 24/296 [=>............................] - ETA: 15s - loss: 0.3686 - accuracy: 0.8203
 25/296 [=>............................] - ETA: 14s - loss: 0.3707 - accuracy: 0.8150
 26/296 [=>............................] - ETA: 14s - loss: 0.3731 - accuracy: 0.8149
 27/296 [=>............................] - ETA: 14s - loss: 0.3777 - accuracy: 0.8079
 28/296 [=>............................] - ETA: 14s - loss: 0.3734 - accuracy: 0.8125
 29/296 [=>............................] - ETA: 14s - loss: 0.3689 - accuracy: 0.8147
 30/296 [==>...........................] - ETA: 14s - loss: 0.3679 - accuracy: 0.8167
 31/296 [==>...........................] - ETA: 14s - loss: 0.3703 - accuracy: 0.8125
 32/296 [==>...........................] - ETA: 14s - loss: 0.3701 - accuracy: 0.8145
 33/296 [==>...........................] - ETA: 14s - loss: 0.3704 - accuracy: 0.8163
 34/296 [==>...........................] - ETA: 14s - loss: 0.3691 - accuracy: 0.8180
 35/296 [==>...........................] - ETA: 14s - loss: 0.3672 - accuracy: 0.8179
 36/296 [==>...........................] - ETA: 14s - loss: 0.3633 - accuracy: 0.8212
 37/296 [==>...........................] - ETA: 14s - loss: 0.3666 - accuracy: 0.8226
 38/296 [==>...........................] - ETA: 14s - loss: 0.3683 - accuracy: 0.8224
 39/296 [==>...........................] - ETA: 14s - loss: 0.3686 - accuracy: 0.8237
 40/296 [===>..........................] - ETA: 14s - loss: 0.3708 - accuracy: 0.8203
 41/296 [===>..........................] - ETA: 14s - loss: 0.3704 - accuracy: 0.8232
 42/296 [===>..........................] - ETA: 14s - loss: 0.3665 - accuracy: 0.8259
 43/296 [===>..........................] - ETA: 13s - loss: 0.3649 - accuracy: 0.8256
 44/296 [===>..........................] - ETA: 13s - loss: 0.3612 - accuracy: 0.8281
 45/296 [===>..........................] - ETA: 13s - loss: 0.3600 - accuracy: 0.8292
 46/296 [===>..........................] - ETA: 13s - loss: 0.3622 - accuracy: 0.8274
 47/296 [===>..........................] - ETA: 13s - loss: 0.3645 - accuracy: 0.8258
 48/296 [===>..........................] - ETA: 13s - loss: 0.3644 - accuracy: 0.8268
 49/296 [===>..........................] - ETA: 13s - loss: 0.3679 - accuracy: 0.8253
 50/296 [====>.........................] - ETA: 13s - loss: 0.3762 - accuracy: 0.8238
 51/296 [====>.........................] - ETA: 13s - loss: 0.3757 - accuracy: 0.8235
 52/296 [====>.........................] - ETA: 13s - loss: 0.3757 - accuracy: 0.8233
 53/296 [====>.........................] - ETA: 13s - loss: 0.3755 - accuracy: 0.8243
 54/296 [====>.........................] - ETA: 13s - loss: 0.3749 - accuracy: 0.8264
 55/296 [====>.........................] - ETA: 13s - loss: 0.3739 - accuracy: 0.8273
 56/296 [====>.........................] - ETA: 13s - loss: 0.3700 - accuracy: 0.8304
 57/296 [====>.........................] - ETA: 13s - loss: 0.3734 - accuracy: 0.8289
 58/296 [====>.........................] - ETA: 13s - loss: 0.3730 - accuracy: 0.8297
 59/296 [====>.........................] - ETA: 13s - loss: 0.3723 - accuracy: 0.8294
 60/296 [=====>........................] - ETA: 13s - loss: 0.3722 - accuracy: 0.8292
 61/296 [=====>........................] - ETA: 12s - loss: 0.3729 - accuracy: 0.8279
 62/296 [=====>........................] - ETA: 12s - loss: 0.3699 - accuracy: 0.8296
 63/296 [=====>........................] - ETA: 12s - loss: 0.3707 - accuracy: 0.8284
 64/296 [=====>........................] - ETA: 12s - loss: 0.3703 - accuracy: 0.8291
 65/296 [=====>........................] - ETA: 12s - loss: 0.3712 - accuracy: 0.8269
 66/296 [=====>........................] - ETA: 12s - loss: 0.3708 - accuracy: 0.8267
 67/296 [=====>........................] - ETA: 12s - loss: 0.3722 - accuracy: 0.8256
 68/296 [=====>........................] - ETA: 12s - loss: 0.3767 - accuracy: 0.8235
 69/296 [=====>........................] - ETA: 12s - loss: 0.3769 - accuracy: 0.8234
 70/296 [======>.......................] - ETA: 12s - loss: 0.3770 - accuracy: 0.8232
 71/296 [======>.......................] - ETA: 12s - loss: 0.3806 - accuracy: 0.8213
 72/296 [======>.......................] - ETA: 12s - loss: 0.3817 - accuracy: 0.8220
 73/296 [======>.......................] - ETA: 12s - loss: 0.3820 - accuracy: 0.8219
 74/296 [======>.......................] - ETA: 12s - loss: 0.3803 - accuracy: 0.8226
 75/296 [======>.......................] - ETA: 12s - loss: 0.3797 - accuracy: 0.8233
 76/296 [======>.......................] - ETA: 12s - loss: 0.3792 - accuracy: 0.8248
 77/296 [======>.......................] - ETA: 12s - loss: 0.3780 - accuracy: 0.8255
 78/296 [======>.......................] - ETA: 12s - loss: 0.3789 - accuracy: 0.8245
 79/296 [=======>......................] - ETA: 11s - loss: 0.3783 - accuracy: 0.8244
 80/296 [=======>......................] - ETA: 11s - loss: 0.3782 - accuracy: 0.8242
 81/296 [=======>......................] - ETA: 11s - loss: 0.3786 - accuracy: 0.8241
 82/296 [=======>......................] - ETA: 11s - loss: 0.3784 - accuracy: 0.8239
 83/296 [=======>......................] - ETA: 11s - loss: 0.3782 - accuracy: 0.8245
 84/296 [=======>......................] - ETA: 11s - loss: 0.3805 - accuracy: 0.8237
 85/296 [=======>......................] - ETA: 11s - loss: 0.3780 - accuracy: 0.8250
 86/296 [=======>......................] - ETA: 11s - loss: 0.3793 - accuracy: 0.8241
 87/296 [=======>......................] - ETA: 11s - loss: 0.3772 - accuracy: 0.8261
 88/296 [=======>......................] - ETA: 11s - loss: 0.3786 - accuracy: 0.8260
 89/296 [========>.....................] - ETA: 11s - loss: 0.3810 - accuracy: 0.8237
 90/296 [========>.....................] - ETA: 11s - loss: 0.3801 - accuracy: 0.8250
 91/296 [========>.....................] - ETA: 11s - loss: 0.3803 - accuracy: 0.8249
 92/296 [========>.....................] - ETA: 11s - loss: 0.3810 - accuracy: 0.8254
 93/296 [========>.....................] - ETA: 11s - loss: 0.3796 - accuracy: 0.8259
 94/296 [========>.....................] - ETA: 11s - loss: 0.3788 - accuracy: 0.8265
 95/296 [========>.....................] - ETA: 11s - loss: 0.3782 - accuracy: 0.8270
 96/296 [========>.....................] - ETA: 11s - loss: 0.3786 - accuracy: 0.8262
 97/296 [========>.....................] - ETA: 10s - loss: 0.3789 - accuracy: 0.8254
 98/296 [========>.....................] - ETA: 10s - loss: 0.3778 - accuracy: 0.8259
 99/296 [=========>....................] - ETA: 10s - loss: 0.3775 - accuracy: 0.8264
100/296 [=========>....................] - ETA: 10s - loss: 0.3772 - accuracy: 0.8263
101/296 [=========>....................] - ETA: 10s - loss: 0.3793 - accuracy: 0.8255
102/296 [=========>....................] - ETA: 10s - loss: 0.3785 - accuracy: 0.8266
103/296 [=========>....................] - ETA: 10s - loss: 0.3789 - accuracy: 0.8271
104/296 [=========>....................] - ETA: 10s - loss: 0.3778 - accuracy: 0.8281
105/296 [=========>....................] - ETA: 10s - loss: 0.3779 - accuracy: 0.8280
106/296 [=========>....................] - ETA: 10s - loss: 0.3781 - accuracy: 0.8278
107/296 [=========>....................] - ETA: 10s - loss: 0.3778 - accuracy: 0.8283
108/296 [=========>....................] - ETA: 10s - loss: 0.3754 - accuracy: 0.8299
109/296 [==========>...................] - ETA: 10s - loss: 0.3784 - accuracy: 0.8286
110/296 [==========>...................] - ETA: 10s - loss: 0.3769 - accuracy: 0.8290
111/296 [==========>...................] - ETA: 10s - loss: 0.3765 - accuracy: 0.8294
112/296 [==========>...................] - ETA: 10s - loss: 0.3744 - accuracy: 0.8304
113/296 [==========>...................] - ETA: 10s - loss: 0.3787 - accuracy: 0.8280
114/296 [==========>...................] - ETA: 10s - loss: 0.3809 - accuracy: 0.8273
115/296 [==========>...................] - ETA: 10s - loss: 0.3800 - accuracy: 0.8277
116/296 [==========>...................] - ETA: 9s - loss: 0.3785 - accuracy: 0.8287 
117/296 [==========>...................] - ETA: 9s - loss: 0.3773 - accuracy: 0.8296
118/296 [==========>...................] - ETA: 9s - loss: 0.3769 - accuracy: 0.8300
119/296 [===========>..................] - ETA: 9s - loss: 0.3756 - accuracy: 0.8309
120/296 [===========>..................] - ETA: 9s - loss: 0.3745 - accuracy: 0.8318
121/296 [===========>..................] - ETA: 9s - loss: 0.3745 - accuracy: 0.8316
122/296 [===========>..................] - ETA: 9s - loss: 0.3754 - accuracy: 0.8309
123/296 [===========>..................] - ETA: 9s - loss: 0.3740 - accuracy: 0.8318
124/296 [===========>..................] - ETA: 9s - loss: 0.3744 - accuracy: 0.8311
125/296 [===========>..................] - ETA: 9s - loss: 0.3746 - accuracy: 0.8310
126/296 [===========>..................] - ETA: 9s - loss: 0.3739 - accuracy: 0.8313
127/296 [===========>..................] - ETA: 9s - loss: 0.3744 - accuracy: 0.8312
128/296 [===========>..................] - ETA: 9s - loss: 0.3738 - accuracy: 0.8320
129/296 [============>.................] - ETA: 9s - loss: 0.3726 - accuracy: 0.8324
130/296 [============>.................] - ETA: 9s - loss: 0.3716 - accuracy: 0.8337
131/296 [============>.................] - ETA: 9s - loss: 0.3709 - accuracy: 0.8344
132/296 [============>.................] - ETA: 9s - loss: 0.3705 - accuracy: 0.8348
133/296 [============>.................] - ETA: 9s - loss: 0.3709 - accuracy: 0.8355
134/296 [============>.................] - ETA: 8s - loss: 0.3713 - accuracy: 0.8349
135/296 [============>.................] - ETA: 8s - loss: 0.3724 - accuracy: 0.8343
136/296 [============>.................] - ETA: 8s - loss: 0.3733 - accuracy: 0.8332
137/296 [============>.................] - ETA: 8s - loss: 0.3711 - accuracy: 0.8344
138/296 [============>.................] - ETA: 8s - loss: 0.3706 - accuracy: 0.8347
139/296 [=============>................] - ETA: 8s - loss: 0.3712 - accuracy: 0.8345
140/296 [=============>................] - ETA: 8s - loss: 0.3737 - accuracy: 0.8335
141/296 [=============>................] - ETA: 8s - loss: 0.3737 - accuracy: 0.8333
142/296 [=============>................] - ETA: 8s - loss: 0.3731 - accuracy: 0.8336
143/296 [=============>................] - ETA: 8s - loss: 0.3734 - accuracy: 0.8330
144/296 [=============>................] - ETA: 8s - loss: 0.3723 - accuracy: 0.8333
145/296 [=============>................] - ETA: 8s - loss: 0.3719 - accuracy: 0.8332
146/296 [=============>................] - ETA: 8s - loss: 0.3717 - accuracy: 0.8326
147/296 [=============>................] - ETA: 8s - loss: 0.3713 - accuracy: 0.8329
148/296 [==============>...............] - ETA: 8s - loss: 0.3716 - accuracy: 0.8323
149/296 [==============>...............] - ETA: 8s - loss: 0.3722 - accuracy: 0.8318
150/296 [==============>...............] - ETA: 8s - loss: 0.3729 - accuracy: 0.8317
151/296 [==============>...............] - ETA: 8s - loss: 0.3746 - accuracy: 0.8299
152/296 [==============>...............] - ETA: 7s - loss: 0.3746 - accuracy: 0.8302
153/296 [==============>...............] - ETA: 7s - loss: 0.3741 - accuracy: 0.8305
154/296 [==============>...............] - ETA: 7s - loss: 0.3738 - accuracy: 0.8308
155/296 [==============>...............] - ETA: 7s - loss: 0.3749 - accuracy: 0.8302
156/296 [==============>...............] - ETA: 7s - loss: 0.3758 - accuracy: 0.8293
157/296 [==============>...............] - ETA: 7s - loss: 0.3784 - accuracy: 0.8276
158/296 [===============>..............] - ETA: 7s - loss: 0.3790 - accuracy: 0.8267
159/296 [===============>..............] - ETA: 7s - loss: 0.3784 - accuracy: 0.8274
160/296 [===============>..............] - ETA: 7s - loss: 0.3789 - accuracy: 0.8266
161/296 [===============>..............] - ETA: 7s - loss: 0.3797 - accuracy: 0.8257
162/296 [===============>..............] - ETA: 7s - loss: 0.3797 - accuracy: 0.8252
163/296 [===============>..............] - ETA: 7s - loss: 0.3805 - accuracy: 0.8252
164/296 [===============>..............] - ETA: 7s - loss: 0.3805 - accuracy: 0.8251
165/296 [===============>..............] - ETA: 7s - loss: 0.3821 - accuracy: 0.8242
166/296 [===============>..............] - ETA: 7s - loss: 0.3810 - accuracy: 0.8245
167/296 [===============>..............] - ETA: 7s - loss: 0.3807 - accuracy: 0.8241
168/296 [================>.............] - ETA: 7s - loss: 0.3804 - accuracy: 0.8248
169/296 [================>.............] - ETA: 7s - loss: 0.3800 - accuracy: 0.8254
170/296 [================>.............] - ETA: 6s - loss: 0.3806 - accuracy: 0.8243
171/296 [================>.............] - ETA: 6s - loss: 0.3796 - accuracy: 0.8249
172/296 [================>.............] - ETA: 6s - loss: 0.3793 - accuracy: 0.8256
173/296 [================>.............] - ETA: 6s - loss: 0.3791 - accuracy: 0.8259
174/296 [================>.............] - ETA: 6s - loss: 0.3809 - accuracy: 0.8244
175/296 [================>.............] - ETA: 6s - loss: 0.3800 - accuracy: 0.8250
176/296 [================>.............] - ETA: 6s - loss: 0.3794 - accuracy: 0.8253
177/296 [================>.............] - ETA: 6s - loss: 0.3788 - accuracy: 0.8252
178/296 [=================>............] - ETA: 6s - loss: 0.3786 - accuracy: 0.8251
179/296 [=================>............] - ETA: 6s - loss: 0.3784 - accuracy: 0.8251
180/296 [=================>............] - ETA: 6s - loss: 0.3781 - accuracy: 0.8250
181/296 [=================>............] - ETA: 6s - loss: 0.3774 - accuracy: 0.8253
182/296 [=================>............] - ETA: 6s - loss: 0.3768 - accuracy: 0.8255
183/296 [=================>............] - ETA: 6s - loss: 0.3766 - accuracy: 0.8255
184/296 [=================>............] - ETA: 6s - loss: 0.3762 - accuracy: 0.8254
185/296 [=================>............] - ETA: 6s - loss: 0.3760 - accuracy: 0.8257
186/296 [=================>............] - ETA: 6s - loss: 0.3760 - accuracy: 0.8249
187/296 [=================>............] - ETA: 6s - loss: 0.3771 - accuracy: 0.8239
188/296 [==================>...........] - ETA: 5s - loss: 0.3759 - accuracy: 0.8241
189/296 [==================>...........] - ETA: 5s - loss: 0.3757 - accuracy: 0.8244
190/296 [==================>...........] - ETA: 5s - loss: 0.3749 - accuracy: 0.8250
191/296 [==================>...........] - ETA: 5s - loss: 0.3753 - accuracy: 0.8256
192/296 [==================>...........] - ETA: 5s - loss: 0.3765 - accuracy: 0.8242
193/296 [==================>...........] - ETA: 5s - loss: 0.3758 - accuracy: 0.8245
194/296 [==================>...........] - ETA: 5s - loss: 0.3757 - accuracy: 0.8241
195/296 [==================>...........] - ETA: 5s - loss: 0.3757 - accuracy: 0.8234
196/296 [==================>...........] - ETA: 5s - loss: 0.3757 - accuracy: 0.8237
197/296 [==================>...........] - ETA: 5s - loss: 0.3754 - accuracy: 0.8233
198/296 [===================>..........] - ETA: 5s - loss: 0.3754 - accuracy: 0.8235
199/296 [===================>..........] - ETA: 5s - loss: 0.3749 - accuracy: 0.8235
200/296 [===================>..........] - ETA: 5s - loss: 0.3743 - accuracy: 0.8238
201/296 [===================>..........] - ETA: 5s - loss: 0.3737 - accuracy: 0.8237
202/296 [===================>..........] - ETA: 5s - loss: 0.3735 - accuracy: 0.8236
203/296 [===================>..........] - ETA: 5s - loss: 0.3721 - accuracy: 0.8245
204/296 [===================>..........] - ETA: 5s - loss: 0.3719 - accuracy: 0.8241
205/296 [===================>..........] - ETA: 5s - loss: 0.3721 - accuracy: 0.8244
206/296 [===================>..........] - ETA: 5s - loss: 0.3726 - accuracy: 0.8246
207/296 [===================>..........] - ETA: 4s - loss: 0.3728 - accuracy: 0.8249
208/296 [====================>.........] - ETA: 4s - loss: 0.3728 - accuracy: 0.8248
209/296 [====================>.........] - ETA: 4s - loss: 0.3723 - accuracy: 0.8251
210/296 [====================>.........] - ETA: 4s - loss: 0.3721 - accuracy: 0.8253
211/296 [====================>.........] - ETA: 4s - loss: 0.3727 - accuracy: 0.8249
212/296 [====================>.........] - ETA: 4s - loss: 0.3717 - accuracy: 0.8255
213/296 [====================>.........] - ETA: 4s - loss: 0.3709 - accuracy: 0.8263
214/296 [====================>.........] - ETA: 4s - loss: 0.3710 - accuracy: 0.8265
215/296 [====================>.........] - ETA: 4s - loss: 0.3717 - accuracy: 0.8265
216/296 [====================>.........] - ETA: 4s - loss: 0.3717 - accuracy: 0.8258
217/296 [====================>.........] - ETA: 4s - loss: 0.3715 - accuracy: 0.8260
218/296 [=====================>........] - ETA: 4s - loss: 0.3715 - accuracy: 0.8260
219/296 [=====================>........] - ETA: 4s - loss: 0.3706 - accuracy: 0.8268
220/296 [=====================>........] - ETA: 4s - loss: 0.3704 - accuracy: 0.8270
221/296 [=====================>........] - ETA: 4s - loss: 0.3699 - accuracy: 0.8275
222/296 [=====================>........] - ETA: 4s - loss: 0.3700 - accuracy: 0.8277
223/296 [=====================>........] - ETA: 4s - loss: 0.3709 - accuracy: 0.8268
224/296 [=====================>........] - ETA: 4s - loss: 0.3708 - accuracy: 0.8267
225/296 [=====================>........] - ETA: 3s - loss: 0.3712 - accuracy: 0.8269
226/296 [=====================>........] - ETA: 3s - loss: 0.3717 - accuracy: 0.8269
227/296 [======================>.......] - ETA: 3s - loss: 0.3711 - accuracy: 0.8274
228/296 [======================>.......] - ETA: 3s - loss: 0.3717 - accuracy: 0.8268
229/296 [======================>.......] - ETA: 3s - loss: 0.3711 - accuracy: 0.8272
230/296 [======================>.......] - ETA: 3s - loss: 0.3709 - accuracy: 0.8272
231/296 [======================>.......] - ETA: 3s - loss: 0.3715 - accuracy: 0.8271
232/296 [======================>.......] - ETA: 3s - loss: 0.3723 - accuracy: 0.8268
233/296 [======================>.......] - ETA: 3s - loss: 0.3720 - accuracy: 0.8267
234/296 [======================>.......] - ETA: 3s - loss: 0.3719 - accuracy: 0.8269
235/296 [======================>.......] - ETA: 3s - loss: 0.3734 - accuracy: 0.8263
236/296 [======================>.......] - ETA: 3s - loss: 0.3745 - accuracy: 0.8255
237/296 [=======================>......] - ETA: 3s - loss: 0.3735 - accuracy: 0.8259
238/296 [=======================>......] - ETA: 3s - loss: 0.3735 - accuracy: 0.8262
239/296 [=======================>......] - ETA: 3s - loss: 0.3737 - accuracy: 0.8261
240/296 [=======================>......] - ETA: 3s - loss: 0.3733 - accuracy: 0.8266
241/296 [=======================>......] - ETA: 3s - loss: 0.3733 - accuracy: 0.8265
242/296 [=======================>......] - ETA: 3s - loss: 0.3727 - accuracy: 0.8267
243/296 [=======================>......] - ETA: 2s - loss: 0.3727 - accuracy: 0.8269
244/296 [=======================>......] - ETA: 2s - loss: 0.3732 - accuracy: 0.8266
245/296 [=======================>......] - ETA: 2s - loss: 0.3737 - accuracy: 0.8265
246/296 [=======================>......] - ETA: 2s - loss: 0.3735 - accuracy: 0.8267
247/296 [========================>.....] - ETA: 2s - loss: 0.3735 - accuracy: 0.8267
248/296 [========================>.....] - ETA: 2s - loss: 0.3734 - accuracy: 0.8269
249/296 [========================>.....] - ETA: 2s - loss: 0.3730 - accuracy: 0.8273
250/296 [========================>.....] - ETA: 2s - loss: 0.3730 - accuracy: 0.8275
251/296 [========================>.....] - ETA: 2s - loss: 0.3722 - accuracy: 0.8282
252/296 [========================>.....] - ETA: 2s - loss: 0.3723 - accuracy: 0.8281
253/296 [========================>.....] - ETA: 2s - loss: 0.3714 - accuracy: 0.8286
254/296 [========================>.....] - ETA: 2s - loss: 0.3716 - accuracy: 0.8285
255/296 [========================>.....] - ETA: 2s - loss: 0.3715 - accuracy: 0.8287
256/296 [========================>.....] - ETA: 2s - loss: 0.3715 - accuracy: 0.8284
257/296 [=========================>....] - ETA: 2s - loss: 0.3722 - accuracy: 0.8283
258/296 [=========================>....] - ETA: 2s - loss: 0.3717 - accuracy: 0.8285
259/296 [=========================>....] - ETA: 2s - loss: 0.3713 - accuracy: 0.8287
260/296 [=========================>....] - ETA: 2s - loss: 0.3721 - accuracy: 0.8284
261/296 [=========================>....] - ETA: 1s - loss: 0.3731 - accuracy: 0.8283
262/296 [=========================>....] - ETA: 1s - loss: 0.3725 - accuracy: 0.8285
263/296 [=========================>....] - ETA: 1s - loss: 0.3722 - accuracy: 0.8289
264/296 [=========================>....] - ETA: 1s - loss: 0.3721 - accuracy: 0.8288
265/296 [=========================>....] - ETA: 1s - loss: 0.3727 - accuracy: 0.8285
266/296 [=========================>....] - ETA: 1s - loss: 0.3729 - accuracy: 0.8280
267/296 [==========================>...] - ETA: 1s - loss: 0.3725 - accuracy: 0.8282
268/296 [==========================>...] - ETA: 1s - loss: 0.3727 - accuracy: 0.8284
269/296 [==========================>...] - ETA: 1s - loss: 0.3735 - accuracy: 0.8281
270/296 [==========================>...] - ETA: 1s - loss: 0.3743 - accuracy: 0.8278
271/296 [==========================>...] - ETA: 1s - loss: 0.3737 - accuracy: 0.8282
272/296 [==========================>...] - ETA: 1s - loss: 0.3733 - accuracy: 0.8281
273/296 [==========================>...] - ETA: 1s - loss: 0.3727 - accuracy: 0.8285
274/296 [==========================>...] - ETA: 1s - loss: 0.3732 - accuracy: 0.8280
275/296 [==========================>...] - ETA: 1s - loss: 0.3733 - accuracy: 0.8282
276/296 [==========================>...] - ETA: 1s - loss: 0.3732 - accuracy: 0.8284
277/296 [===========================>..] - ETA: 1s - loss: 0.3738 - accuracy: 0.8281
278/296 [===========================>..] - ETA: 1s - loss: 0.3737 - accuracy: 0.8280
279/296 [===========================>..] - ETA: 0s - loss: 0.3738 - accuracy: 0.8280
280/296 [===========================>..] - ETA: 0s - loss: 0.3729 - accuracy: 0.8286
281/296 [===========================>..] - ETA: 0s - loss: 0.3731 - accuracy: 0.8283
282/296 [===========================>..] - ETA: 0s - loss: 0.3726 - accuracy: 0.8285
283/296 [===========================>..] - ETA: 0s - loss: 0.3719 - accuracy: 0.8288
284/296 [===========================>..] - ETA: 0s - loss: 0.3717 - accuracy: 0.8288
285/296 [===========================>..] - ETA: 0s - loss: 0.3719 - accuracy: 0.8287
286/296 [===========================>..] - ETA: 0s - loss: 0.3730 - accuracy: 0.8280
287/296 [============================>.] - ETA: 0s - loss: 0.3732 - accuracy: 0.8280
288/296 [============================>.] - ETA: 0s - loss: 0.3729 - accuracy: 0.8281
289/296 [============================>.] - ETA: 0s - loss: 0.3739 - accuracy: 0.8276
290/296 [============================>.] - ETA: 0s - loss: 0.3737 - accuracy: 0.8278
291/296 [============================>.] - ETA: 0s - loss: 0.3728 - accuracy: 0.8284
292/296 [============================>.] - ETA: 0s - loss: 0.3744 - accuracy: 0.8275
293/296 [============================>.] - ETA: 0s - loss: 0.3739 - accuracy: 0.8279
294/296 [============================>.] - ETA: 0s - loss: 0.3734 - accuracy: 0.8280
295/296 [============================>.] - ETA: 0s - loss: 0.3729 - accuracy: 0.8284
296/296 [==============================] - 17s 57ms/step - loss: 0.3734 - accuracy: 0.8279

296/296 [==============================] - 18s 61ms/step - loss: 0.3734 - accuracy: 0.8279 - val_loss: 0.3960 - val_accuracy: 0.8129
Epoch 29/50

  1/296 [..............................] - ETA: 18s - loss: 0.5365 - accuracy: 0.7500
  2/296 [..............................] - ETA: 19s - loss: 0.3850 - accuracy: 0.8750
  3/296 [..............................] - ETA: 19s - loss: 0.3833 - accuracy: 0.8958
  4/296 [..............................] - ETA: 19s - loss: 0.3730 - accuracy: 0.9062
  5/296 [..............................] - ETA: 19s - loss: 0.3938 - accuracy: 0.8625
  6/296 [..............................] - ETA: 19s - loss: 0.3818 - accuracy: 0.8750
  7/296 [..............................] - ETA: 18s - loss: 0.4074 - accuracy: 0.8661
  8/296 [..............................] - ETA: 18s - loss: 0.3951 - accuracy: 0.8516
  9/296 [..............................] - ETA: 18s - loss: 0.3978 - accuracy: 0.8403
 10/296 [>.............................] - ETA: 18s - loss: 0.3862 - accuracy: 0.8438
 11/296 [>.............................] - ETA: 18s - loss: 0.3736 - accuracy: 0.8523
 12/296 [>.............................] - ETA: 18s - loss: 0.3739 - accuracy: 0.8542
 13/296 [>.............................] - ETA: 18s - loss: 0.3786 - accuracy: 0.8510
 14/296 [>.............................] - ETA: 17s - loss: 0.3727 - accuracy: 0.8527
 15/296 [>.............................] - ETA: 17s - loss: 0.3883 - accuracy: 0.8375
 16/296 [>.............................] - ETA: 17s - loss: 0.3878 - accuracy: 0.8320
 17/296 [>.............................] - ETA: 17s - loss: 0.3863 - accuracy: 0.8346
 18/296 [>.............................] - ETA: 17s - loss: 0.3927 - accuracy: 0.8299
 19/296 [>.............................] - ETA: 17s - loss: 0.3999 - accuracy: 0.8224
 20/296 [=>............................] - ETA: 17s - loss: 0.3981 - accuracy: 0.8188
 21/296 [=>............................] - ETA: 17s - loss: 0.3969 - accuracy: 0.8185
 22/296 [=>............................] - ETA: 16s - loss: 0.3960 - accuracy: 0.8182
 23/296 [=>............................] - ETA: 16s - loss: 0.3941 - accuracy: 0.8179
 24/296 [=>............................] - ETA: 16s - loss: 0.3854 - accuracy: 0.8255
 25/296 [=>............................] - ETA: 16s - loss: 0.3825 - accuracy: 0.8275
 26/296 [=>............................] - ETA: 16s - loss: 0.3850 - accuracy: 0.8245
 27/296 [=>............................] - ETA: 16s - loss: 0.3820 - accuracy: 0.8287
 28/296 [=>............................] - ETA: 16s - loss: 0.3804 - accuracy: 0.8304
 29/296 [=>............................] - ETA: 16s - loss: 0.3769 - accuracy: 0.8319
 30/296 [==>...........................] - ETA: 16s - loss: 0.3758 - accuracy: 0.8313
 31/296 [==>...........................] - ETA: 16s - loss: 0.3785 - accuracy: 0.8286
 32/296 [==>...........................] - ETA: 16s - loss: 0.3802 - accuracy: 0.8262
 33/296 [==>...........................] - ETA: 16s - loss: 0.3786 - accuracy: 0.8277
 34/296 [==>...........................] - ETA: 15s - loss: 0.3761 - accuracy: 0.8272
 35/296 [==>...........................] - ETA: 15s - loss: 0.3727 - accuracy: 0.8286
 36/296 [==>...........................] - ETA: 15s - loss: 0.3753 - accuracy: 0.8281
 37/296 [==>...........................] - ETA: 15s - loss: 0.3783 - accuracy: 0.8277
 38/296 [==>...........................] - ETA: 15s - loss: 0.3739 - accuracy: 0.8289
 39/296 [==>...........................] - ETA: 15s - loss: 0.3725 - accuracy: 0.8301
 40/296 [===>..........................] - ETA: 15s - loss: 0.3729 - accuracy: 0.8313
 41/296 [===>..........................] - ETA: 15s - loss: 0.3736 - accuracy: 0.8277
 42/296 [===>..........................] - ETA: 15s - loss: 0.3764 - accuracy: 0.8259
 43/296 [===>..........................] - ETA: 15s - loss: 0.3795 - accuracy: 0.8256
 44/296 [===>..........................] - ETA: 15s - loss: 0.3791 - accuracy: 0.8253
 45/296 [===>..........................] - ETA: 15s - loss: 0.3802 - accuracy: 0.8250
 46/296 [===>..........................] - ETA: 15s - loss: 0.3788 - accuracy: 0.8261
 47/296 [===>..........................] - ETA: 15s - loss: 0.3779 - accuracy: 0.8258
 48/296 [===>..........................] - ETA: 15s - loss: 0.3781 - accuracy: 0.8268
 49/296 [===>..........................] - ETA: 15s - loss: 0.3764 - accuracy: 0.8278
 50/296 [====>.........................] - ETA: 15s - loss: 0.3760 - accuracy: 0.8275
 51/296 [====>.........................] - ETA: 15s - loss: 0.3760 - accuracy: 0.8284
 52/296 [====>.........................] - ETA: 15s - loss: 0.3717 - accuracy: 0.8305
 53/296 [====>.........................] - ETA: 15s - loss: 0.3723 - accuracy: 0.8290
 54/296 [====>.........................] - ETA: 14s - loss: 0.3716 - accuracy: 0.8287
 55/296 [====>.........................] - ETA: 14s - loss: 0.3704 - accuracy: 0.8307
 56/296 [====>.........................] - ETA: 14s - loss: 0.3735 - accuracy: 0.8304
 57/296 [====>.........................] - ETA: 14s - loss: 0.3731 - accuracy: 0.8300
 58/296 [====>.........................] - ETA: 14s - loss: 0.3732 - accuracy: 0.8308
 59/296 [====>.........................] - ETA: 14s - loss: 0.3753 - accuracy: 0.8316
 60/296 [=====>........................] - ETA: 14s - loss: 0.3810 - accuracy: 0.8281
 61/296 [=====>........................] - ETA: 14s - loss: 0.3825 - accuracy: 0.8268
 62/296 [=====>........................] - ETA: 14s - loss: 0.3810 - accuracy: 0.8286
 63/296 [=====>........................] - ETA: 14s - loss: 0.3816 - accuracy: 0.8294
 64/296 [=====>........................] - ETA: 14s - loss: 0.3825 - accuracy: 0.8291
 65/296 [=====>........................] - ETA: 14s - loss: 0.3820 - accuracy: 0.8288
 66/296 [=====>........................] - ETA: 14s - loss: 0.3819 - accuracy: 0.8286
 67/296 [=====>........................] - ETA: 14s - loss: 0.3800 - accuracy: 0.8293
 68/296 [=====>........................] - ETA: 14s - loss: 0.3779 - accuracy: 0.8309
 69/296 [=====>........................] - ETA: 14s - loss: 0.3776 - accuracy: 0.8306
 70/296 [======>.......................] - ETA: 13s - loss: 0.3763 - accuracy: 0.8321
 71/296 [======>.......................] - ETA: 13s - loss: 0.3754 - accuracy: 0.8327
 72/296 [======>.......................] - ETA: 13s - loss: 0.3759 - accuracy: 0.8316
 73/296 [======>.......................] - ETA: 13s - loss: 0.3807 - accuracy: 0.8288
 74/296 [======>.......................] - ETA: 13s - loss: 0.3808 - accuracy: 0.8294
 75/296 [======>.......................] - ETA: 13s - loss: 0.3789 - accuracy: 0.8308
 76/296 [======>.......................] - ETA: 13s - loss: 0.3777 - accuracy: 0.8314
 77/296 [======>.......................] - ETA: 13s - loss: 0.3766 - accuracy: 0.8320
 78/296 [======>.......................] - ETA: 13s - loss: 0.3774 - accuracy: 0.8317
 79/296 [=======>......................] - ETA: 13s - loss: 0.3788 - accuracy: 0.8307
 80/296 [=======>......................] - ETA: 13s - loss: 0.3785 - accuracy: 0.8305
 81/296 [=======>......................] - ETA: 13s - loss: 0.3804 - accuracy: 0.8302
 82/296 [=======>......................] - ETA: 13s - loss: 0.3805 - accuracy: 0.8285
 83/296 [=======>......................] - ETA: 13s - loss: 0.3807 - accuracy: 0.8276
 84/296 [=======>......................] - ETA: 12s - loss: 0.3805 - accuracy: 0.8266
 85/296 [=======>......................] - ETA: 12s - loss: 0.3834 - accuracy: 0.8250
 86/296 [=======>......................] - ETA: 12s - loss: 0.3810 - accuracy: 0.8263
 87/296 [=======>......................] - ETA: 12s - loss: 0.3809 - accuracy: 0.8261
 88/296 [=======>......................] - ETA: 12s - loss: 0.3809 - accuracy: 0.8260
 89/296 [========>.....................] - ETA: 12s - loss: 0.3803 - accuracy: 0.8258
 90/296 [========>.....................] - ETA: 12s - loss: 0.3787 - accuracy: 0.8271
 91/296 [========>.....................] - ETA: 12s - loss: 0.3789 - accuracy: 0.8276
 92/296 [========>.....................] - ETA: 12s - loss: 0.3775 - accuracy: 0.8281
 93/296 [========>.....................] - ETA: 12s - loss: 0.3753 - accuracy: 0.8300
 94/296 [========>.....................] - ETA: 12s - loss: 0.3754 - accuracy: 0.8298
 95/296 [========>.....................] - ETA: 12s - loss: 0.3756 - accuracy: 0.8296
 96/296 [========>.....................] - ETA: 12s - loss: 0.3784 - accuracy: 0.8275
 97/296 [========>.....................] - ETA: 12s - loss: 0.3796 - accuracy: 0.8267
 98/296 [========>.....................] - ETA: 12s - loss: 0.3787 - accuracy: 0.8278
 99/296 [=========>....................] - ETA: 12s - loss: 0.3791 - accuracy: 0.8277
100/296 [=========>....................] - ETA: 11s - loss: 0.3815 - accuracy: 0.8263
101/296 [=========>....................] - ETA: 11s - loss: 0.3794 - accuracy: 0.8274
102/296 [=========>....................] - ETA: 11s - loss: 0.3799 - accuracy: 0.8278
103/296 [=========>....................] - ETA: 11s - loss: 0.3795 - accuracy: 0.8283
104/296 [=========>....................] - ETA: 11s - loss: 0.3779 - accuracy: 0.8293
105/296 [=========>....................] - ETA: 11s - loss: 0.3753 - accuracy: 0.8310
106/296 [=========>....................] - ETA: 11s - loss: 0.3751 - accuracy: 0.8314
107/296 [=========>....................] - ETA: 11s - loss: 0.3779 - accuracy: 0.8300
108/296 [=========>....................] - ETA: 11s - loss: 0.3774 - accuracy: 0.8299
109/296 [==========>...................] - ETA: 11s - loss: 0.3760 - accuracy: 0.8303
110/296 [==========>...................] - ETA: 11s - loss: 0.3749 - accuracy: 0.8307
111/296 [==========>...................] - ETA: 11s - loss: 0.3736 - accuracy: 0.8311
112/296 [==========>...................] - ETA: 11s - loss: 0.3737 - accuracy: 0.8315
113/296 [==========>...................] - ETA: 11s - loss: 0.3727 - accuracy: 0.8319
114/296 [==========>...................] - ETA: 11s - loss: 0.3730 - accuracy: 0.8311
115/296 [==========>...................] - ETA: 11s - loss: 0.3727 - accuracy: 0.8304
116/296 [==========>...................] - ETA: 10s - loss: 0.3736 - accuracy: 0.8303
117/296 [==========>...................] - ETA: 10s - loss: 0.3732 - accuracy: 0.8307
118/296 [==========>...................] - ETA: 10s - loss: 0.3750 - accuracy: 0.8294
119/296 [===========>..................] - ETA: 10s - loss: 0.3756 - accuracy: 0.8283
120/296 [===========>..................] - ETA: 10s - loss: 0.3747 - accuracy: 0.8286
121/296 [===========>..................] - ETA: 10s - loss: 0.3751 - accuracy: 0.8285
122/296 [===========>..................] - ETA: 10s - loss: 0.3737 - accuracy: 0.8294
123/296 [===========>..................] - ETA: 10s - loss: 0.3730 - accuracy: 0.8303
124/296 [===========>..................] - ETA: 10s - loss: 0.3748 - accuracy: 0.8286
125/296 [===========>..................] - ETA: 10s - loss: 0.3759 - accuracy: 0.8275
126/296 [===========>..................] - ETA: 10s - loss: 0.3746 - accuracy: 0.8279
127/296 [===========>..................] - ETA: 10s - loss: 0.3741 - accuracy: 0.8278
128/296 [===========>..................] - ETA: 10s - loss: 0.3728 - accuracy: 0.8286
129/296 [============>.................] - ETA: 10s - loss: 0.3733 - accuracy: 0.8280
130/296 [============>.................] - ETA: 10s - loss: 0.3736 - accuracy: 0.8284
131/296 [============>.................] - ETA: 10s - loss: 0.3752 - accuracy: 0.8273
132/296 [============>.................] - ETA: 10s - loss: 0.3753 - accuracy: 0.8267
133/296 [============>.................] - ETA: 9s - loss: 0.3750 - accuracy: 0.8271 
134/296 [============>.................] - ETA: 9s - loss: 0.3751 - accuracy: 0.8270
135/296 [============>.................] - ETA: 9s - loss: 0.3764 - accuracy: 0.8259
136/296 [============>.................] - ETA: 9s - loss: 0.3757 - accuracy: 0.8263
137/296 [============>.................] - ETA: 9s - loss: 0.3755 - accuracy: 0.8262
138/296 [============>.................] - ETA: 9s - loss: 0.3748 - accuracy: 0.8265
139/296 [=============>................] - ETA: 9s - loss: 0.3736 - accuracy: 0.8269
140/296 [=============>................] - ETA: 9s - loss: 0.3764 - accuracy: 0.8259
141/296 [=============>................] - ETA: 9s - loss: 0.3755 - accuracy: 0.8267
142/296 [=============>................] - ETA: 9s - loss: 0.3763 - accuracy: 0.8266
143/296 [=============>................] - ETA: 9s - loss: 0.3765 - accuracy: 0.8260
144/296 [=============>................] - ETA: 9s - loss: 0.3765 - accuracy: 0.8260
145/296 [=============>................] - ETA: 9s - loss: 0.3760 - accuracy: 0.8263
146/296 [=============>................] - ETA: 9s - loss: 0.3762 - accuracy: 0.8262
147/296 [=============>................] - ETA: 9s - loss: 0.3774 - accuracy: 0.8248
148/296 [==============>...............] - ETA: 9s - loss: 0.3776 - accuracy: 0.8247
149/296 [==============>...............] - ETA: 9s - loss: 0.3774 - accuracy: 0.8255
150/296 [==============>...............] - ETA: 8s - loss: 0.3775 - accuracy: 0.8254
151/296 [==============>...............] - ETA: 8s - loss: 0.3772 - accuracy: 0.8253
152/296 [==============>...............] - ETA: 8s - loss: 0.3770 - accuracy: 0.8257
153/296 [==============>...............] - ETA: 8s - loss: 0.3769 - accuracy: 0.8256
154/296 [==============>...............] - ETA: 8s - loss: 0.3772 - accuracy: 0.8251
155/296 [==============>...............] - ETA: 8s - loss: 0.3761 - accuracy: 0.8258
156/296 [==============>...............] - ETA: 8s - loss: 0.3754 - accuracy: 0.8265
157/296 [==============>...............] - ETA: 8s - loss: 0.3756 - accuracy: 0.8256
158/296 [===============>..............] - ETA: 8s - loss: 0.3757 - accuracy: 0.8256
159/296 [===============>..............] - ETA: 8s - loss: 0.3742 - accuracy: 0.8267
160/296 [===============>..............] - ETA: 8s - loss: 0.3733 - accuracy: 0.8273
161/296 [===============>..............] - ETA: 8s - loss: 0.3735 - accuracy: 0.8269
162/296 [===============>..............] - ETA: 8s - loss: 0.3728 - accuracy: 0.8268
163/296 [===============>..............] - ETA: 8s - loss: 0.3712 - accuracy: 0.8278
164/296 [===============>..............] - ETA: 8s - loss: 0.3733 - accuracy: 0.8274
165/296 [===============>..............] - ETA: 8s - loss: 0.3726 - accuracy: 0.8277
166/296 [===============>..............] - ETA: 7s - loss: 0.3729 - accuracy: 0.8272
167/296 [===============>..............] - ETA: 7s - loss: 0.3720 - accuracy: 0.8275
168/296 [================>.............] - ETA: 7s - loss: 0.3723 - accuracy: 0.8266
169/296 [================>.............] - ETA: 7s - loss: 0.3716 - accuracy: 0.8269
170/296 [================>.............] - ETA: 7s - loss: 0.3711 - accuracy: 0.8272
171/296 [================>.............] - ETA: 7s - loss: 0.3709 - accuracy: 0.8271
172/296 [================>.............] - ETA: 7s - loss: 0.3727 - accuracy: 0.8263
173/296 [================>.............] - ETA: 7s - loss: 0.3712 - accuracy: 0.8273
174/296 [================>.............] - ETA: 7s - loss: 0.3710 - accuracy: 0.8276
175/296 [================>.............] - ETA: 7s - loss: 0.3701 - accuracy: 0.8282
176/296 [================>.............] - ETA: 7s - loss: 0.3710 - accuracy: 0.8274
177/296 [================>.............] - ETA: 7s - loss: 0.3701 - accuracy: 0.8277
178/296 [=================>............] - ETA: 7s - loss: 0.3707 - accuracy: 0.8276
179/296 [=================>............] - ETA: 7s - loss: 0.3702 - accuracy: 0.8275
180/296 [=================>............] - ETA: 7s - loss: 0.3702 - accuracy: 0.8274
181/296 [=================>............] - ETA: 7s - loss: 0.3710 - accuracy: 0.8273
182/296 [=================>............] - ETA: 6s - loss: 0.3708 - accuracy: 0.8276
183/296 [=================>............] - ETA: 6s - loss: 0.3699 - accuracy: 0.8282
184/296 [=================>............] - ETA: 6s - loss: 0.3712 - accuracy: 0.8281
185/296 [=================>............] - ETA: 6s - loss: 0.3705 - accuracy: 0.8284
186/296 [=================>............] - ETA: 6s - loss: 0.3702 - accuracy: 0.8283
187/296 [=================>............] - ETA: 6s - loss: 0.3695 - accuracy: 0.8289
188/296 [==================>...........] - ETA: 6s - loss: 0.3707 - accuracy: 0.8281
189/296 [==================>...........] - ETA: 6s - loss: 0.3707 - accuracy: 0.8280
190/296 [==================>...........] - ETA: 6s - loss: 0.3704 - accuracy: 0.8280
191/296 [==================>...........] - ETA: 6s - loss: 0.3706 - accuracy: 0.8276
192/296 [==================>...........] - ETA: 6s - loss: 0.3706 - accuracy: 0.8275
193/296 [==================>...........] - ETA: 6s - loss: 0.3694 - accuracy: 0.8284
194/296 [==================>...........] - ETA: 6s - loss: 0.3703 - accuracy: 0.8280
195/296 [==================>...........] - ETA: 6s - loss: 0.3704 - accuracy: 0.8282
196/296 [==================>...........] - ETA: 6s - loss: 0.3701 - accuracy: 0.8284
197/296 [==================>...........] - ETA: 6s - loss: 0.3710 - accuracy: 0.8277
198/296 [===================>..........] - ETA: 5s - loss: 0.3718 - accuracy: 0.8277
199/296 [===================>..........] - ETA: 5s - loss: 0.3708 - accuracy: 0.8282
200/296 [===================>..........] - ETA: 5s - loss: 0.3705 - accuracy: 0.8281
201/296 [===================>..........] - ETA: 5s - loss: 0.3710 - accuracy: 0.8274
202/296 [===================>..........] - ETA: 5s - loss: 0.3703 - accuracy: 0.8280
203/296 [===================>..........] - ETA: 5s - loss: 0.3705 - accuracy: 0.8279
204/296 [===================>..........] - ETA: 5s - loss: 0.3705 - accuracy: 0.8275
205/296 [===================>..........] - ETA: 5s - loss: 0.3696 - accuracy: 0.8280
206/296 [===================>..........] - ETA: 5s - loss: 0.3692 - accuracy: 0.8283
207/296 [===================>..........] - ETA: 5s - loss: 0.3696 - accuracy: 0.8276
208/296 [====================>.........] - ETA: 5s - loss: 0.3687 - accuracy: 0.8284
209/296 [====================>.........] - ETA: 5s - loss: 0.3691 - accuracy: 0.8281
210/296 [====================>.........] - ETA: 5s - loss: 0.3695 - accuracy: 0.8277
211/296 [====================>.........] - ETA: 5s - loss: 0.3693 - accuracy: 0.8282
212/296 [====================>.........] - ETA: 5s - loss: 0.3692 - accuracy: 0.8275
213/296 [====================>.........] - ETA: 5s - loss: 0.3692 - accuracy: 0.8275
214/296 [====================>.........] - ETA: 4s - loss: 0.3681 - accuracy: 0.8283
215/296 [====================>.........] - ETA: 4s - loss: 0.3683 - accuracy: 0.8279
216/296 [====================>.........] - ETA: 4s - loss: 0.3692 - accuracy: 0.8270
217/296 [====================>.........] - ETA: 4s - loss: 0.3696 - accuracy: 0.8269
218/296 [=====================>........] - ETA: 4s - loss: 0.3713 - accuracy: 0.8265
219/296 [=====================>........] - ETA: 4s - loss: 0.3717 - accuracy: 0.8262
220/296 [=====================>........] - ETA: 4s - loss: 0.3708 - accuracy: 0.8267
221/296 [=====================>........] - ETA: 4s - loss: 0.3700 - accuracy: 0.8272
222/296 [=====================>........] - ETA: 4s - loss: 0.3698 - accuracy: 0.8274
223/296 [=====================>........] - ETA: 4s - loss: 0.3691 - accuracy: 0.8279
224/296 [=====================>........] - ETA: 4s - loss: 0.3698 - accuracy: 0.8281
225/296 [=====================>........] - ETA: 4s - loss: 0.3694 - accuracy: 0.8281
226/296 [=====================>........] - ETA: 4s - loss: 0.3690 - accuracy: 0.8280
227/296 [======================>.......] - ETA: 4s - loss: 0.3691 - accuracy: 0.8282
228/296 [======================>.......] - ETA: 4s - loss: 0.3687 - accuracy: 0.8281
229/296 [======================>.......] - ETA: 4s - loss: 0.3683 - accuracy: 0.8283
230/296 [======================>.......] - ETA: 3s - loss: 0.3683 - accuracy: 0.8283
231/296 [======================>.......] - ETA: 3s - loss: 0.3678 - accuracy: 0.8287
232/296 [======================>.......] - ETA: 3s - loss: 0.3683 - accuracy: 0.8284
233/296 [======================>.......] - ETA: 3s - loss: 0.3682 - accuracy: 0.8286
234/296 [======================>.......] - ETA: 3s - loss: 0.3690 - accuracy: 0.8283
235/296 [======================>.......] - ETA: 3s - loss: 0.3687 - accuracy: 0.8287
236/296 [======================>.......] - ETA: 3s - loss: 0.3684 - accuracy: 0.8284
237/296 [=======================>......] - ETA: 3s - loss: 0.3679 - accuracy: 0.8289
238/296 [=======================>......] - ETA: 3s - loss: 0.3671 - accuracy: 0.8293
239/296 [=======================>......] - ETA: 3s - loss: 0.3674 - accuracy: 0.8292
240/296 [=======================>......] - ETA: 3s - loss: 0.3668 - accuracy: 0.8292
241/296 [=======================>......] - ETA: 3s - loss: 0.3668 - accuracy: 0.8291
242/296 [=======================>......] - ETA: 3s - loss: 0.3664 - accuracy: 0.8293
243/296 [=======================>......] - ETA: 3s - loss: 0.3665 - accuracy: 0.8295
244/296 [=======================>......] - ETA: 3s - loss: 0.3672 - accuracy: 0.8291
245/296 [=======================>......] - ETA: 3s - loss: 0.3673 - accuracy: 0.8291
246/296 [=======================>......] - ETA: 3s - loss: 0.3670 - accuracy: 0.8293
247/296 [========================>.....] - ETA: 2s - loss: 0.3670 - accuracy: 0.8289
248/296 [========================>.....] - ETA: 2s - loss: 0.3674 - accuracy: 0.8291
249/296 [========================>.....] - ETA: 2s - loss: 0.3676 - accuracy: 0.8291
250/296 [========================>.....] - ETA: 2s - loss: 0.3680 - accuracy: 0.8288
251/296 [========================>.....] - ETA: 2s - loss: 0.3677 - accuracy: 0.8287
252/296 [========================>.....] - ETA: 2s - loss: 0.3677 - accuracy: 0.8284
253/296 [========================>.....] - ETA: 2s - loss: 0.3677 - accuracy: 0.8281
254/296 [========================>.....] - ETA: 2s - loss: 0.3675 - accuracy: 0.8280
255/296 [========================>.....] - ETA: 2s - loss: 0.3676 - accuracy: 0.8279
256/296 [========================>.....] - ETA: 2s - loss: 0.3676 - accuracy: 0.8284
257/296 [=========================>....] - ETA: 2s - loss: 0.3666 - accuracy: 0.8290
258/296 [=========================>....] - ETA: 2s - loss: 0.3658 - accuracy: 0.8297
259/296 [=========================>....] - ETA: 2s - loss: 0.3663 - accuracy: 0.8294
260/296 [=========================>....] - ETA: 2s - loss: 0.3667 - accuracy: 0.8291
261/296 [=========================>....] - ETA: 2s - loss: 0.3668 - accuracy: 0.8285
262/296 [=========================>....] - ETA: 2s - loss: 0.3670 - accuracy: 0.8282
263/296 [=========================>....] - ETA: 1s - loss: 0.3679 - accuracy: 0.8277
264/296 [=========================>....] - ETA: 1s - loss: 0.3674 - accuracy: 0.8277
265/296 [=========================>....] - ETA: 1s - loss: 0.3668 - accuracy: 0.8278
266/296 [=========================>....] - ETA: 1s - loss: 0.3668 - accuracy: 0.8278
267/296 [==========================>...] - ETA: 1s - loss: 0.3685 - accuracy: 0.8277
268/296 [==========================>...] - ETA: 1s - loss: 0.3685 - accuracy: 0.8274
269/296 [==========================>...] - ETA: 1s - loss: 0.3686 - accuracy: 0.8271
270/296 [==========================>...] - ETA: 1s - loss: 0.3682 - accuracy: 0.8273
271/296 [==========================>...] - ETA: 1s - loss: 0.3677 - accuracy: 0.8275
272/296 [==========================>...] - ETA: 1s - loss: 0.3675 - accuracy: 0.8274
273/296 [==========================>...] - ETA: 1s - loss: 0.3673 - accuracy: 0.8274
274/296 [==========================>...] - ETA: 1s - loss: 0.3673 - accuracy: 0.8276
275/296 [==========================>...] - ETA: 1s - loss: 0.3674 - accuracy: 0.8273
276/296 [==========================>...] - ETA: 1s - loss: 0.3670 - accuracy: 0.8274
277/296 [===========================>..] - ETA: 1s - loss: 0.3672 - accuracy: 0.8272
278/296 [===========================>..] - ETA: 1s - loss: 0.3669 - accuracy: 0.8271
279/296 [===========================>..] - ETA: 1s - loss: 0.3670 - accuracy: 0.8273
280/296 [===========================>..] - ETA: 0s - loss: 0.3668 - accuracy: 0.8272
281/296 [===========================>..] - ETA: 0s - loss: 0.3667 - accuracy: 0.8270
282/296 [===========================>..] - ETA: 0s - loss: 0.3664 - accuracy: 0.8271
283/296 [===========================>..] - ETA: 0s - loss: 0.3661 - accuracy: 0.8275
284/296 [===========================>..] - ETA: 0s - loss: 0.3664 - accuracy: 0.8275
285/296 [===========================>..] - ETA: 0s - loss: 0.3665 - accuracy: 0.8272
286/296 [===========================>..] - ETA: 0s - loss: 0.3663 - accuracy: 0.8271
287/296 [============================>.] - ETA: 0s - loss: 0.3665 - accuracy: 0.8269
288/296 [============================>.] - ETA: 0s - loss: 0.3663 - accuracy: 0.8270
289/296 [============================>.] - ETA: 0s - loss: 0.3668 - accuracy: 0.8268
290/296 [============================>.] - ETA: 0s - loss: 0.3667 - accuracy: 0.8267
291/296 [============================>.] - ETA: 0s - loss: 0.3672 - accuracy: 0.8265
292/296 [============================>.] - ETA: 0s - loss: 0.3682 - accuracy: 0.8260
293/296 [============================>.] - ETA: 0s - loss: 0.3682 - accuracy: 0.8259
294/296 [============================>.] - ETA: 0s - loss: 0.3683 - accuracy: 0.8261
295/296 [============================>.] - ETA: 0s - loss: 0.3685 - accuracy: 0.8261
296/296 [==============================] - 18s 60ms/step - loss: 0.3686 - accuracy: 0.8260

296/296 [==============================] - 19s 64ms/step - loss: 0.3686 - accuracy: 0.8260 - val_loss: 0.3929 - val_accuracy: 0.8244
Epoch 30/50

  1/296 [..............................] - ETA: 15s - loss: 0.4671 - accuracy: 0.8125
  2/296 [..............................] - ETA: 17s - loss: 0.4926 - accuracy: 0.7500
  3/296 [..............................] - ETA: 17s - loss: 0.4381 - accuracy: 0.7500
  4/296 [..............................] - ETA: 16s - loss: 0.3949 - accuracy: 0.7969
  5/296 [..............................] - ETA: 16s - loss: 0.3692 - accuracy: 0.8125
  6/296 [..............................] - ETA: 16s - loss: 0.3693 - accuracy: 0.8021
  7/296 [..............................] - ETA: 16s - loss: 0.3551 - accuracy: 0.8125
  8/296 [..............................] - ETA: 16s - loss: 0.3792 - accuracy: 0.7891
  9/296 [..............................] - ETA: 16s - loss: 0.3641 - accuracy: 0.8125
 10/296 [>.............................] - ETA: 16s - loss: 0.3955 - accuracy: 0.7875
 11/296 [>.............................] - ETA: 16s - loss: 0.3845 - accuracy: 0.8011
 12/296 [>.............................] - ETA: 16s - loss: 0.3787 - accuracy: 0.8125
 13/296 [>.............................] - ETA: 16s - loss: 0.3767 - accuracy: 0.8173
 14/296 [>.............................] - ETA: 16s - loss: 0.3820 - accuracy: 0.8080
 15/296 [>.............................] - ETA: 16s - loss: 0.3837 - accuracy: 0.8083
 16/296 [>.............................] - ETA: 16s - loss: 0.3749 - accuracy: 0.8203
 17/296 [>.............................] - ETA: 16s - loss: 0.3752 - accuracy: 0.8199
 18/296 [>.............................] - ETA: 16s - loss: 0.3643 - accuracy: 0.8264
 19/296 [>.............................] - ETA: 16s - loss: 0.3598 - accuracy: 0.8322
 20/296 [=>............................] - ETA: 16s - loss: 0.3644 - accuracy: 0.8313
 21/296 [=>............................] - ETA: 15s - loss: 0.3654 - accuracy: 0.8274
 22/296 [=>............................] - ETA: 15s - loss: 0.3629 - accuracy: 0.8295
 23/296 [=>............................] - ETA: 15s - loss: 0.3674 - accuracy: 0.8288
 24/296 [=>............................] - ETA: 15s - loss: 0.3718 - accuracy: 0.8229
 25/296 [=>............................] - ETA: 15s - loss: 0.3717 - accuracy: 0.8200
 26/296 [=>............................] - ETA: 15s - loss: 0.3666 - accuracy: 0.8245
 27/296 [=>............................] - ETA: 15s - loss: 0.3692 - accuracy: 0.8241
 28/296 [=>............................] - ETA: 15s - loss: 0.3605 - accuracy: 0.8281
 29/296 [=>............................] - ETA: 15s - loss: 0.3620 - accuracy: 0.8233
 30/296 [==>...........................] - ETA: 15s - loss: 0.3580 - accuracy: 0.8250
 31/296 [==>...........................] - ETA: 15s - loss: 0.3541 - accuracy: 0.8266
 32/296 [==>...........................] - ETA: 15s - loss: 0.3448 - accuracy: 0.8320
 33/296 [==>...........................] - ETA: 15s - loss: 0.3443 - accuracy: 0.8314
 34/296 [==>...........................] - ETA: 15s - loss: 0.3423 - accuracy: 0.8327
 35/296 [==>...........................] - ETA: 15s - loss: 0.3439 - accuracy: 0.8339
 36/296 [==>...........................] - ETA: 14s - loss: 0.3407 - accuracy: 0.8368
 37/296 [==>...........................] - ETA: 14s - loss: 0.3386 - accuracy: 0.8361
 38/296 [==>...........................] - ETA: 14s - loss: 0.3380 - accuracy: 0.8372
 39/296 [==>...........................] - ETA: 14s - loss: 0.3376 - accuracy: 0.8349
 40/296 [===>..........................] - ETA: 14s - loss: 0.3411 - accuracy: 0.8344
 41/296 [===>..........................] - ETA: 14s - loss: 0.3402 - accuracy: 0.8338
 42/296 [===>..........................] - ETA: 14s - loss: 0.3416 - accuracy: 0.8333
 43/296 [===>..........................] - ETA: 14s - loss: 0.3385 - accuracy: 0.8358
 44/296 [===>..........................] - ETA: 14s - loss: 0.3392 - accuracy: 0.8352
 45/296 [===>..........................] - ETA: 14s - loss: 0.3419 - accuracy: 0.8319
 46/296 [===>..........................] - ETA: 14s - loss: 0.3445 - accuracy: 0.8315
 47/296 [===>..........................] - ETA: 14s - loss: 0.3456 - accuracy: 0.8298
 48/296 [===>..........................] - ETA: 14s - loss: 0.3480 - accuracy: 0.8320
 49/296 [===>..........................] - ETA: 14s - loss: 0.3507 - accuracy: 0.8316
 50/296 [====>.........................] - ETA: 14s - loss: 0.3506 - accuracy: 0.8313
 51/296 [====>.........................] - ETA: 14s - loss: 0.3526 - accuracy: 0.8309
 52/296 [====>.........................] - ETA: 14s - loss: 0.3493 - accuracy: 0.8317
 53/296 [====>.........................] - ETA: 14s - loss: 0.3483 - accuracy: 0.8314
 54/296 [====>.........................] - ETA: 13s - loss: 0.3474 - accuracy: 0.8322
 55/296 [====>.........................] - ETA: 13s - loss: 0.3490 - accuracy: 0.8295
 56/296 [====>.........................] - ETA: 13s - loss: 0.3538 - accuracy: 0.8304
 57/296 [====>.........................] - ETA: 13s - loss: 0.3556 - accuracy: 0.8311
 58/296 [====>.........................] - ETA: 13s - loss: 0.3568 - accuracy: 0.8287
 59/296 [====>.........................] - ETA: 13s - loss: 0.3554 - accuracy: 0.8294
 60/296 [=====>........................] - ETA: 13s - loss: 0.3567 - accuracy: 0.8281
 61/296 [=====>........................] - ETA: 13s - loss: 0.3533 - accuracy: 0.8299
 62/296 [=====>........................] - ETA: 13s - loss: 0.3526 - accuracy: 0.8306
 63/296 [=====>........................] - ETA: 13s - loss: 0.3526 - accuracy: 0.8313
 64/296 [=====>........................] - ETA: 13s - loss: 0.3544 - accuracy: 0.8301
 65/296 [=====>........................] - ETA: 13s - loss: 0.3551 - accuracy: 0.8298
 66/296 [=====>........................] - ETA: 13s - loss: 0.3596 - accuracy: 0.8277
 67/296 [=====>........................] - ETA: 13s - loss: 0.3597 - accuracy: 0.8274
 68/296 [=====>........................] - ETA: 13s - loss: 0.3584 - accuracy: 0.8290
 69/296 [=====>........................] - ETA: 13s - loss: 0.3594 - accuracy: 0.8270
 70/296 [======>.......................] - ETA: 13s - loss: 0.3594 - accuracy: 0.8268
 71/296 [======>.......................] - ETA: 13s - loss: 0.3604 - accuracy: 0.8266
 72/296 [======>.......................] - ETA: 13s - loss: 0.3613 - accuracy: 0.8264
 73/296 [======>.......................] - ETA: 12s - loss: 0.3586 - accuracy: 0.8279
 74/296 [======>.......................] - ETA: 12s - loss: 0.3629 - accuracy: 0.8260
 75/296 [======>.......................] - ETA: 12s - loss: 0.3666 - accuracy: 0.8242
 76/296 [======>.......................] - ETA: 12s - loss: 0.3672 - accuracy: 0.8224
 77/296 [======>.......................] - ETA: 12s - loss: 0.3664 - accuracy: 0.8239
 78/296 [======>.......................] - ETA: 12s - loss: 0.3657 - accuracy: 0.8237
 79/296 [=======>......................] - ETA: 12s - loss: 0.3640 - accuracy: 0.8244
 80/296 [=======>......................] - ETA: 12s - loss: 0.3610 - accuracy: 0.8266
 81/296 [=======>......................] - ETA: 12s - loss: 0.3636 - accuracy: 0.8248
 82/296 [=======>......................] - ETA: 12s - loss: 0.3643 - accuracy: 0.8239
 83/296 [=======>......................] - ETA: 12s - loss: 0.3684 - accuracy: 0.8215
 84/296 [=======>......................] - ETA: 12s - loss: 0.3698 - accuracy: 0.8199
 85/296 [=======>......................] - ETA: 12s - loss: 0.3698 - accuracy: 0.8199
 86/296 [=======>......................] - ETA: 12s - loss: 0.3724 - accuracy: 0.8183
 87/296 [=======>......................] - ETA: 12s - loss: 0.3717 - accuracy: 0.8190
 88/296 [=======>......................] - ETA: 12s - loss: 0.3701 - accuracy: 0.8203
 89/296 [========>.....................] - ETA: 12s - loss: 0.3687 - accuracy: 0.8209
 90/296 [========>.....................] - ETA: 11s - loss: 0.3685 - accuracy: 0.8215
 91/296 [========>.....................] - ETA: 11s - loss: 0.3695 - accuracy: 0.8207
 92/296 [========>.....................] - ETA: 11s - loss: 0.3675 - accuracy: 0.8227
 93/296 [========>.....................] - ETA: 11s - loss: 0.3664 - accuracy: 0.8233
 94/296 [========>.....................] - ETA: 11s - loss: 0.3664 - accuracy: 0.8231
 95/296 [========>.....................] - ETA: 11s - loss: 0.3661 - accuracy: 0.8230
 96/296 [========>.....................] - ETA: 11s - loss: 0.3669 - accuracy: 0.8216
 97/296 [========>.....................] - ETA: 11s - loss: 0.3659 - accuracy: 0.8222
 98/296 [========>.....................] - ETA: 11s - loss: 0.3669 - accuracy: 0.8221
 99/296 [=========>....................] - ETA: 11s - loss: 0.3675 - accuracy: 0.8207
100/296 [=========>....................] - ETA: 11s - loss: 0.3670 - accuracy: 0.8213
101/296 [=========>....................] - ETA: 11s - loss: 0.3677 - accuracy: 0.8205
102/296 [=========>....................] - ETA: 11s - loss: 0.3674 - accuracy: 0.8199
103/296 [=========>....................] - ETA: 11s - loss: 0.3674 - accuracy: 0.8192
104/296 [=========>....................] - ETA: 11s - loss: 0.3684 - accuracy: 0.8179
105/296 [=========>....................] - ETA: 11s - loss: 0.3692 - accuracy: 0.8179
106/296 [=========>....................] - ETA: 10s - loss: 0.3681 - accuracy: 0.8190
107/296 [=========>....................] - ETA: 10s - loss: 0.3680 - accuracy: 0.8195
108/296 [=========>....................] - ETA: 10s - loss: 0.3673 - accuracy: 0.8200
109/296 [==========>...................] - ETA: 10s - loss: 0.3669 - accuracy: 0.8200
110/296 [==========>...................] - ETA: 10s - loss: 0.3665 - accuracy: 0.8199
111/296 [==========>...................] - ETA: 10s - loss: 0.3655 - accuracy: 0.8209
112/296 [==========>...................] - ETA: 10s - loss: 0.3649 - accuracy: 0.8209
113/296 [==========>...................] - ETA: 10s - loss: 0.3648 - accuracy: 0.8202
114/296 [==========>...................] - ETA: 10s - loss: 0.3642 - accuracy: 0.8196
115/296 [==========>...................] - ETA: 10s - loss: 0.3633 - accuracy: 0.8201
116/296 [==========>...................] - ETA: 10s - loss: 0.3640 - accuracy: 0.8195
117/296 [==========>...................] - ETA: 10s - loss: 0.3639 - accuracy: 0.8194
118/296 [==========>...................] - ETA: 10s - loss: 0.3639 - accuracy: 0.8194
119/296 [===========>..................] - ETA: 10s - loss: 0.3641 - accuracy: 0.8193
120/296 [===========>..................] - ETA: 10s - loss: 0.3637 - accuracy: 0.8193
121/296 [===========>..................] - ETA: 10s - loss: 0.3655 - accuracy: 0.8177
122/296 [===========>..................] - ETA: 10s - loss: 0.3633 - accuracy: 0.8192
123/296 [===========>..................] - ETA: 10s - loss: 0.3658 - accuracy: 0.8196
124/296 [===========>..................] - ETA: 9s - loss: 0.3650 - accuracy: 0.8196 
125/296 [===========>..................] - ETA: 9s - loss: 0.3671 - accuracy: 0.8190
126/296 [===========>..................] - ETA: 9s - loss: 0.3678 - accuracy: 0.8180
127/296 [===========>..................] - ETA: 9s - loss: 0.3681 - accuracy: 0.8169
128/296 [===========>..................] - ETA: 9s - loss: 0.3678 - accuracy: 0.8169
129/296 [============>.................] - ETA: 9s - loss: 0.3698 - accuracy: 0.8169
130/296 [============>.................] - ETA: 9s - loss: 0.3706 - accuracy: 0.8149
131/296 [============>.................] - ETA: 9s - loss: 0.3716 - accuracy: 0.8149
132/296 [============>.................] - ETA: 9s - loss: 0.3716 - accuracy: 0.8149
133/296 [============>.................] - ETA: 9s - loss: 0.3710 - accuracy: 0.8153
134/296 [============>.................] - ETA: 9s - loss: 0.3706 - accuracy: 0.8158
135/296 [============>.................] - ETA: 9s - loss: 0.3711 - accuracy: 0.8157
136/296 [============>.................] - ETA: 9s - loss: 0.3719 - accuracy: 0.8143
137/296 [============>.................] - ETA: 9s - loss: 0.3733 - accuracy: 0.8120
138/296 [============>.................] - ETA: 9s - loss: 0.3729 - accuracy: 0.8134
139/296 [=============>................] - ETA: 9s - loss: 0.3738 - accuracy: 0.8138
140/296 [=============>................] - ETA: 9s - loss: 0.3748 - accuracy: 0.8134
141/296 [=============>................] - ETA: 8s - loss: 0.3744 - accuracy: 0.8134
142/296 [=============>................] - ETA: 8s - loss: 0.3736 - accuracy: 0.8134
143/296 [=============>................] - ETA: 8s - loss: 0.3723 - accuracy: 0.8138
144/296 [=============>................] - ETA: 8s - loss: 0.3713 - accuracy: 0.8151
145/296 [=============>................] - ETA: 8s - loss: 0.3714 - accuracy: 0.8155
146/296 [=============>................] - ETA: 8s - loss: 0.3705 - accuracy: 0.8164
147/296 [=============>................] - ETA: 8s - loss: 0.3715 - accuracy: 0.8155
148/296 [==============>...............] - ETA: 8s - loss: 0.3718 - accuracy: 0.8159
149/296 [==============>...............] - ETA: 8s - loss: 0.3717 - accuracy: 0.8159
150/296 [==============>...............] - ETA: 8s - loss: 0.3711 - accuracy: 0.8171
151/296 [==============>...............] - ETA: 8s - loss: 0.3717 - accuracy: 0.8171
152/296 [==============>...............] - ETA: 8s - loss: 0.3716 - accuracy: 0.8170
153/296 [==============>...............] - ETA: 8s - loss: 0.3715 - accuracy: 0.8170
154/296 [==============>...............] - ETA: 8s - loss: 0.3720 - accuracy: 0.8174
155/296 [==============>...............] - ETA: 8s - loss: 0.3719 - accuracy: 0.8173
156/296 [==============>...............] - ETA: 8s - loss: 0.3713 - accuracy: 0.8177
157/296 [==============>...............] - ETA: 8s - loss: 0.3719 - accuracy: 0.8165
158/296 [===============>..............] - ETA: 8s - loss: 0.3720 - accuracy: 0.8161
159/296 [===============>..............] - ETA: 7s - loss: 0.3715 - accuracy: 0.8164
160/296 [===============>..............] - ETA: 7s - loss: 0.3718 - accuracy: 0.8168
161/296 [===============>..............] - ETA: 7s - loss: 0.3721 - accuracy: 0.8164
162/296 [===============>..............] - ETA: 7s - loss: 0.3720 - accuracy: 0.8167
163/296 [===============>..............] - ETA: 7s - loss: 0.3724 - accuracy: 0.8163
164/296 [===============>..............] - ETA: 7s - loss: 0.3722 - accuracy: 0.8159
165/296 [===============>..............] - ETA: 7s - loss: 0.3727 - accuracy: 0.8159
166/296 [===============>..............] - ETA: 7s - loss: 0.3731 - accuracy: 0.8159
167/296 [===============>..............] - ETA: 7s - loss: 0.3728 - accuracy: 0.8162
168/296 [================>.............] - ETA: 7s - loss: 0.3724 - accuracy: 0.8162
169/296 [================>.............] - ETA: 7s - loss: 0.3732 - accuracy: 0.8155
170/296 [================>.............] - ETA: 7s - loss: 0.3734 - accuracy: 0.8151
171/296 [================>.............] - ETA: 7s - loss: 0.3749 - accuracy: 0.8143
172/296 [================>.............] - ETA: 7s - loss: 0.3751 - accuracy: 0.8143
173/296 [================>.............] - ETA: 7s - loss: 0.3761 - accuracy: 0.8132
174/296 [================>.............] - ETA: 7s - loss: 0.3767 - accuracy: 0.8125
175/296 [================>.............] - ETA: 7s - loss: 0.3758 - accuracy: 0.8136
176/296 [================>.............] - ETA: 6s - loss: 0.3752 - accuracy: 0.8136
177/296 [================>.............] - ETA: 6s - loss: 0.3765 - accuracy: 0.8129
178/296 [=================>............] - ETA: 6s - loss: 0.3753 - accuracy: 0.8132
179/296 [=================>............] - ETA: 6s - loss: 0.3752 - accuracy: 0.8135
180/296 [=================>............] - ETA: 6s - loss: 0.3744 - accuracy: 0.8142
181/296 [=================>............] - ETA: 6s - loss: 0.3749 - accuracy: 0.8139
182/296 [=================>............] - ETA: 6s - loss: 0.3740 - accuracy: 0.8146
183/296 [=================>............] - ETA: 6s - loss: 0.3744 - accuracy: 0.8145
184/296 [=================>............] - ETA: 6s - loss: 0.3743 - accuracy: 0.8145
185/296 [=================>............] - ETA: 6s - loss: 0.3740 - accuracy: 0.8149
186/296 [=================>............] - ETA: 6s - loss: 0.3735 - accuracy: 0.8155
187/296 [=================>............] - ETA: 6s - loss: 0.3733 - accuracy: 0.8155
188/296 [==================>...........] - ETA: 6s - loss: 0.3727 - accuracy: 0.8165
189/296 [==================>...........] - ETA: 6s - loss: 0.3717 - accuracy: 0.8171
190/296 [==================>...........] - ETA: 6s - loss: 0.3730 - accuracy: 0.8168
191/296 [==================>...........] - ETA: 6s - loss: 0.3724 - accuracy: 0.8168
192/296 [==================>...........] - ETA: 6s - loss: 0.3729 - accuracy: 0.8167
193/296 [==================>...........] - ETA: 5s - loss: 0.3717 - accuracy: 0.8177
194/296 [==================>...........] - ETA: 5s - loss: 0.3724 - accuracy: 0.8173
195/296 [==================>...........] - ETA: 5s - loss: 0.3719 - accuracy: 0.8173
196/296 [==================>...........] - ETA: 5s - loss: 0.3721 - accuracy: 0.8173
197/296 [==================>...........] - ETA: 5s - loss: 0.3740 - accuracy: 0.8163
198/296 [===================>..........] - ETA: 5s - loss: 0.3750 - accuracy: 0.8160
199/296 [===================>..........] - ETA: 5s - loss: 0.3750 - accuracy: 0.8160
200/296 [===================>..........] - ETA: 5s - loss: 0.3755 - accuracy: 0.8153
201/296 [===================>..........] - ETA: 5s - loss: 0.3759 - accuracy: 0.8156
202/296 [===================>..........] - ETA: 5s - loss: 0.3754 - accuracy: 0.8162
203/296 [===================>..........] - ETA: 5s - loss: 0.3756 - accuracy: 0.8165
204/296 [===================>..........] - ETA: 5s - loss: 0.3766 - accuracy: 0.8156
205/296 [===================>..........] - ETA: 5s - loss: 0.3769 - accuracy: 0.8155
206/296 [===================>..........] - ETA: 5s - loss: 0.3775 - accuracy: 0.8149
207/296 [===================>..........] - ETA: 5s - loss: 0.3778 - accuracy: 0.8146
208/296 [====================>.........] - ETA: 5s - loss: 0.3773 - accuracy: 0.8152
209/296 [====================>.........] - ETA: 5s - loss: 0.3774 - accuracy: 0.8155
210/296 [====================>.........] - ETA: 4s - loss: 0.3769 - accuracy: 0.8161
211/296 [====================>.........] - ETA: 4s - loss: 0.3761 - accuracy: 0.8164
212/296 [====================>.........] - ETA: 4s - loss: 0.3750 - accuracy: 0.8172
213/296 [====================>.........] - ETA: 4s - loss: 0.3745 - accuracy: 0.8175
214/296 [====================>.........] - ETA: 4s - loss: 0.3750 - accuracy: 0.8172
215/296 [====================>.........] - ETA: 4s - loss: 0.3745 - accuracy: 0.8177
216/296 [====================>.........] - ETA: 4s - loss: 0.3752 - accuracy: 0.8183
217/296 [====================>.........] - ETA: 4s - loss: 0.3756 - accuracy: 0.8183
218/296 [=====================>........] - ETA: 4s - loss: 0.3756 - accuracy: 0.8182
219/296 [=====================>........] - ETA: 4s - loss: 0.3751 - accuracy: 0.8185
220/296 [=====================>........] - ETA: 4s - loss: 0.3753 - accuracy: 0.8188
221/296 [=====================>........] - ETA: 4s - loss: 0.3752 - accuracy: 0.8190
222/296 [=====================>........] - ETA: 4s - loss: 0.3746 - accuracy: 0.8193
223/296 [=====================>........] - ETA: 4s - loss: 0.3743 - accuracy: 0.8192
224/296 [=====================>........] - ETA: 4s - loss: 0.3740 - accuracy: 0.8192
225/296 [=====================>........] - ETA: 4s - loss: 0.3734 - accuracy: 0.8192
226/296 [=====================>........] - ETA: 4s - loss: 0.3740 - accuracy: 0.8189
227/296 [======================>.......] - ETA: 4s - loss: 0.3739 - accuracy: 0.8188
228/296 [======================>.......] - ETA: 3s - loss: 0.3729 - accuracy: 0.8196
229/296 [======================>.......] - ETA: 3s - loss: 0.3730 - accuracy: 0.8196
230/296 [======================>.......] - ETA: 3s - loss: 0.3730 - accuracy: 0.8198
231/296 [======================>.......] - ETA: 3s - loss: 0.3722 - accuracy: 0.8201
232/296 [======================>.......] - ETA: 3s - loss: 0.3730 - accuracy: 0.8203
233/296 [======================>.......] - ETA: 3s - loss: 0.3733 - accuracy: 0.8205
234/296 [======================>.......] - ETA: 3s - loss: 0.3729 - accuracy: 0.8208
235/296 [======================>.......] - ETA: 3s - loss: 0.3722 - accuracy: 0.8210
236/296 [======================>.......] - ETA: 3s - loss: 0.3715 - accuracy: 0.8215
237/296 [=======================>......] - ETA: 3s - loss: 0.3704 - accuracy: 0.8223
238/296 [=======================>......] - ETA: 3s - loss: 0.3706 - accuracy: 0.8220
239/296 [=======================>......] - ETA: 3s - loss: 0.3729 - accuracy: 0.8209
240/296 [=======================>......] - ETA: 3s - loss: 0.3727 - accuracy: 0.8211
241/296 [=======================>......] - ETA: 3s - loss: 0.3739 - accuracy: 0.8205
242/296 [=======================>......] - ETA: 3s - loss: 0.3740 - accuracy: 0.8208
243/296 [=======================>......] - ETA: 3s - loss: 0.3737 - accuracy: 0.8210
244/296 [=======================>......] - ETA: 3s - loss: 0.3741 - accuracy: 0.8207
245/296 [=======================>......] - ETA: 2s - loss: 0.3740 - accuracy: 0.8207
246/296 [=======================>......] - ETA: 2s - loss: 0.3741 - accuracy: 0.8209
247/296 [========================>.....] - ETA: 2s - loss: 0.3739 - accuracy: 0.8209
248/296 [========================>.....] - ETA: 2s - loss: 0.3743 - accuracy: 0.8208
249/296 [========================>.....] - ETA: 2s - loss: 0.3737 - accuracy: 0.8210
250/296 [========================>.....] - ETA: 2s - loss: 0.3737 - accuracy: 0.8213
251/296 [========================>.....] - ETA: 2s - loss: 0.3737 - accuracy: 0.8210
252/296 [========================>.....] - ETA: 2s - loss: 0.3738 - accuracy: 0.8212
253/296 [========================>.....] - ETA: 2s - loss: 0.3738 - accuracy: 0.8209
254/296 [========================>.....] - ETA: 2s - loss: 0.3731 - accuracy: 0.8214
255/296 [========================>.....] - ETA: 2s - loss: 0.3729 - accuracy: 0.8218
256/296 [========================>.....] - ETA: 2s - loss: 0.3732 - accuracy: 0.8210
257/296 [=========================>....] - ETA: 2s - loss: 0.3742 - accuracy: 0.8208
258/296 [=========================>....] - ETA: 2s - loss: 0.3739 - accuracy: 0.8207
259/296 [=========================>....] - ETA: 2s - loss: 0.3750 - accuracy: 0.8205
260/296 [=========================>....] - ETA: 2s - loss: 0.3757 - accuracy: 0.8200
261/296 [=========================>....] - ETA: 2s - loss: 0.3748 - accuracy: 0.8206
262/296 [=========================>....] - ETA: 1s - loss: 0.3746 - accuracy: 0.8206
263/296 [=========================>....] - ETA: 1s - loss: 0.3748 - accuracy: 0.8203
264/296 [=========================>....] - ETA: 1s - loss: 0.3744 - accuracy: 0.8205
265/296 [=========================>....] - ETA: 1s - loss: 0.3746 - accuracy: 0.8203
266/296 [=========================>....] - ETA: 1s - loss: 0.3750 - accuracy: 0.8198
267/296 [==========================>...] - ETA: 1s - loss: 0.3748 - accuracy: 0.8200
268/296 [==========================>...] - ETA: 1s - loss: 0.3745 - accuracy: 0.8202
269/296 [==========================>...] - ETA: 1s - loss: 0.3750 - accuracy: 0.8199
270/296 [==========================>...] - ETA: 1s - loss: 0.3755 - accuracy: 0.8199
271/296 [==========================>...] - ETA: 1s - loss: 0.3759 - accuracy: 0.8199
272/296 [==========================>...] - ETA: 1s - loss: 0.3754 - accuracy: 0.8201
273/296 [==========================>...] - ETA: 1s - loss: 0.3761 - accuracy: 0.8198
274/296 [==========================>...] - ETA: 1s - loss: 0.3766 - accuracy: 0.8196
275/296 [==========================>...] - ETA: 1s - loss: 0.3768 - accuracy: 0.8193
276/296 [==========================>...] - ETA: 1s - loss: 0.3773 - accuracy: 0.8186
277/296 [===========================>..] - ETA: 1s - loss: 0.3773 - accuracy: 0.8184
278/296 [===========================>..] - ETA: 1s - loss: 0.3771 - accuracy: 0.8181
279/296 [===========================>..] - ETA: 0s - loss: 0.3770 - accuracy: 0.8179
280/296 [===========================>..] - ETA: 0s - loss: 0.3767 - accuracy: 0.8181
281/296 [===========================>..] - ETA: 0s - loss: 0.3764 - accuracy: 0.8185
282/296 [===========================>..] - ETA: 0s - loss: 0.3771 - accuracy: 0.8178
283/296 [===========================>..] - ETA: 0s - loss: 0.3773 - accuracy: 0.8180
284/296 [===========================>..] - ETA: 0s - loss: 0.3767 - accuracy: 0.8184
285/296 [===========================>..] - ETA: 0s - loss: 0.3761 - accuracy: 0.8189
286/296 [===========================>..] - ETA: 0s - loss: 0.3760 - accuracy: 0.8186
287/296 [============================>.] - ETA: 0s - loss: 0.3756 - accuracy: 0.8188
288/296 [============================>.] - ETA: 0s - loss: 0.3764 - accuracy: 0.8186
289/296 [============================>.] - ETA: 0s - loss: 0.3761 - accuracy: 0.8188
290/296 [============================>.] - ETA: 0s - loss: 0.3758 - accuracy: 0.8192
291/296 [============================>.] - ETA: 0s - loss: 0.3754 - accuracy: 0.8196
292/296 [============================>.] - ETA: 0s - loss: 0.3750 - accuracy: 0.8198
293/296 [============================>.] - ETA: 0s - loss: 0.3746 - accuracy: 0.8202
294/296 [============================>.] - ETA: 0s - loss: 0.3745 - accuracy: 0.8202
295/296 [============================>.] - ETA: 0s - loss: 0.3740 - accuracy: 0.8206
296/296 [==============================] - 17s 58ms/step - loss: 0.3733 - accuracy: 0.8210

296/296 [==============================] - 19s 63ms/step - loss: 0.3733 - accuracy: 0.8210 - val_loss: 0.4016 - val_accuracy: 0.8282
Epoch 31/50

  1/296 [..............................] - ETA: 16s - loss: 0.3184 - accuracy: 0.8125
  2/296 [..............................] - ETA: 17s - loss: 0.3038 - accuracy: 0.8125
  3/296 [..............................] - ETA: 17s - loss: 0.2743 - accuracy: 0.8542
  4/296 [..............................] - ETA: 17s - loss: 0.4817 - accuracy: 0.8125
  5/296 [..............................] - ETA: 17s - loss: 0.4693 - accuracy: 0.8250
  6/296 [..............................] - ETA: 17s - loss: 0.4723 - accuracy: 0.8333
  7/296 [..............................] - ETA: 17s - loss: 0.4388 - accuracy: 0.8482
  8/296 [..............................] - ETA: 16s - loss: 0.4448 - accuracy: 0.8438
  9/296 [..............................] - ETA: 16s - loss: 0.4257 - accuracy: 0.8542
 10/296 [>.............................] - ETA: 16s - loss: 0.4107 - accuracy: 0.8562
 11/296 [>.............................] - ETA: 16s - loss: 0.4235 - accuracy: 0.8409
 12/296 [>.............................] - ETA: 16s - loss: 0.4098 - accuracy: 0.8490
 13/296 [>.............................] - ETA: 16s - loss: 0.4023 - accuracy: 0.8510
 14/296 [>.............................] - ETA: 16s - loss: 0.3952 - accuracy: 0.8527
 15/296 [>.............................] - ETA: 16s - loss: 0.3804 - accuracy: 0.8583
 16/296 [>.............................] - ETA: 16s - loss: 0.3787 - accuracy: 0.8555
 17/296 [>.............................] - ETA: 16s - loss: 0.3801 - accuracy: 0.8529
 18/296 [>.............................] - ETA: 16s - loss: 0.3743 - accuracy: 0.8542
 19/296 [>.............................] - ETA: 16s - loss: 0.3753 - accuracy: 0.8520
 20/296 [=>............................] - ETA: 16s - loss: 0.3669 - accuracy: 0.8562
 21/296 [=>............................] - ETA: 16s - loss: 0.3667 - accuracy: 0.8512
 22/296 [=>............................] - ETA: 15s - loss: 0.3655 - accuracy: 0.8494
 23/296 [=>............................] - ETA: 15s - loss: 0.3605 - accuracy: 0.8533
 24/296 [=>............................] - ETA: 15s - loss: 0.3672 - accuracy: 0.8464
 25/296 [=>............................] - ETA: 15s - loss: 0.3625 - accuracy: 0.8475
 26/296 [=>............................] - ETA: 15s - loss: 0.3591 - accuracy: 0.8486
 27/296 [=>............................] - ETA: 15s - loss: 0.3561 - accuracy: 0.8495
 28/296 [=>............................] - ETA: 15s - loss: 0.3642 - accuracy: 0.8460
 29/296 [=>............................] - ETA: 15s - loss: 0.3647 - accuracy: 0.8448
 30/296 [==>...........................] - ETA: 15s - loss: 0.3603 - accuracy: 0.8479
 31/296 [==>...........................] - ETA: 15s - loss: 0.3636 - accuracy: 0.8488
 32/296 [==>...........................] - ETA: 15s - loss: 0.3668 - accuracy: 0.8457
 33/296 [==>...........................] - ETA: 15s - loss: 0.3656 - accuracy: 0.8466
 34/296 [==>...........................] - ETA: 15s - loss: 0.3677 - accuracy: 0.8456
 35/296 [==>...........................] - ETA: 15s - loss: 0.3646 - accuracy: 0.8464
 36/296 [==>...........................] - ETA: 14s - loss: 0.3622 - accuracy: 0.8490
 37/296 [==>...........................] - ETA: 14s - loss: 0.3667 - accuracy: 0.8480
 38/296 [==>...........................] - ETA: 14s - loss: 0.3699 - accuracy: 0.8454
 39/296 [==>...........................] - ETA: 14s - loss: 0.3641 - accuracy: 0.8494
 40/296 [===>..........................] - ETA: 14s - loss: 0.3609 - accuracy: 0.8516
 41/296 [===>..........................] - ETA: 14s - loss: 0.3556 - accuracy: 0.8537
 42/296 [===>..........................] - ETA: 14s - loss: 0.3510 - accuracy: 0.8571
 43/296 [===>..........................] - ETA: 14s - loss: 0.3458 - accuracy: 0.8605
 44/296 [===>..........................] - ETA: 14s - loss: 0.3481 - accuracy: 0.8565
 45/296 [===>..........................] - ETA: 14s - loss: 0.3494 - accuracy: 0.8556
 46/296 [===>..........................] - ETA: 14s - loss: 0.3537 - accuracy: 0.8505
 47/296 [===>..........................] - ETA: 14s - loss: 0.3514 - accuracy: 0.8524
 48/296 [===>..........................] - ETA: 14s - loss: 0.3486 - accuracy: 0.8542
 49/296 [===>..........................] - ETA: 14s - loss: 0.3491 - accuracy: 0.8546
 50/296 [====>.........................] - ETA: 14s - loss: 0.3472 - accuracy: 0.8537
 51/296 [====>.........................] - ETA: 14s - loss: 0.3425 - accuracy: 0.8566
 52/296 [====>.........................] - ETA: 14s - loss: 0.3411 - accuracy: 0.8582
 53/296 [====>.........................] - ETA: 14s - loss: 0.3387 - accuracy: 0.8585
 54/296 [====>.........................] - ETA: 14s - loss: 0.3398 - accuracy: 0.8576
 55/296 [====>.........................] - ETA: 14s - loss: 0.3438 - accuracy: 0.8557
 56/296 [====>.........................] - ETA: 13s - loss: 0.3462 - accuracy: 0.8527
 57/296 [====>.........................] - ETA: 13s - loss: 0.3481 - accuracy: 0.8509
 58/296 [====>.........................] - ETA: 13s - loss: 0.3499 - accuracy: 0.8481
 59/296 [====>.........................] - ETA: 13s - loss: 0.3497 - accuracy: 0.8475
 60/296 [=====>........................] - ETA: 13s - loss: 0.3491 - accuracy: 0.8479
 61/296 [=====>........................] - ETA: 13s - loss: 0.3480 - accuracy: 0.8484
 62/296 [=====>........................] - ETA: 13s - loss: 0.3481 - accuracy: 0.8488
 63/296 [=====>........................] - ETA: 13s - loss: 0.3517 - accuracy: 0.8482
 64/296 [=====>........................] - ETA: 13s - loss: 0.3580 - accuracy: 0.8467
 65/296 [=====>........................] - ETA: 13s - loss: 0.3588 - accuracy: 0.8442
 66/296 [=====>........................] - ETA: 13s - loss: 0.3599 - accuracy: 0.8419
 67/296 [=====>........................] - ETA: 13s - loss: 0.3598 - accuracy: 0.8414
 68/296 [=====>........................] - ETA: 13s - loss: 0.3593 - accuracy: 0.8428
 69/296 [=====>........................] - ETA: 13s - loss: 0.3597 - accuracy: 0.8406
 70/296 [======>.......................] - ETA: 13s - loss: 0.3603 - accuracy: 0.8393
 71/296 [======>.......................] - ETA: 13s - loss: 0.3587 - accuracy: 0.8398
 72/296 [======>.......................] - ETA: 13s - loss: 0.3589 - accuracy: 0.8403
 73/296 [======>.......................] - ETA: 13s - loss: 0.3559 - accuracy: 0.8425
 74/296 [======>.......................] - ETA: 12s - loss: 0.3555 - accuracy: 0.8412
 75/296 [======>.......................] - ETA: 12s - loss: 0.3547 - accuracy: 0.8417
 76/296 [======>.......................] - ETA: 12s - loss: 0.3537 - accuracy: 0.8413
 77/296 [======>.......................] - ETA: 12s - loss: 0.3522 - accuracy: 0.8401
 78/296 [======>.......................] - ETA: 12s - loss: 0.3526 - accuracy: 0.8389
 79/296 [=======>......................] - ETA: 12s - loss: 0.3563 - accuracy: 0.8362
 80/296 [=======>......................] - ETA: 12s - loss: 0.3569 - accuracy: 0.8359
 81/296 [=======>......................] - ETA: 12s - loss: 0.3566 - accuracy: 0.8372
 82/296 [=======>......................] - ETA: 12s - loss: 0.3549 - accuracy: 0.8377
 83/296 [=======>......................] - ETA: 12s - loss: 0.3538 - accuracy: 0.8381
 84/296 [=======>......................] - ETA: 12s - loss: 0.3544 - accuracy: 0.8378
 85/296 [=======>......................] - ETA: 12s - loss: 0.3534 - accuracy: 0.8375
 86/296 [=======>......................] - ETA: 12s - loss: 0.3539 - accuracy: 0.8379
 87/296 [=======>......................] - ETA: 12s - loss: 0.3546 - accuracy: 0.8369
 88/296 [=======>......................] - ETA: 12s - loss: 0.3573 - accuracy: 0.8345
 89/296 [========>.....................] - ETA: 12s - loss: 0.3574 - accuracy: 0.8343
 90/296 [========>.....................] - ETA: 11s - loss: 0.3576 - accuracy: 0.8347
 91/296 [========>.....................] - ETA: 11s - loss: 0.3571 - accuracy: 0.8345
 92/296 [========>.....................] - ETA: 11s - loss: 0.3572 - accuracy: 0.8336
 93/296 [========>.....................] - ETA: 11s - loss: 0.3571 - accuracy: 0.8340
 94/296 [========>.....................] - ETA: 11s - loss: 0.3610 - accuracy: 0.8324
 95/296 [========>.....................] - ETA: 11s - loss: 0.3609 - accuracy: 0.8316
 96/296 [========>.....................] - ETA: 11s - loss: 0.3617 - accuracy: 0.8301
 97/296 [========>.....................] - ETA: 11s - loss: 0.3604 - accuracy: 0.8305
 98/296 [========>.....................] - ETA: 11s - loss: 0.3614 - accuracy: 0.8304
 99/296 [=========>....................] - ETA: 11s - loss: 0.3621 - accuracy: 0.8295
100/296 [=========>....................] - ETA: 11s - loss: 0.3619 - accuracy: 0.8294
101/296 [=========>....................] - ETA: 11s - loss: 0.3624 - accuracy: 0.8286
102/296 [=========>....................] - ETA: 11s - loss: 0.3618 - accuracy: 0.8297
103/296 [=========>....................] - ETA: 11s - loss: 0.3610 - accuracy: 0.8295
104/296 [=========>....................] - ETA: 11s - loss: 0.3600 - accuracy: 0.8299
105/296 [=========>....................] - ETA: 11s - loss: 0.3621 - accuracy: 0.8292
106/296 [=========>....................] - ETA: 11s - loss: 0.3637 - accuracy: 0.8278
107/296 [=========>....................] - ETA: 10s - loss: 0.3629 - accuracy: 0.8277
108/296 [=========>....................] - ETA: 10s - loss: 0.3628 - accuracy: 0.8270
109/296 [==========>...................] - ETA: 10s - loss: 0.3634 - accuracy: 0.8274
110/296 [==========>...................] - ETA: 10s - loss: 0.3642 - accuracy: 0.8267
111/296 [==========>...................] - ETA: 10s - loss: 0.3636 - accuracy: 0.8266
112/296 [==========>...................] - ETA: 10s - loss: 0.3617 - accuracy: 0.8276
113/296 [==========>...................] - ETA: 10s - loss: 0.3634 - accuracy: 0.8263
114/296 [==========>...................] - ETA: 10s - loss: 0.3625 - accuracy: 0.8268
115/296 [==========>...................] - ETA: 10s - loss: 0.3623 - accuracy: 0.8266
116/296 [==========>...................] - ETA: 10s - loss: 0.3616 - accuracy: 0.8270
117/296 [==========>...................] - ETA: 10s - loss: 0.3601 - accuracy: 0.8275
118/296 [==========>...................] - ETA: 10s - loss: 0.3584 - accuracy: 0.8289
119/296 [===========>..................] - ETA: 10s - loss: 0.3596 - accuracy: 0.8293
120/296 [===========>..................] - ETA: 10s - loss: 0.3602 - accuracy: 0.8292
121/296 [===========>..................] - ETA: 10s - loss: 0.3607 - accuracy: 0.8280
122/296 [===========>..................] - ETA: 10s - loss: 0.3611 - accuracy: 0.8268
123/296 [===========>..................] - ETA: 10s - loss: 0.3626 - accuracy: 0.8262
124/296 [===========>..................] - ETA: 10s - loss: 0.3640 - accuracy: 0.8246
125/296 [===========>..................] - ETA: 9s - loss: 0.3639 - accuracy: 0.8255 
126/296 [===========>..................] - ETA: 9s - loss: 0.3651 - accuracy: 0.8254
127/296 [===========>..................] - ETA: 9s - loss: 0.3659 - accuracy: 0.8248
128/296 [===========>..................] - ETA: 9s - loss: 0.3656 - accuracy: 0.8242
129/296 [============>.................] - ETA: 9s - loss: 0.3661 - accuracy: 0.8241
130/296 [============>.................] - ETA: 9s - loss: 0.3668 - accuracy: 0.8240
131/296 [============>.................] - ETA: 9s - loss: 0.3672 - accuracy: 0.8244
132/296 [============>.................] - ETA: 9s - loss: 0.3674 - accuracy: 0.8248
133/296 [============>.................] - ETA: 9s - loss: 0.3675 - accuracy: 0.8247
134/296 [============>.................] - ETA: 9s - loss: 0.3680 - accuracy: 0.8246
135/296 [============>.................] - ETA: 9s - loss: 0.3675 - accuracy: 0.8250
136/296 [============>.................] - ETA: 9s - loss: 0.3673 - accuracy: 0.8249
137/296 [============>.................] - ETA: 9s - loss: 0.3673 - accuracy: 0.8244
138/296 [============>.................] - ETA: 9s - loss: 0.3670 - accuracy: 0.8252
139/296 [=============>................] - ETA: 9s - loss: 0.3659 - accuracy: 0.8264
140/296 [=============>................] - ETA: 9s - loss: 0.3658 - accuracy: 0.8263
141/296 [=============>................] - ETA: 9s - loss: 0.3651 - accuracy: 0.8267
142/296 [=============>................] - ETA: 8s - loss: 0.3665 - accuracy: 0.8261
143/296 [=============>................] - ETA: 8s - loss: 0.3664 - accuracy: 0.8256
144/296 [=============>................] - ETA: 8s - loss: 0.3662 - accuracy: 0.8251
145/296 [=============>................] - ETA: 8s - loss: 0.3653 - accuracy: 0.8259
146/296 [=============>................] - ETA: 8s - loss: 0.3653 - accuracy: 0.8262
147/296 [=============>................] - ETA: 8s - loss: 0.3672 - accuracy: 0.8261
148/296 [==============>...............] - ETA: 8s - loss: 0.3664 - accuracy: 0.8264
149/296 [==============>...............] - ETA: 8s - loss: 0.3656 - accuracy: 0.8268
150/296 [==============>...............] - ETA: 8s - loss: 0.3641 - accuracy: 0.8279
151/296 [==============>...............] - ETA: 8s - loss: 0.3643 - accuracy: 0.8274
152/296 [==============>...............] - ETA: 8s - loss: 0.3646 - accuracy: 0.8273
153/296 [==============>...............] - ETA: 8s - loss: 0.3662 - accuracy: 0.8268
154/296 [==============>...............] - ETA: 8s - loss: 0.3664 - accuracy: 0.8271
155/296 [==============>...............] - ETA: 8s - loss: 0.3662 - accuracy: 0.8266
156/296 [==============>...............] - ETA: 8s - loss: 0.3676 - accuracy: 0.8265
157/296 [==============>...............] - ETA: 8s - loss: 0.3667 - accuracy: 0.8272
158/296 [===============>..............] - ETA: 8s - loss: 0.3670 - accuracy: 0.8263
159/296 [===============>..............] - ETA: 7s - loss: 0.3670 - accuracy: 0.8267
160/296 [===============>..............] - ETA: 7s - loss: 0.3670 - accuracy: 0.8266
161/296 [===============>..............] - ETA: 7s - loss: 0.3679 - accuracy: 0.8261
162/296 [===============>..............] - ETA: 7s - loss: 0.3677 - accuracy: 0.8260
163/296 [===============>..............] - ETA: 7s - loss: 0.3671 - accuracy: 0.8259
164/296 [===============>..............] - ETA: 7s - loss: 0.3675 - accuracy: 0.8255
165/296 [===============>..............] - ETA: 7s - loss: 0.3665 - accuracy: 0.8265
166/296 [===============>..............] - ETA: 7s - loss: 0.3662 - accuracy: 0.8268
167/296 [===============>..............] - ETA: 7s - loss: 0.3658 - accuracy: 0.8263
168/296 [================>.............] - ETA: 7s - loss: 0.3649 - accuracy: 0.8274
169/296 [================>.............] - ETA: 7s - loss: 0.3645 - accuracy: 0.8277
170/296 [================>.............] - ETA: 7s - loss: 0.3632 - accuracy: 0.8287
171/296 [================>.............] - ETA: 7s - loss: 0.3625 - accuracy: 0.8293
172/296 [================>.............] - ETA: 7s - loss: 0.3629 - accuracy: 0.8289
173/296 [================>.............] - ETA: 7s - loss: 0.3619 - accuracy: 0.8291
174/296 [================>.............] - ETA: 7s - loss: 0.3647 - accuracy: 0.8272
175/296 [================>.............] - ETA: 7s - loss: 0.3651 - accuracy: 0.8275
176/296 [================>.............] - ETA: 6s - loss: 0.3668 - accuracy: 0.8263
177/296 [================>.............] - ETA: 6s - loss: 0.3665 - accuracy: 0.8263
178/296 [=================>............] - ETA: 6s - loss: 0.3654 - accuracy: 0.8269
179/296 [=================>............] - ETA: 6s - loss: 0.3671 - accuracy: 0.8261
180/296 [=================>............] - ETA: 6s - loss: 0.3663 - accuracy: 0.8267
181/296 [=================>............] - ETA: 6s - loss: 0.3665 - accuracy: 0.8270
182/296 [=================>............] - ETA: 6s - loss: 0.3661 - accuracy: 0.8273
183/296 [=================>............] - ETA: 6s - loss: 0.3660 - accuracy: 0.8268
184/296 [=================>............] - ETA: 6s - loss: 0.3664 - accuracy: 0.8264
185/296 [=================>............] - ETA: 6s - loss: 0.3671 - accuracy: 0.8260
186/296 [=================>............] - ETA: 6s - loss: 0.3676 - accuracy: 0.8263
187/296 [=================>............] - ETA: 6s - loss: 0.3684 - accuracy: 0.8259
188/296 [==================>...........] - ETA: 6s - loss: 0.3682 - accuracy: 0.8261
189/296 [==================>...........] - ETA: 6s - loss: 0.3686 - accuracy: 0.8261
190/296 [==================>...........] - ETA: 6s - loss: 0.3687 - accuracy: 0.8257
191/296 [==================>...........] - ETA: 6s - loss: 0.3680 - accuracy: 0.8262
192/296 [==================>...........] - ETA: 6s - loss: 0.3685 - accuracy: 0.8262
193/296 [==================>...........] - ETA: 6s - loss: 0.3685 - accuracy: 0.8264
194/296 [==================>...........] - ETA: 5s - loss: 0.3692 - accuracy: 0.8257
195/296 [==================>...........] - ETA: 5s - loss: 0.3690 - accuracy: 0.8256
196/296 [==================>...........] - ETA: 5s - loss: 0.3688 - accuracy: 0.8253
197/296 [==================>...........] - ETA: 5s - loss: 0.3682 - accuracy: 0.8255
198/296 [===================>..........] - ETA: 5s - loss: 0.3681 - accuracy: 0.8251
199/296 [===================>..........] - ETA: 5s - loss: 0.3691 - accuracy: 0.8247
200/296 [===================>..........] - ETA: 5s - loss: 0.3698 - accuracy: 0.8247
201/296 [===================>..........] - ETA: 5s - loss: 0.3706 - accuracy: 0.8243
202/296 [===================>..........] - ETA: 5s - loss: 0.3704 - accuracy: 0.8246
203/296 [===================>..........] - ETA: 5s - loss: 0.3707 - accuracy: 0.8242
204/296 [===================>..........] - ETA: 5s - loss: 0.3704 - accuracy: 0.8241
205/296 [===================>..........] - ETA: 5s - loss: 0.3698 - accuracy: 0.8244
206/296 [===================>..........] - ETA: 5s - loss: 0.3697 - accuracy: 0.8246
207/296 [===================>..........] - ETA: 5s - loss: 0.3689 - accuracy: 0.8252
208/296 [====================>.........] - ETA: 5s - loss: 0.3687 - accuracy: 0.8254
209/296 [====================>.........] - ETA: 5s - loss: 0.3692 - accuracy: 0.8254
210/296 [====================>.........] - ETA: 5s - loss: 0.3688 - accuracy: 0.8259
211/296 [====================>.........] - ETA: 4s - loss: 0.3679 - accuracy: 0.8267
212/296 [====================>.........] - ETA: 4s - loss: 0.3677 - accuracy: 0.8267
213/296 [====================>.........] - ETA: 4s - loss: 0.3677 - accuracy: 0.8266
214/296 [====================>.........] - ETA: 4s - loss: 0.3685 - accuracy: 0.8265
215/296 [====================>.........] - ETA: 4s - loss: 0.3684 - accuracy: 0.8265
216/296 [====================>.........] - ETA: 4s - loss: 0.3674 - accuracy: 0.8273
217/296 [====================>.........] - ETA: 4s - loss: 0.3670 - accuracy: 0.8272
218/296 [=====================>........] - ETA: 4s - loss: 0.3670 - accuracy: 0.8271
219/296 [=====================>........] - ETA: 4s - loss: 0.3676 - accuracy: 0.8268
220/296 [=====================>........] - ETA: 4s - loss: 0.3674 - accuracy: 0.8267
221/296 [=====================>........] - ETA: 4s - loss: 0.3671 - accuracy: 0.8272
222/296 [=====================>........] - ETA: 4s - loss: 0.3669 - accuracy: 0.8274
223/296 [=====================>........] - ETA: 4s - loss: 0.3677 - accuracy: 0.8274
224/296 [=====================>........] - ETA: 4s - loss: 0.3679 - accuracy: 0.8276
225/296 [=====================>........] - ETA: 4s - loss: 0.3683 - accuracy: 0.8275
226/296 [=====================>........] - ETA: 4s - loss: 0.3686 - accuracy: 0.8272
227/296 [======================>.......] - ETA: 4s - loss: 0.3693 - accuracy: 0.8271
228/296 [======================>.......] - ETA: 3s - loss: 0.3691 - accuracy: 0.8268
229/296 [======================>.......] - ETA: 3s - loss: 0.3690 - accuracy: 0.8270
230/296 [======================>.......] - ETA: 3s - loss: 0.3686 - accuracy: 0.8272
231/296 [======================>.......] - ETA: 3s - loss: 0.3696 - accuracy: 0.8266
232/296 [======================>.......] - ETA: 3s - loss: 0.3695 - accuracy: 0.8268
233/296 [======================>.......] - ETA: 3s - loss: 0.3696 - accuracy: 0.8267
234/296 [======================>.......] - ETA: 3s - loss: 0.3693 - accuracy: 0.8269
235/296 [======================>.......] - ETA: 3s - loss: 0.3690 - accuracy: 0.8266
236/296 [======================>.......] - ETA: 3s - loss: 0.3690 - accuracy: 0.8265
237/296 [=======================>......] - ETA: 3s - loss: 0.3693 - accuracy: 0.8262
238/296 [=======================>......] - ETA: 3s - loss: 0.3690 - accuracy: 0.8264
239/296 [=======================>......] - ETA: 3s - loss: 0.3698 - accuracy: 0.8258
240/296 [=======================>......] - ETA: 3s - loss: 0.3710 - accuracy: 0.8253
241/296 [=======================>......] - ETA: 3s - loss: 0.3712 - accuracy: 0.8255
242/296 [=======================>......] - ETA: 3s - loss: 0.3714 - accuracy: 0.8254
243/296 [=======================>......] - ETA: 3s - loss: 0.3716 - accuracy: 0.8254
244/296 [=======================>......] - ETA: 3s - loss: 0.3718 - accuracy: 0.8253
245/296 [=======================>......] - ETA: 2s - loss: 0.3714 - accuracy: 0.8258
246/296 [=======================>......] - ETA: 2s - loss: 0.3708 - accuracy: 0.8265
247/296 [========================>.....] - ETA: 2s - loss: 0.3703 - accuracy: 0.8267
248/296 [========================>.....] - ETA: 2s - loss: 0.3705 - accuracy: 0.8266
249/296 [========================>.....] - ETA: 2s - loss: 0.3708 - accuracy: 0.8266
250/296 [========================>.....] - ETA: 2s - loss: 0.3717 - accuracy: 0.8265
251/296 [========================>.....] - ETA: 2s - loss: 0.3714 - accuracy: 0.8264
252/296 [========================>.....] - ETA: 2s - loss: 0.3708 - accuracy: 0.8269
253/296 [========================>.....] - ETA: 2s - loss: 0.3705 - accuracy: 0.8268
254/296 [========================>.....] - ETA: 2s - loss: 0.3701 - accuracy: 0.8270
255/296 [========================>.....] - ETA: 2s - loss: 0.3698 - accuracy: 0.8272
256/296 [========================>.....] - ETA: 2s - loss: 0.3701 - accuracy: 0.8271
257/296 [=========================>....] - ETA: 2s - loss: 0.3704 - accuracy: 0.8268
258/296 [=========================>....] - ETA: 2s - loss: 0.3723 - accuracy: 0.8261
259/296 [=========================>....] - ETA: 2s - loss: 0.3719 - accuracy: 0.8263
260/296 [=========================>....] - ETA: 2s - loss: 0.3716 - accuracy: 0.8264
261/296 [=========================>....] - ETA: 2s - loss: 0.3718 - accuracy: 0.8264
262/296 [=========================>....] - ETA: 1s - loss: 0.3717 - accuracy: 0.8266
263/296 [=========================>....] - ETA: 1s - loss: 0.3722 - accuracy: 0.8263
264/296 [=========================>....] - ETA: 1s - loss: 0.3717 - accuracy: 0.8267
265/296 [=========================>....] - ETA: 1s - loss: 0.3718 - accuracy: 0.8269
266/296 [=========================>....] - ETA: 1s - loss: 0.3713 - accuracy: 0.8273
267/296 [==========================>...] - ETA: 1s - loss: 0.3714 - accuracy: 0.8275
268/296 [==========================>...] - ETA: 1s - loss: 0.3723 - accuracy: 0.8267
269/296 [==========================>...] - ETA: 1s - loss: 0.3721 - accuracy: 0.8269
270/296 [==========================>...] - ETA: 1s - loss: 0.3722 - accuracy: 0.8271
271/296 [==========================>...] - ETA: 1s - loss: 0.3725 - accuracy: 0.8268
272/296 [==========================>...] - ETA: 1s - loss: 0.3726 - accuracy: 0.8267
273/296 [==========================>...] - ETA: 1s - loss: 0.3727 - accuracy: 0.8269
274/296 [==========================>...] - ETA: 1s - loss: 0.3729 - accuracy: 0.8264
275/296 [==========================>...] - ETA: 1s - loss: 0.3735 - accuracy: 0.8264
276/296 [==========================>...] - ETA: 1s - loss: 0.3732 - accuracy: 0.8268
277/296 [===========================>..] - ETA: 1s - loss: 0.3732 - accuracy: 0.8269
278/296 [===========================>..] - ETA: 1s - loss: 0.3730 - accuracy: 0.8271
279/296 [===========================>..] - ETA: 0s - loss: 0.3727 - accuracy: 0.8271
280/296 [===========================>..] - ETA: 0s - loss: 0.3724 - accuracy: 0.8272
281/296 [===========================>..] - ETA: 0s - loss: 0.3720 - accuracy: 0.8278
282/296 [===========================>..] - ETA: 0s - loss: 0.3722 - accuracy: 0.8276
283/296 [===========================>..] - ETA: 0s - loss: 0.3725 - accuracy: 0.8275
284/296 [===========================>..] - ETA: 0s - loss: 0.3723 - accuracy: 0.8277
285/296 [===========================>..] - ETA: 0s - loss: 0.3717 - accuracy: 0.8281
286/296 [===========================>..] - ETA: 0s - loss: 0.3716 - accuracy: 0.8280
287/296 [============================>.] - ETA: 0s - loss: 0.3713 - accuracy: 0.8282
288/296 [============================>.] - ETA: 0s - loss: 0.3712 - accuracy: 0.8279
289/296 [============================>.] - ETA: 0s - loss: 0.3712 - accuracy: 0.8283
290/296 [============================>.] - ETA: 0s - loss: 0.3708 - accuracy: 0.8284
291/296 [============================>.] - ETA: 0s - loss: 0.3703 - accuracy: 0.8288
292/296 [============================>.] - ETA: 0s - loss: 0.3701 - accuracy: 0.8292
293/296 [============================>.] - ETA: 0s - loss: 0.3704 - accuracy: 0.8289
294/296 [============================>.] - ETA: 0s - loss: 0.3704 - accuracy: 0.8287
295/296 [============================>.] - ETA: 0s - loss: 0.3707 - accuracy: 0.8286
296/296 [==============================] - 17s 58ms/step - loss: 0.3707 - accuracy: 0.8286

296/296 [==============================] - 19s 63ms/step - loss: 0.3707 - accuracy: 0.8286 - val_loss: 0.3990 - val_accuracy: 0.8218
Epoch 32/50

  1/296 [..............................] - ETA: 16s - loss: 0.2975 - accuracy: 0.8125
  2/296 [..............................] - ETA: 17s - loss: 0.2776 - accuracy: 0.8438
  3/296 [..............................] - ETA: 17s - loss: 0.2952 - accuracy: 0.8125
  4/296 [..............................] - ETA: 17s - loss: 0.3211 - accuracy: 0.8281
  5/296 [..............................] - ETA: 17s - loss: 0.2829 - accuracy: 0.8500
  6/296 [..............................] - ETA: 17s - loss: 0.2945 - accuracy: 0.8438
  7/296 [..............................] - ETA: 17s - loss: 0.2934 - accuracy: 0.8482
  8/296 [..............................] - ETA: 17s - loss: 0.2940 - accuracy: 0.8516
  9/296 [..............................] - ETA: 16s - loss: 0.3122 - accuracy: 0.8472
 10/296 [>.............................] - ETA: 16s - loss: 0.3142 - accuracy: 0.8438
 11/296 [>.............................] - ETA: 16s - loss: 0.3151 - accuracy: 0.8466
 12/296 [>.............................] - ETA: 16s - loss: 0.3116 - accuracy: 0.8438
 13/296 [>.............................] - ETA: 16s - loss: 0.3003 - accuracy: 0.8558
 14/296 [>.............................] - ETA: 16s - loss: 0.2940 - accuracy: 0.8616
 15/296 [>.............................] - ETA: 16s - loss: 0.2959 - accuracy: 0.8625
 16/296 [>.............................] - ETA: 16s - loss: 0.3040 - accuracy: 0.8633
 17/296 [>.............................] - ETA: 16s - loss: 0.3099 - accuracy: 0.8566
 18/296 [>.............................] - ETA: 16s - loss: 0.3090 - accuracy: 0.8576
 19/296 [>.............................] - ETA: 15s - loss: 0.3138 - accuracy: 0.8520
 20/296 [=>............................] - ETA: 15s - loss: 0.3087 - accuracy: 0.8531
 21/296 [=>............................] - ETA: 15s - loss: 0.3157 - accuracy: 0.8512
 22/296 [=>............................] - ETA: 15s - loss: 0.3136 - accuracy: 0.8494
 23/296 [=>............................] - ETA: 15s - loss: 0.3209 - accuracy: 0.8397
 24/296 [=>............................] - ETA: 15s - loss: 0.3204 - accuracy: 0.8411
 25/296 [=>............................] - ETA: 15s - loss: 0.3282 - accuracy: 0.8400
 26/296 [=>............................] - ETA: 15s - loss: 0.3272 - accuracy: 0.8413
 27/296 [=>............................] - ETA: 15s - loss: 0.3265 - accuracy: 0.8403
 28/296 [=>............................] - ETA: 15s - loss: 0.3265 - accuracy: 0.8371
 29/296 [=>............................] - ETA: 15s - loss: 0.3383 - accuracy: 0.8319
 30/296 [==>...........................] - ETA: 15s - loss: 0.3368 - accuracy: 0.8313
 31/296 [==>...........................] - ETA: 15s - loss: 0.3380 - accuracy: 0.8306
 32/296 [==>...........................] - ETA: 15s - loss: 0.3402 - accuracy: 0.8301
 33/296 [==>...........................] - ETA: 15s - loss: 0.3426 - accuracy: 0.8295
 34/296 [==>...........................] - ETA: 15s - loss: 0.3419 - accuracy: 0.8309
 35/296 [==>...........................] - ETA: 15s - loss: 0.3453 - accuracy: 0.8286
 36/296 [==>...........................] - ETA: 15s - loss: 0.3470 - accuracy: 0.8264
 37/296 [==>...........................] - ETA: 14s - loss: 0.3487 - accuracy: 0.8277
 38/296 [==>...........................] - ETA: 14s - loss: 0.3498 - accuracy: 0.8257
 39/296 [==>...........................] - ETA: 14s - loss: 0.3516 - accuracy: 0.8221
 40/296 [===>..........................] - ETA: 14s - loss: 0.3545 - accuracy: 0.8172
 41/296 [===>..........................] - ETA: 14s - loss: 0.3509 - accuracy: 0.8216
 42/296 [===>..........................] - ETA: 14s - loss: 0.3505 - accuracy: 0.8214
 43/296 [===>..........................] - ETA: 14s - loss: 0.3526 - accuracy: 0.8198
 44/296 [===>..........................] - ETA: 14s - loss: 0.3509 - accuracy: 0.8210
 45/296 [===>..........................] - ETA: 14s - loss: 0.3526 - accuracy: 0.8222
 46/296 [===>..........................] - ETA: 14s - loss: 0.3513 - accuracy: 0.8220
 47/296 [===>..........................] - ETA: 14s - loss: 0.3481 - accuracy: 0.8245
 48/296 [===>..........................] - ETA: 14s - loss: 0.3460 - accuracy: 0.8268
 49/296 [===>..........................] - ETA: 14s - loss: 0.3514 - accuracy: 0.8240
 50/296 [====>.........................] - ETA: 14s - loss: 0.3538 - accuracy: 0.8225
 51/296 [====>.........................] - ETA: 14s - loss: 0.3522 - accuracy: 0.8248
 52/296 [====>.........................] - ETA: 14s - loss: 0.3492 - accuracy: 0.8281
 53/296 [====>.........................] - ETA: 14s - loss: 0.3493 - accuracy: 0.8267
 54/296 [====>.........................] - ETA: 14s - loss: 0.3478 - accuracy: 0.8275
 55/296 [====>.........................] - ETA: 14s - loss: 0.3480 - accuracy: 0.8250
 56/296 [====>.........................] - ETA: 13s - loss: 0.3491 - accuracy: 0.8248
 57/296 [====>.........................] - ETA: 13s - loss: 0.3499 - accuracy: 0.8246
 58/296 [====>.........................] - ETA: 13s - loss: 0.3484 - accuracy: 0.8254
 59/296 [====>.........................] - ETA: 13s - loss: 0.3516 - accuracy: 0.8263
 60/296 [=====>........................] - ETA: 13s - loss: 0.3473 - accuracy: 0.8292
 61/296 [=====>........................] - ETA: 13s - loss: 0.3451 - accuracy: 0.8309
 62/296 [=====>........................] - ETA: 13s - loss: 0.3434 - accuracy: 0.8327
 63/296 [=====>........................] - ETA: 13s - loss: 0.3429 - accuracy: 0.8333
 64/296 [=====>........................] - ETA: 13s - loss: 0.3419 - accuracy: 0.8340
 65/296 [=====>........................] - ETA: 13s - loss: 0.3417 - accuracy: 0.8327
 66/296 [=====>........................] - ETA: 13s - loss: 0.3410 - accuracy: 0.8324
 67/296 [=====>........................] - ETA: 13s - loss: 0.3401 - accuracy: 0.8330
 68/296 [=====>........................] - ETA: 13s - loss: 0.3398 - accuracy: 0.8336
 69/296 [=====>........................] - ETA: 13s - loss: 0.3400 - accuracy: 0.8333
 70/296 [======>.......................] - ETA: 13s - loss: 0.3442 - accuracy: 0.8330
 71/296 [======>.......................] - ETA: 13s - loss: 0.3454 - accuracy: 0.8319
 72/296 [======>.......................] - ETA: 13s - loss: 0.3486 - accuracy: 0.8290
 73/296 [======>.......................] - ETA: 13s - loss: 0.3476 - accuracy: 0.8296
 74/296 [======>.......................] - ETA: 12s - loss: 0.3481 - accuracy: 0.8302
 75/296 [======>.......................] - ETA: 12s - loss: 0.3480 - accuracy: 0.8308
 76/296 [======>.......................] - ETA: 12s - loss: 0.3502 - accuracy: 0.8281
 77/296 [======>.......................] - ETA: 12s - loss: 0.3484 - accuracy: 0.8287
 78/296 [======>.......................] - ETA: 12s - loss: 0.3513 - accuracy: 0.8245
 79/296 [=======>......................] - ETA: 12s - loss: 0.3563 - accuracy: 0.8212
 80/296 [=======>......................] - ETA: 12s - loss: 0.3566 - accuracy: 0.8203
 81/296 [=======>......................] - ETA: 12s - loss: 0.3556 - accuracy: 0.8202
 82/296 [=======>......................] - ETA: 12s - loss: 0.3576 - accuracy: 0.8194
 83/296 [=======>......................] - ETA: 12s - loss: 0.3567 - accuracy: 0.8208
 84/296 [=======>......................] - ETA: 12s - loss: 0.3592 - accuracy: 0.8199
 85/296 [=======>......................] - ETA: 12s - loss: 0.3569 - accuracy: 0.8213
 86/296 [=======>......................] - ETA: 12s - loss: 0.3574 - accuracy: 0.8212
 87/296 [=======>......................] - ETA: 12s - loss: 0.3613 - accuracy: 0.8190
 88/296 [=======>......................] - ETA: 12s - loss: 0.3600 - accuracy: 0.8196
 89/296 [========>.....................] - ETA: 12s - loss: 0.3610 - accuracy: 0.8195
 90/296 [========>.....................] - ETA: 11s - loss: 0.3602 - accuracy: 0.8208
 91/296 [========>.....................] - ETA: 11s - loss: 0.3601 - accuracy: 0.8214
 92/296 [========>.....................] - ETA: 11s - loss: 0.3589 - accuracy: 0.8227
 93/296 [========>.....................] - ETA: 11s - loss: 0.3607 - accuracy: 0.8212
 94/296 [========>.....................] - ETA: 11s - loss: 0.3588 - accuracy: 0.8225
 95/296 [========>.....................] - ETA: 11s - loss: 0.3588 - accuracy: 0.8217
 96/296 [========>.....................] - ETA: 11s - loss: 0.3580 - accuracy: 0.8223
 97/296 [========>.....................] - ETA: 11s - loss: 0.3596 - accuracy: 0.8215
 98/296 [========>.....................] - ETA: 11s - loss: 0.3581 - accuracy: 0.8233
 99/296 [=========>....................] - ETA: 11s - loss: 0.3578 - accuracy: 0.8239
100/296 [=========>....................] - ETA: 11s - loss: 0.3572 - accuracy: 0.8244
101/296 [=========>....................] - ETA: 11s - loss: 0.3567 - accuracy: 0.8255
102/296 [=========>....................] - ETA: 11s - loss: 0.3575 - accuracy: 0.8254
103/296 [=========>....................] - ETA: 11s - loss: 0.3590 - accuracy: 0.8240
104/296 [=========>....................] - ETA: 11s - loss: 0.3576 - accuracy: 0.8257
105/296 [=========>....................] - ETA: 11s - loss: 0.3600 - accuracy: 0.8250
106/296 [=========>....................] - ETA: 11s - loss: 0.3624 - accuracy: 0.8231
107/296 [=========>....................] - ETA: 10s - loss: 0.3617 - accuracy: 0.8242
108/296 [=========>....................] - ETA: 10s - loss: 0.3601 - accuracy: 0.8258
109/296 [==========>...................] - ETA: 10s - loss: 0.3601 - accuracy: 0.8263
110/296 [==========>...................] - ETA: 10s - loss: 0.3624 - accuracy: 0.8256
111/296 [==========>...................] - ETA: 10s - loss: 0.3621 - accuracy: 0.8260
112/296 [==========>...................] - ETA: 10s - loss: 0.3625 - accuracy: 0.8253
113/296 [==========>...................] - ETA: 10s - loss: 0.3659 - accuracy: 0.8241
114/296 [==========>...................] - ETA: 10s - loss: 0.3681 - accuracy: 0.8224
115/296 [==========>...................] - ETA: 10s - loss: 0.3671 - accuracy: 0.8228
116/296 [==========>...................] - ETA: 10s - loss: 0.3675 - accuracy: 0.8238
117/296 [==========>...................] - ETA: 10s - loss: 0.3662 - accuracy: 0.8248
118/296 [==========>...................] - ETA: 10s - loss: 0.3652 - accuracy: 0.8247
119/296 [===========>..................] - ETA: 10s - loss: 0.3627 - accuracy: 0.8262
120/296 [===========>..................] - ETA: 10s - loss: 0.3619 - accuracy: 0.8266
121/296 [===========>..................] - ETA: 10s - loss: 0.3660 - accuracy: 0.8254
122/296 [===========>..................] - ETA: 10s - loss: 0.3642 - accuracy: 0.8263
123/296 [===========>..................] - ETA: 10s - loss: 0.3659 - accuracy: 0.8257
124/296 [===========>..................] - ETA: 10s - loss: 0.3654 - accuracy: 0.8261
125/296 [===========>..................] - ETA: 9s - loss: 0.3644 - accuracy: 0.8260 
126/296 [===========>..................] - ETA: 9s - loss: 0.3651 - accuracy: 0.8254
127/296 [===========>..................] - ETA: 9s - loss: 0.3644 - accuracy: 0.8258
128/296 [===========>..................] - ETA: 9s - loss: 0.3646 - accuracy: 0.8262
129/296 [============>.................] - ETA: 9s - loss: 0.3647 - accuracy: 0.8261
130/296 [============>.................] - ETA: 9s - loss: 0.3640 - accuracy: 0.8264
131/296 [============>.................] - ETA: 9s - loss: 0.3642 - accuracy: 0.8263
132/296 [============>.................] - ETA: 9s - loss: 0.3635 - accuracy: 0.8267
133/296 [============>.................] - ETA: 9s - loss: 0.3641 - accuracy: 0.8266
134/296 [============>.................] - ETA: 9s - loss: 0.3649 - accuracy: 0.8265
135/296 [============>.................] - ETA: 9s - loss: 0.3644 - accuracy: 0.8269
136/296 [============>.................] - ETA: 9s - loss: 0.3647 - accuracy: 0.8263
137/296 [============>.................] - ETA: 9s - loss: 0.3653 - accuracy: 0.8253
138/296 [============>.................] - ETA: 9s - loss: 0.3653 - accuracy: 0.8252
139/296 [=============>................] - ETA: 9s - loss: 0.3648 - accuracy: 0.8260
140/296 [=============>................] - ETA: 9s - loss: 0.3649 - accuracy: 0.8250
141/296 [=============>................] - ETA: 9s - loss: 0.3643 - accuracy: 0.8258
142/296 [=============>................] - ETA: 8s - loss: 0.3644 - accuracy: 0.8257
143/296 [=============>................] - ETA: 8s - loss: 0.3642 - accuracy: 0.8260
144/296 [=============>................] - ETA: 8s - loss: 0.3646 - accuracy: 0.8251
145/296 [=============>................] - ETA: 8s - loss: 0.3638 - accuracy: 0.8254
146/296 [=============>................] - ETA: 8s - loss: 0.3641 - accuracy: 0.8249
147/296 [=============>................] - ETA: 8s - loss: 0.3639 - accuracy: 0.8248
148/296 [==============>...............] - ETA: 8s - loss: 0.3625 - accuracy: 0.8260
149/296 [==============>...............] - ETA: 8s - loss: 0.3639 - accuracy: 0.8251
150/296 [==============>...............] - ETA: 8s - loss: 0.3630 - accuracy: 0.8254
151/296 [==============>...............] - ETA: 8s - loss: 0.3624 - accuracy: 0.8253
152/296 [==============>...............] - ETA: 8s - loss: 0.3653 - accuracy: 0.8257
153/296 [==============>...............] - ETA: 8s - loss: 0.3645 - accuracy: 0.8260
154/296 [==============>...............] - ETA: 8s - loss: 0.3655 - accuracy: 0.8255
155/296 [==============>...............] - ETA: 8s - loss: 0.3654 - accuracy: 0.8254
156/296 [==============>...............] - ETA: 8s - loss: 0.3664 - accuracy: 0.8245
157/296 [==============>...............] - ETA: 8s - loss: 0.3662 - accuracy: 0.8248
158/296 [===============>..............] - ETA: 8s - loss: 0.3650 - accuracy: 0.8256
159/296 [===============>..............] - ETA: 7s - loss: 0.3653 - accuracy: 0.8247
160/296 [===============>..............] - ETA: 7s - loss: 0.3648 - accuracy: 0.8254
161/296 [===============>..............] - ETA: 7s - loss: 0.3659 - accuracy: 0.8253
162/296 [===============>..............] - ETA: 7s - loss: 0.3661 - accuracy: 0.8252
163/296 [===============>..............] - ETA: 7s - loss: 0.3659 - accuracy: 0.8255
164/296 [===============>..............] - ETA: 7s - loss: 0.3655 - accuracy: 0.8258
165/296 [===============>..............] - ETA: 7s - loss: 0.3656 - accuracy: 0.8254
166/296 [===============>..............] - ETA: 7s - loss: 0.3664 - accuracy: 0.8253
167/296 [===============>..............] - ETA: 7s - loss: 0.3671 - accuracy: 0.8249
168/296 [================>.............] - ETA: 7s - loss: 0.3658 - accuracy: 0.8259
169/296 [================>.............] - ETA: 7s - loss: 0.3650 - accuracy: 0.8262
170/296 [================>.............] - ETA: 7s - loss: 0.3662 - accuracy: 0.8254
171/296 [================>.............] - ETA: 7s - loss: 0.3665 - accuracy: 0.8253
172/296 [================>.............] - ETA: 7s - loss: 0.3669 - accuracy: 0.8249
173/296 [================>.............] - ETA: 7s - loss: 0.3663 - accuracy: 0.8251
174/296 [================>.............] - ETA: 7s - loss: 0.3658 - accuracy: 0.8254
175/296 [================>.............] - ETA: 7s - loss: 0.3658 - accuracy: 0.8254
176/296 [================>.............] - ETA: 6s - loss: 0.3656 - accuracy: 0.8253
177/296 [================>.............] - ETA: 6s - loss: 0.3657 - accuracy: 0.8252
178/296 [=================>............] - ETA: 6s - loss: 0.3648 - accuracy: 0.8255
179/296 [=================>............] - ETA: 6s - loss: 0.3653 - accuracy: 0.8247
180/296 [=================>............] - ETA: 6s - loss: 0.3655 - accuracy: 0.8250
181/296 [=================>............] - ETA: 6s - loss: 0.3655 - accuracy: 0.8246
182/296 [=================>............] - ETA: 6s - loss: 0.3648 - accuracy: 0.8252
183/296 [=================>............] - ETA: 6s - loss: 0.3649 - accuracy: 0.8251
184/296 [=================>............] - ETA: 6s - loss: 0.3645 - accuracy: 0.8251
185/296 [=================>............] - ETA: 6s - loss: 0.3644 - accuracy: 0.8253
186/296 [=================>............] - ETA: 6s - loss: 0.3658 - accuracy: 0.8246
187/296 [=================>............] - ETA: 6s - loss: 0.3655 - accuracy: 0.8249
188/296 [==================>...........] - ETA: 6s - loss: 0.3655 - accuracy: 0.8248
189/296 [==================>...........] - ETA: 6s - loss: 0.3650 - accuracy: 0.8251
190/296 [==================>...........] - ETA: 6s - loss: 0.3644 - accuracy: 0.8250
191/296 [==================>...........] - ETA: 6s - loss: 0.3639 - accuracy: 0.8256
192/296 [==================>...........] - ETA: 6s - loss: 0.3639 - accuracy: 0.8262
193/296 [==================>...........] - ETA: 6s - loss: 0.3629 - accuracy: 0.8264
194/296 [==================>...........] - ETA: 5s - loss: 0.3630 - accuracy: 0.8267
195/296 [==================>...........] - ETA: 5s - loss: 0.3629 - accuracy: 0.8266
196/296 [==================>...........] - ETA: 5s - loss: 0.3628 - accuracy: 0.8268
197/296 [==================>...........] - ETA: 5s - loss: 0.3624 - accuracy: 0.8271
198/296 [===================>..........] - ETA: 5s - loss: 0.3622 - accuracy: 0.8273
199/296 [===================>..........] - ETA: 5s - loss: 0.3630 - accuracy: 0.8269
200/296 [===================>..........] - ETA: 5s - loss: 0.3632 - accuracy: 0.8263
201/296 [===================>..........] - ETA: 5s - loss: 0.3642 - accuracy: 0.8256
202/296 [===================>..........] - ETA: 5s - loss: 0.3652 - accuracy: 0.8249
203/296 [===================>..........] - ETA: 5s - loss: 0.3649 - accuracy: 0.8248
204/296 [===================>..........] - ETA: 5s - loss: 0.3654 - accuracy: 0.8244
205/296 [===================>..........] - ETA: 5s - loss: 0.3648 - accuracy: 0.8244
206/296 [===================>..........] - ETA: 5s - loss: 0.3647 - accuracy: 0.8246
207/296 [===================>..........] - ETA: 5s - loss: 0.3646 - accuracy: 0.8249
208/296 [====================>.........] - ETA: 5s - loss: 0.3634 - accuracy: 0.8257
209/296 [====================>.........] - ETA: 5s - loss: 0.3619 - accuracy: 0.8266
210/296 [====================>.........] - ETA: 5s - loss: 0.3609 - accuracy: 0.8271
211/296 [====================>.........] - ETA: 4s - loss: 0.3604 - accuracy: 0.8276
212/296 [====================>.........] - ETA: 4s - loss: 0.3598 - accuracy: 0.8281
213/296 [====================>.........] - ETA: 4s - loss: 0.3596 - accuracy: 0.8283
214/296 [====================>.........] - ETA: 4s - loss: 0.3604 - accuracy: 0.8277
215/296 [====================>.........] - ETA: 4s - loss: 0.3603 - accuracy: 0.8276
216/296 [====================>.........] - ETA: 4s - loss: 0.3602 - accuracy: 0.8278
217/296 [====================>.........] - ETA: 4s - loss: 0.3612 - accuracy: 0.8272
218/296 [=====================>........] - ETA: 4s - loss: 0.3611 - accuracy: 0.8274
219/296 [=====================>........] - ETA: 4s - loss: 0.3613 - accuracy: 0.8273
220/296 [=====================>........] - ETA: 4s - loss: 0.3615 - accuracy: 0.8273
221/296 [=====================>........] - ETA: 4s - loss: 0.3610 - accuracy: 0.8275
222/296 [=====================>........] - ETA: 4s - loss: 0.3618 - accuracy: 0.8277
223/296 [=====================>........] - ETA: 4s - loss: 0.3623 - accuracy: 0.8271
224/296 [=====================>........] - ETA: 4s - loss: 0.3613 - accuracy: 0.8276
225/296 [=====================>........] - ETA: 4s - loss: 0.3635 - accuracy: 0.8261
226/296 [=====================>........] - ETA: 4s - loss: 0.3634 - accuracy: 0.8261
227/296 [======================>.......] - ETA: 4s - loss: 0.3644 - accuracy: 0.8257
228/296 [======================>.......] - ETA: 3s - loss: 0.3652 - accuracy: 0.8259
229/296 [======================>.......] - ETA: 3s - loss: 0.3648 - accuracy: 0.8264
230/296 [======================>.......] - ETA: 3s - loss: 0.3657 - accuracy: 0.8253
231/296 [======================>.......] - ETA: 3s - loss: 0.3659 - accuracy: 0.8252
232/296 [======================>.......] - ETA: 3s - loss: 0.3660 - accuracy: 0.8254
233/296 [======================>.......] - ETA: 3s - loss: 0.3653 - accuracy: 0.8262
234/296 [======================>.......] - ETA: 3s - loss: 0.3661 - accuracy: 0.8261
235/296 [======================>.......] - ETA: 3s - loss: 0.3655 - accuracy: 0.8266
236/296 [======================>.......] - ETA: 3s - loss: 0.3657 - accuracy: 0.8268
237/296 [=======================>......] - ETA: 3s - loss: 0.3663 - accuracy: 0.8265
238/296 [=======================>......] - ETA: 3s - loss: 0.3662 - accuracy: 0.8269
239/296 [=======================>......] - ETA: 3s - loss: 0.3663 - accuracy: 0.8271
240/296 [=======================>......] - ETA: 3s - loss: 0.3664 - accuracy: 0.8268
241/296 [=======================>......] - ETA: 3s - loss: 0.3659 - accuracy: 0.8273
242/296 [=======================>......] - ETA: 3s - loss: 0.3663 - accuracy: 0.8270
243/296 [=======================>......] - ETA: 3s - loss: 0.3667 - accuracy: 0.8266
244/296 [=======================>......] - ETA: 3s - loss: 0.3669 - accuracy: 0.8266
245/296 [=======================>......] - ETA: 2s - loss: 0.3667 - accuracy: 0.8268
246/296 [=======================>......] - ETA: 2s - loss: 0.3675 - accuracy: 0.8267
247/296 [========================>.....] - ETA: 2s - loss: 0.3678 - accuracy: 0.8267
248/296 [========================>.....] - ETA: 2s - loss: 0.3683 - accuracy: 0.8264
249/296 [========================>.....] - ETA: 2s - loss: 0.3680 - accuracy: 0.8268
250/296 [========================>.....] - ETA: 2s - loss: 0.3682 - accuracy: 0.8267
251/296 [========================>.....] - ETA: 2s - loss: 0.3687 - accuracy: 0.8262
252/296 [========================>.....] - ETA: 2s - loss: 0.3687 - accuracy: 0.8264
253/296 [========================>.....] - ETA: 2s - loss: 0.3686 - accuracy: 0.8266
254/296 [========================>.....] - ETA: 2s - loss: 0.3683 - accuracy: 0.8268
255/296 [========================>.....] - ETA: 2s - loss: 0.3685 - accuracy: 0.8265
256/296 [========================>.....] - ETA: 2s - loss: 0.3682 - accuracy: 0.8269
257/296 [=========================>....] - ETA: 2s - loss: 0.3674 - accuracy: 0.8276
258/296 [=========================>....] - ETA: 2s - loss: 0.3672 - accuracy: 0.8280
259/296 [=========================>....] - ETA: 2s - loss: 0.3680 - accuracy: 0.8277
260/296 [=========================>....] - ETA: 2s - loss: 0.3674 - accuracy: 0.8281
261/296 [=========================>....] - ETA: 2s - loss: 0.3685 - accuracy: 0.8273
262/296 [=========================>....] - ETA: 1s - loss: 0.3685 - accuracy: 0.8271
263/296 [=========================>....] - ETA: 1s - loss: 0.3692 - accuracy: 0.8265
264/296 [=========================>....] - ETA: 1s - loss: 0.3692 - accuracy: 0.8265
265/296 [=========================>....] - ETA: 1s - loss: 0.3693 - accuracy: 0.8264
266/296 [=========================>....] - ETA: 1s - loss: 0.3692 - accuracy: 0.8261
267/296 [==========================>...] - ETA: 1s - loss: 0.3694 - accuracy: 0.8261
268/296 [==========================>...] - ETA: 1s - loss: 0.3700 - accuracy: 0.8258
269/296 [==========================>...] - ETA: 1s - loss: 0.3701 - accuracy: 0.8255
270/296 [==========================>...] - ETA: 1s - loss: 0.3706 - accuracy: 0.8250
271/296 [==========================>...] - ETA: 1s - loss: 0.3710 - accuracy: 0.8252
272/296 [==========================>...] - ETA: 1s - loss: 0.3704 - accuracy: 0.8256
273/296 [==========================>...] - ETA: 1s - loss: 0.3699 - accuracy: 0.8258
274/296 [==========================>...] - ETA: 1s - loss: 0.3701 - accuracy: 0.8255
275/296 [==========================>...] - ETA: 1s - loss: 0.3704 - accuracy: 0.8255
276/296 [==========================>...] - ETA: 1s - loss: 0.3705 - accuracy: 0.8252
277/296 [===========================>..] - ETA: 1s - loss: 0.3705 - accuracy: 0.8254
278/296 [===========================>..] - ETA: 1s - loss: 0.3703 - accuracy: 0.8253
279/296 [===========================>..] - ETA: 0s - loss: 0.3708 - accuracy: 0.8250
280/296 [===========================>..] - ETA: 0s - loss: 0.3712 - accuracy: 0.8250
281/296 [===========================>..] - ETA: 0s - loss: 0.3716 - accuracy: 0.8245
282/296 [===========================>..] - ETA: 0s - loss: 0.3714 - accuracy: 0.8249
283/296 [===========================>..] - ETA: 0s - loss: 0.3708 - accuracy: 0.8253
284/296 [===========================>..] - ETA: 0s - loss: 0.3705 - accuracy: 0.8257
285/296 [===========================>..] - ETA: 0s - loss: 0.3708 - accuracy: 0.8257
286/296 [===========================>..] - ETA: 0s - loss: 0.3716 - accuracy: 0.8252
287/296 [============================>.] - ETA: 0s - loss: 0.3712 - accuracy: 0.8256
288/296 [============================>.] - ETA: 0s - loss: 0.3714 - accuracy: 0.8255
289/296 [============================>.] - ETA: 0s - loss: 0.3712 - accuracy: 0.8257
290/296 [============================>.] - ETA: 0s - loss: 0.3711 - accuracy: 0.8261
291/296 [============================>.] - ETA: 0s - loss: 0.3708 - accuracy: 0.8262
292/296 [============================>.] - ETA: 0s - loss: 0.3701 - accuracy: 0.8268
293/296 [============================>.] - ETA: 0s - loss: 0.3698 - accuracy: 0.8270
294/296 [============================>.] - ETA: 0s - loss: 0.3705 - accuracy: 0.8267
295/296 [============================>.] - ETA: 0s - loss: 0.3709 - accuracy: 0.8263
296/296 [==============================] - 17s 58ms/step - loss: 0.3709 - accuracy: 0.8263

296/296 [==============================] - 19s 63ms/step - loss: 0.3709 - accuracy: 0.8263 - val_loss: 0.3873 - val_accuracy: 0.8231
Epoch 33/50

  1/296 [..............................] - ETA: 16s - loss: 0.3611 - accuracy: 0.8750
  2/296 [..............................] - ETA: 16s - loss: 0.3444 - accuracy: 0.8125
  3/296 [..............................] - ETA: 16s - loss: 0.3357 - accuracy: 0.7917
  4/296 [..............................] - ETA: 16s - loss: 0.3724 - accuracy: 0.7812
  5/296 [..............................] - ETA: 16s - loss: 0.3722 - accuracy: 0.7875
  6/296 [..............................] - ETA: 16s - loss: 0.3619 - accuracy: 0.8021
  7/296 [..............................] - ETA: 16s - loss: 0.3646 - accuracy: 0.8036
  8/296 [..............................] - ETA: 16s - loss: 0.3713 - accuracy: 0.7969
  9/296 [..............................] - ETA: 16s - loss: 0.3802 - accuracy: 0.7917
 10/296 [>.............................] - ETA: 16s - loss: 0.3820 - accuracy: 0.8000
 11/296 [>.............................] - ETA: 16s - loss: 0.3980 - accuracy: 0.7841
 12/296 [>.............................] - ETA: 16s - loss: 0.3903 - accuracy: 0.7917
 13/296 [>.............................] - ETA: 15s - loss: 0.4019 - accuracy: 0.7885
 14/296 [>.............................] - ETA: 15s - loss: 0.4008 - accuracy: 0.7857
 15/296 [>.............................] - ETA: 15s - loss: 0.4074 - accuracy: 0.7833
 16/296 [>.............................] - ETA: 15s - loss: 0.4103 - accuracy: 0.7812
 17/296 [>.............................] - ETA: 15s - loss: 0.4322 - accuracy: 0.7757
 18/296 [>.............................] - ETA: 15s - loss: 0.4294 - accuracy: 0.7812
 19/296 [>.............................] - ETA: 15s - loss: 0.4241 - accuracy: 0.7796
 20/296 [=>............................] - ETA: 15s - loss: 0.4143 - accuracy: 0.7875
 21/296 [=>............................] - ETA: 15s - loss: 0.4086 - accuracy: 0.7917
 22/296 [=>............................] - ETA: 15s - loss: 0.4042 - accuracy: 0.7926
 23/296 [=>............................] - ETA: 15s - loss: 0.3972 - accuracy: 0.7989
 24/296 [=>............................] - ETA: 15s - loss: 0.3931 - accuracy: 0.8021
 25/296 [=>............................] - ETA: 15s - loss: 0.3953 - accuracy: 0.8000
 26/296 [=>............................] - ETA: 15s - loss: 0.3913 - accuracy: 0.8029
 27/296 [=>............................] - ETA: 15s - loss: 0.3844 - accuracy: 0.8079
 28/296 [=>............................] - ETA: 15s - loss: 0.3842 - accuracy: 0.8080
 29/296 [=>............................] - ETA: 15s - loss: 0.3850 - accuracy: 0.8060
 30/296 [==>...........................] - ETA: 15s - loss: 0.3834 - accuracy: 0.8062
 31/296 [==>...........................] - ETA: 15s - loss: 0.3769 - accuracy: 0.8125
 32/296 [==>...........................] - ETA: 15s - loss: 0.3743 - accuracy: 0.8164
 33/296 [==>...........................] - ETA: 15s - loss: 0.3738 - accuracy: 0.8182
 34/296 [==>...........................] - ETA: 15s - loss: 0.3689 - accuracy: 0.8217
 35/296 [==>...........................] - ETA: 15s - loss: 0.3647 - accuracy: 0.8250
 36/296 [==>...........................] - ETA: 15s - loss: 0.3658 - accuracy: 0.8247
 37/296 [==>...........................] - ETA: 15s - loss: 0.3741 - accuracy: 0.8176
 38/296 [==>...........................] - ETA: 14s - loss: 0.3732 - accuracy: 0.8174
 39/296 [==>...........................] - ETA: 14s - loss: 0.3757 - accuracy: 0.8141
 40/296 [===>..........................] - ETA: 14s - loss: 0.3746 - accuracy: 0.8141
 41/296 [===>..........................] - ETA: 14s - loss: 0.3766 - accuracy: 0.8125
 42/296 [===>..........................] - ETA: 14s - loss: 0.3714 - accuracy: 0.8170
 43/296 [===>..........................] - ETA: 14s - loss: 0.3695 - accuracy: 0.8183
 44/296 [===>..........................] - ETA: 14s - loss: 0.3651 - accuracy: 0.8224
 45/296 [===>..........................] - ETA: 14s - loss: 0.3743 - accuracy: 0.8222
 46/296 [===>..........................] - ETA: 14s - loss: 0.3754 - accuracy: 0.8234
 47/296 [===>..........................] - ETA: 14s - loss: 0.3801 - accuracy: 0.8231
 48/296 [===>..........................] - ETA: 14s - loss: 0.3760 - accuracy: 0.8255
 49/296 [===>..........................] - ETA: 14s - loss: 0.3731 - accuracy: 0.8265
 50/296 [====>.........................] - ETA: 14s - loss: 0.3731 - accuracy: 0.8275
 51/296 [====>.........................] - ETA: 14s - loss: 0.3705 - accuracy: 0.8297
 52/296 [====>.........................] - ETA: 14s - loss: 0.3716 - accuracy: 0.8293
 53/296 [====>.........................] - ETA: 14s - loss: 0.3723 - accuracy: 0.8278
 54/296 [====>.........................] - ETA: 14s - loss: 0.3678 - accuracy: 0.8299
 55/296 [====>.........................] - ETA: 14s - loss: 0.3659 - accuracy: 0.8318
 56/296 [====>.........................] - ETA: 13s - loss: 0.3646 - accuracy: 0.8315
 57/296 [====>.........................] - ETA: 13s - loss: 0.3650 - accuracy: 0.8300
 58/296 [====>.........................] - ETA: 13s - loss: 0.3638 - accuracy: 0.8297
 59/296 [====>.........................] - ETA: 13s - loss: 0.3614 - accuracy: 0.8305
 60/296 [=====>........................] - ETA: 13s - loss: 0.3600 - accuracy: 0.8313
 61/296 [=====>........................] - ETA: 13s - loss: 0.3582 - accuracy: 0.8330
 62/296 [=====>........................] - ETA: 13s - loss: 0.3612 - accuracy: 0.8327
 63/296 [=====>........................] - ETA: 13s - loss: 0.3616 - accuracy: 0.8323
 64/296 [=====>........................] - ETA: 13s - loss: 0.3615 - accuracy: 0.8320
 65/296 [=====>........................] - ETA: 13s - loss: 0.3644 - accuracy: 0.8298
 66/296 [=====>........................] - ETA: 13s - loss: 0.3632 - accuracy: 0.8295
 67/296 [=====>........................] - ETA: 13s - loss: 0.3628 - accuracy: 0.8312
 68/296 [=====>........................] - ETA: 13s - loss: 0.3604 - accuracy: 0.8318
 69/296 [=====>........................] - ETA: 13s - loss: 0.3599 - accuracy: 0.8333
 70/296 [======>.......................] - ETA: 13s - loss: 0.3595 - accuracy: 0.8330
 71/296 [======>.......................] - ETA: 13s - loss: 0.3629 - accuracy: 0.8310
 72/296 [======>.......................] - ETA: 13s - loss: 0.3611 - accuracy: 0.8316
 73/296 [======>.......................] - ETA: 12s - loss: 0.3607 - accuracy: 0.8305
 74/296 [======>.......................] - ETA: 12s - loss: 0.3582 - accuracy: 0.8319
 75/296 [======>.......................] - ETA: 12s - loss: 0.3573 - accuracy: 0.8317
 76/296 [======>.......................] - ETA: 12s - loss: 0.3622 - accuracy: 0.8298
 77/296 [======>.......................] - ETA: 12s - loss: 0.3632 - accuracy: 0.8279
 78/296 [======>.......................] - ETA: 12s - loss: 0.3614 - accuracy: 0.8285
 79/296 [=======>......................] - ETA: 12s - loss: 0.3607 - accuracy: 0.8283
 80/296 [=======>......................] - ETA: 12s - loss: 0.3597 - accuracy: 0.8281
 81/296 [=======>......................] - ETA: 12s - loss: 0.3584 - accuracy: 0.8279
 82/296 [=======>......................] - ETA: 12s - loss: 0.3608 - accuracy: 0.8277
 83/296 [=======>......................] - ETA: 12s - loss: 0.3621 - accuracy: 0.8268
 84/296 [=======>......................] - ETA: 12s - loss: 0.3617 - accuracy: 0.8281
 85/296 [=======>......................] - ETA: 12s - loss: 0.3635 - accuracy: 0.8279
 86/296 [=======>......................] - ETA: 12s - loss: 0.3622 - accuracy: 0.8285
 87/296 [=======>......................] - ETA: 12s - loss: 0.3606 - accuracy: 0.8297
 88/296 [=======>......................] - ETA: 12s - loss: 0.3601 - accuracy: 0.8295
 89/296 [========>.....................] - ETA: 12s - loss: 0.3591 - accuracy: 0.8308
 90/296 [========>.....................] - ETA: 11s - loss: 0.3604 - accuracy: 0.8292
 91/296 [========>.....................] - ETA: 11s - loss: 0.3583 - accuracy: 0.8310
 92/296 [========>.....................] - ETA: 11s - loss: 0.3587 - accuracy: 0.8315
 93/296 [========>.....................] - ETA: 11s - loss: 0.3588 - accuracy: 0.8320
 94/296 [========>.....................] - ETA: 11s - loss: 0.3592 - accuracy: 0.8318
 95/296 [========>.....................] - ETA: 11s - loss: 0.3578 - accuracy: 0.8322
 96/296 [========>.....................] - ETA: 11s - loss: 0.3555 - accuracy: 0.8333
 97/296 [========>.....................] - ETA: 11s - loss: 0.3534 - accuracy: 0.8344
 98/296 [========>.....................] - ETA: 11s - loss: 0.3530 - accuracy: 0.8348
 99/296 [=========>....................] - ETA: 11s - loss: 0.3524 - accuracy: 0.8352
100/296 [=========>....................] - ETA: 11s - loss: 0.3507 - accuracy: 0.8363
101/296 [=========>....................] - ETA: 11s - loss: 0.3521 - accuracy: 0.8354
102/296 [=========>....................] - ETA: 11s - loss: 0.3518 - accuracy: 0.8358
103/296 [=========>....................] - ETA: 11s - loss: 0.3506 - accuracy: 0.8368
104/296 [=========>....................] - ETA: 11s - loss: 0.3508 - accuracy: 0.8365
105/296 [=========>....................] - ETA: 11s - loss: 0.3548 - accuracy: 0.8351
106/296 [=========>....................] - ETA: 11s - loss: 0.3558 - accuracy: 0.8343
107/296 [=========>....................] - ETA: 11s - loss: 0.3551 - accuracy: 0.8347
108/296 [=========>....................] - ETA: 10s - loss: 0.3548 - accuracy: 0.8345
109/296 [==========>...................] - ETA: 10s - loss: 0.3546 - accuracy: 0.8343
110/296 [==========>...................] - ETA: 10s - loss: 0.3536 - accuracy: 0.8352
111/296 [==========>...................] - ETA: 10s - loss: 0.3541 - accuracy: 0.8350
112/296 [==========>...................] - ETA: 10s - loss: 0.3536 - accuracy: 0.8354
113/296 [==========>...................] - ETA: 10s - loss: 0.3517 - accuracy: 0.8368
114/296 [==========>...................] - ETA: 10s - loss: 0.3526 - accuracy: 0.8355
115/296 [==========>...................] - ETA: 10s - loss: 0.3520 - accuracy: 0.8353
116/296 [==========>...................] - ETA: 10s - loss: 0.3525 - accuracy: 0.8351
117/296 [==========>...................] - ETA: 10s - loss: 0.3522 - accuracy: 0.8344
118/296 [==========>...................] - ETA: 10s - loss: 0.3507 - accuracy: 0.8353
119/296 [===========>..................] - ETA: 10s - loss: 0.3512 - accuracy: 0.8340
120/296 [===========>..................] - ETA: 10s - loss: 0.3507 - accuracy: 0.8344
121/296 [===========>..................] - ETA: 10s - loss: 0.3513 - accuracy: 0.8347
122/296 [===========>..................] - ETA: 10s - loss: 0.3508 - accuracy: 0.8345
123/296 [===========>..................] - ETA: 10s - loss: 0.3524 - accuracy: 0.8328
124/296 [===========>..................] - ETA: 10s - loss: 0.3519 - accuracy: 0.8332
125/296 [===========>..................] - ETA: 9s - loss: 0.3506 - accuracy: 0.8345 
126/296 [===========>..................] - ETA: 9s - loss: 0.3501 - accuracy: 0.8353
127/296 [===========>..................] - ETA: 9s - loss: 0.3489 - accuracy: 0.8356
128/296 [===========>..................] - ETA: 9s - loss: 0.3481 - accuracy: 0.8364
129/296 [============>.................] - ETA: 9s - loss: 0.3491 - accuracy: 0.8353
130/296 [============>.................] - ETA: 9s - loss: 0.3481 - accuracy: 0.8351
131/296 [============>.................] - ETA: 9s - loss: 0.3475 - accuracy: 0.8354
132/296 [============>.................] - ETA: 9s - loss: 0.3484 - accuracy: 0.8357
133/296 [============>.................] - ETA: 9s - loss: 0.3490 - accuracy: 0.8351
134/296 [============>.................] - ETA: 9s - loss: 0.3502 - accuracy: 0.8340
135/296 [============>.................] - ETA: 9s - loss: 0.3507 - accuracy: 0.8343
136/296 [============>.................] - ETA: 9s - loss: 0.3514 - accuracy: 0.8341
137/296 [============>.................] - ETA: 9s - loss: 0.3533 - accuracy: 0.8335
138/296 [============>.................] - ETA: 9s - loss: 0.3570 - accuracy: 0.8324
139/296 [=============>................] - ETA: 9s - loss: 0.3569 - accuracy: 0.8314
140/296 [=============>................] - ETA: 9s - loss: 0.3557 - accuracy: 0.8321
141/296 [=============>................] - ETA: 9s - loss: 0.3550 - accuracy: 0.8324
142/296 [=============>................] - ETA: 8s - loss: 0.3552 - accuracy: 0.8323
143/296 [=============>................] - ETA: 8s - loss: 0.3560 - accuracy: 0.8322
144/296 [=============>................] - ETA: 8s - loss: 0.3548 - accuracy: 0.8333
145/296 [=============>................] - ETA: 8s - loss: 0.3552 - accuracy: 0.8336
146/296 [=============>................] - ETA: 8s - loss: 0.3548 - accuracy: 0.8343
147/296 [=============>................] - ETA: 8s - loss: 0.3542 - accuracy: 0.8346
148/296 [==============>...............] - ETA: 8s - loss: 0.3539 - accuracy: 0.8349
149/296 [==============>...............] - ETA: 8s - loss: 0.3530 - accuracy: 0.8352
150/296 [==============>...............] - ETA: 8s - loss: 0.3530 - accuracy: 0.8350
151/296 [==============>...............] - ETA: 8s - loss: 0.3541 - accuracy: 0.8340
152/296 [==============>...............] - ETA: 8s - loss: 0.3528 - accuracy: 0.8347
153/296 [==============>...............] - ETA: 8s - loss: 0.3525 - accuracy: 0.8350
154/296 [==============>...............] - ETA: 8s - loss: 0.3518 - accuracy: 0.8356
155/296 [==============>...............] - ETA: 8s - loss: 0.3518 - accuracy: 0.8359
156/296 [==============>...............] - ETA: 8s - loss: 0.3532 - accuracy: 0.8357
157/296 [==============>...............] - ETA: 8s - loss: 0.3522 - accuracy: 0.8360
158/296 [===============>..............] - ETA: 8s - loss: 0.3506 - accuracy: 0.8370
159/296 [===============>..............] - ETA: 7s - loss: 0.3504 - accuracy: 0.8373
160/296 [===============>..............] - ETA: 7s - loss: 0.3496 - accuracy: 0.8379
161/296 [===============>..............] - ETA: 7s - loss: 0.3493 - accuracy: 0.8377
162/296 [===============>..............] - ETA: 7s - loss: 0.3479 - accuracy: 0.8387
163/296 [===============>..............] - ETA: 7s - loss: 0.3493 - accuracy: 0.8382
164/296 [===============>..............] - ETA: 7s - loss: 0.3519 - accuracy: 0.8373
165/296 [===============>..............] - ETA: 7s - loss: 0.3531 - accuracy: 0.8364
166/296 [===============>..............] - ETA: 7s - loss: 0.3534 - accuracy: 0.8362
167/296 [===============>..............] - ETA: 7s - loss: 0.3541 - accuracy: 0.8357
168/296 [================>.............] - ETA: 7s - loss: 0.3546 - accuracy: 0.8356
169/296 [================>.............] - ETA: 7s - loss: 0.3542 - accuracy: 0.8358
170/296 [================>.............] - ETA: 7s - loss: 0.3544 - accuracy: 0.8360
171/296 [================>.............] - ETA: 7s - loss: 0.3555 - accuracy: 0.8359
172/296 [================>.............] - ETA: 7s - loss: 0.3569 - accuracy: 0.8350
173/296 [================>.............] - ETA: 7s - loss: 0.3565 - accuracy: 0.8356
174/296 [================>.............] - ETA: 7s - loss: 0.3567 - accuracy: 0.8355
175/296 [================>.............] - ETA: 7s - loss: 0.3566 - accuracy: 0.8350
176/296 [================>.............] - ETA: 6s - loss: 0.3581 - accuracy: 0.8335
177/296 [================>.............] - ETA: 6s - loss: 0.3583 - accuracy: 0.8330
178/296 [=================>............] - ETA: 6s - loss: 0.3584 - accuracy: 0.8332
179/296 [=================>............] - ETA: 6s - loss: 0.3579 - accuracy: 0.8338
180/296 [=================>............] - ETA: 6s - loss: 0.3574 - accuracy: 0.8344
181/296 [=================>............] - ETA: 6s - loss: 0.3582 - accuracy: 0.8336
182/296 [=================>............] - ETA: 6s - loss: 0.3586 - accuracy: 0.8331
183/296 [=================>............] - ETA: 6s - loss: 0.3574 - accuracy: 0.8340
184/296 [=================>............] - ETA: 6s - loss: 0.3577 - accuracy: 0.8332
185/296 [=================>............] - ETA: 6s - loss: 0.3568 - accuracy: 0.8334
186/296 [=================>............] - ETA: 6s - loss: 0.3569 - accuracy: 0.8337
187/296 [=================>............] - ETA: 6s - loss: 0.3580 - accuracy: 0.8329
188/296 [==================>...........] - ETA: 6s - loss: 0.3579 - accuracy: 0.8321
189/296 [==================>...........] - ETA: 6s - loss: 0.3578 - accuracy: 0.8320
190/296 [==================>...........] - ETA: 6s - loss: 0.3572 - accuracy: 0.8322
191/296 [==================>...........] - ETA: 6s - loss: 0.3573 - accuracy: 0.8325
192/296 [==================>...........] - ETA: 6s - loss: 0.3561 - accuracy: 0.8333
193/296 [==================>...........] - ETA: 6s - loss: 0.3566 - accuracy: 0.8329
194/296 [==================>...........] - ETA: 5s - loss: 0.3579 - accuracy: 0.8318
195/296 [==================>...........] - ETA: 5s - loss: 0.3592 - accuracy: 0.8311
196/296 [==================>...........] - ETA: 5s - loss: 0.3591 - accuracy: 0.8313
197/296 [==================>...........] - ETA: 5s - loss: 0.3587 - accuracy: 0.8309
198/296 [===================>..........] - ETA: 5s - loss: 0.3591 - accuracy: 0.8305
199/296 [===================>..........] - ETA: 5s - loss: 0.3586 - accuracy: 0.8304
200/296 [===================>..........] - ETA: 5s - loss: 0.3586 - accuracy: 0.8303
201/296 [===================>..........] - ETA: 5s - loss: 0.3576 - accuracy: 0.8312
202/296 [===================>..........] - ETA: 5s - loss: 0.3586 - accuracy: 0.8308
203/296 [===================>..........] - ETA: 5s - loss: 0.3588 - accuracy: 0.8307
204/296 [===================>..........] - ETA: 5s - loss: 0.3591 - accuracy: 0.8303
205/296 [===================>..........] - ETA: 5s - loss: 0.3593 - accuracy: 0.8296
206/296 [===================>..........] - ETA: 5s - loss: 0.3589 - accuracy: 0.8298
207/296 [===================>..........] - ETA: 5s - loss: 0.3589 - accuracy: 0.8303
208/296 [====================>.........] - ETA: 5s - loss: 0.3589 - accuracy: 0.8305
209/296 [====================>.........] - ETA: 5s - loss: 0.3585 - accuracy: 0.8310
210/296 [====================>.........] - ETA: 5s - loss: 0.3593 - accuracy: 0.8307
211/296 [====================>.........] - ETA: 4s - loss: 0.3597 - accuracy: 0.8306
212/296 [====================>.........] - ETA: 4s - loss: 0.3617 - accuracy: 0.8296
213/296 [====================>.........] - ETA: 4s - loss: 0.3615 - accuracy: 0.8301
214/296 [====================>.........] - ETA: 4s - loss: 0.3613 - accuracy: 0.8303
215/296 [====================>.........] - ETA: 4s - loss: 0.3617 - accuracy: 0.8302
216/296 [====================>.........] - ETA: 4s - loss: 0.3613 - accuracy: 0.8307
217/296 [====================>.........] - ETA: 4s - loss: 0.3607 - accuracy: 0.8309
218/296 [=====================>........] - ETA: 4s - loss: 0.3603 - accuracy: 0.8308
219/296 [=====================>........] - ETA: 4s - loss: 0.3605 - accuracy: 0.8308
220/296 [=====================>........] - ETA: 4s - loss: 0.3597 - accuracy: 0.8313
221/296 [=====================>........] - ETA: 4s - loss: 0.3602 - accuracy: 0.8309
222/296 [=====================>........] - ETA: 4s - loss: 0.3606 - accuracy: 0.8305
223/296 [=====================>........] - ETA: 4s - loss: 0.3605 - accuracy: 0.8304
224/296 [=====================>........] - ETA: 4s - loss: 0.3604 - accuracy: 0.8306
225/296 [=====================>........] - ETA: 4s - loss: 0.3601 - accuracy: 0.8308
226/296 [=====================>........] - ETA: 4s - loss: 0.3597 - accuracy: 0.8310
227/296 [======================>.......] - ETA: 4s - loss: 0.3610 - accuracy: 0.8301
228/296 [======================>.......] - ETA: 3s - loss: 0.3625 - accuracy: 0.8300
229/296 [======================>.......] - ETA: 3s - loss: 0.3627 - accuracy: 0.8300
230/296 [======================>.......] - ETA: 3s - loss: 0.3628 - accuracy: 0.8299
231/296 [======================>.......] - ETA: 3s - loss: 0.3631 - accuracy: 0.8295
232/296 [======================>.......] - ETA: 3s - loss: 0.3636 - accuracy: 0.8295
233/296 [======================>.......] - ETA: 3s - loss: 0.3636 - accuracy: 0.8297
234/296 [======================>.......] - ETA: 3s - loss: 0.3633 - accuracy: 0.8296
235/296 [======================>.......] - ETA: 3s - loss: 0.3630 - accuracy: 0.8298
236/296 [======================>.......] - ETA: 3s - loss: 0.3630 - accuracy: 0.8302
237/296 [=======================>......] - ETA: 3s - loss: 0.3629 - accuracy: 0.8304
238/296 [=======================>......] - ETA: 3s - loss: 0.3640 - accuracy: 0.8296
239/296 [=======================>......] - ETA: 3s - loss: 0.3656 - accuracy: 0.8282
240/296 [=======================>......] - ETA: 3s - loss: 0.3659 - accuracy: 0.8279
241/296 [=======================>......] - ETA: 3s - loss: 0.3661 - accuracy: 0.8275
242/296 [=======================>......] - ETA: 3s - loss: 0.3671 - accuracy: 0.8267
243/296 [=======================>......] - ETA: 3s - loss: 0.3673 - accuracy: 0.8266
244/296 [=======================>......] - ETA: 3s - loss: 0.3675 - accuracy: 0.8263
245/296 [=======================>......] - ETA: 2s - loss: 0.3677 - accuracy: 0.8263
246/296 [=======================>......] - ETA: 2s - loss: 0.3671 - accuracy: 0.8267
247/296 [========================>.....] - ETA: 2s - loss: 0.3671 - accuracy: 0.8264
248/296 [========================>.....] - ETA: 2s - loss: 0.3670 - accuracy: 0.8266
249/296 [========================>.....] - ETA: 2s - loss: 0.3674 - accuracy: 0.8266
250/296 [========================>.....] - ETA: 2s - loss: 0.3673 - accuracy: 0.8265
251/296 [========================>.....] - ETA: 2s - loss: 0.3671 - accuracy: 0.8267
252/296 [========================>.....] - ETA: 2s - loss: 0.3674 - accuracy: 0.8264
253/296 [========================>.....] - ETA: 2s - loss: 0.3680 - accuracy: 0.8256
254/296 [========================>.....] - ETA: 2s - loss: 0.3683 - accuracy: 0.8255
255/296 [========================>.....] - ETA: 2s - loss: 0.3688 - accuracy: 0.8257
256/296 [========================>.....] - ETA: 2s - loss: 0.3694 - accuracy: 0.8257
257/296 [=========================>....] - ETA: 2s - loss: 0.3689 - accuracy: 0.8256
258/296 [=========================>....] - ETA: 2s - loss: 0.3689 - accuracy: 0.8253
259/296 [=========================>....] - ETA: 2s - loss: 0.3694 - accuracy: 0.8248
260/296 [=========================>....] - ETA: 2s - loss: 0.3694 - accuracy: 0.8248
261/296 [=========================>....] - ETA: 2s - loss: 0.3696 - accuracy: 0.8247
262/296 [=========================>....] - ETA: 1s - loss: 0.3701 - accuracy: 0.8240
263/296 [=========================>....] - ETA: 1s - loss: 0.3693 - accuracy: 0.8244
264/296 [=========================>....] - ETA: 1s - loss: 0.3695 - accuracy: 0.8243
265/296 [=========================>....] - ETA: 1s - loss: 0.3699 - accuracy: 0.8241
266/296 [=========================>....] - ETA: 1s - loss: 0.3698 - accuracy: 0.8242
267/296 [==========================>...] - ETA: 1s - loss: 0.3697 - accuracy: 0.8240
268/296 [==========================>...] - ETA: 1s - loss: 0.3695 - accuracy: 0.8242
269/296 [==========================>...] - ETA: 1s - loss: 0.3700 - accuracy: 0.8241
270/296 [==========================>...] - ETA: 1s - loss: 0.3694 - accuracy: 0.8248
271/296 [==========================>...] - ETA: 1s - loss: 0.3694 - accuracy: 0.8247
272/296 [==========================>...] - ETA: 1s - loss: 0.3696 - accuracy: 0.8244
273/296 [==========================>...] - ETA: 1s - loss: 0.3696 - accuracy: 0.8244
274/296 [==========================>...] - ETA: 1s - loss: 0.3702 - accuracy: 0.8232
275/296 [==========================>...] - ETA: 1s - loss: 0.3701 - accuracy: 0.8232
276/296 [==========================>...] - ETA: 1s - loss: 0.3711 - accuracy: 0.8229
277/296 [===========================>..] - ETA: 1s - loss: 0.3711 - accuracy: 0.8231
278/296 [===========================>..] - ETA: 1s - loss: 0.3708 - accuracy: 0.8228
279/296 [===========================>..] - ETA: 0s - loss: 0.3708 - accuracy: 0.8228
280/296 [===========================>..] - ETA: 0s - loss: 0.3715 - accuracy: 0.8223
281/296 [===========================>..] - ETA: 0s - loss: 0.3713 - accuracy: 0.8225
282/296 [===========================>..] - ETA: 0s - loss: 0.3716 - accuracy: 0.8223
283/296 [===========================>..] - ETA: 0s - loss: 0.3721 - accuracy: 0.8220
284/296 [===========================>..] - ETA: 0s - loss: 0.3721 - accuracy: 0.8220
285/296 [===========================>..] - ETA: 0s - loss: 0.3722 - accuracy: 0.8217
286/296 [===========================>..] - ETA: 0s - loss: 0.3715 - accuracy: 0.8223
287/296 [============================>.] - ETA: 0s - loss: 0.3713 - accuracy: 0.8227
288/296 [============================>.] - ETA: 0s - loss: 0.3713 - accuracy: 0.8227
289/296 [============================>.] - ETA: 0s - loss: 0.3729 - accuracy: 0.8222
290/296 [============================>.] - ETA: 0s - loss: 0.3721 - accuracy: 0.8228
291/296 [============================>.] - ETA: 0s - loss: 0.3716 - accuracy: 0.8232
292/296 [============================>.] - ETA: 0s - loss: 0.3713 - accuracy: 0.8232
293/296 [============================>.] - ETA: 0s - loss: 0.3720 - accuracy: 0.8232
294/296 [============================>.] - ETA: 0s - loss: 0.3714 - accuracy: 0.8238
295/296 [============================>.] - ETA: 0s - loss: 0.3720 - accuracy: 0.8237
296/296 [==============================] - 17s 58ms/step - loss: 0.3715 - accuracy: 0.8239

296/296 [==============================] - 19s 63ms/step - loss: 0.3715 - accuracy: 0.8239 - val_loss: 0.3939 - val_accuracy: 0.8218

 1/50 [..............................] - ETA: 8s
 5/50 [==>...........................] - ETA: 0s
 9/50 [====>.........................] - ETA: 0s
13/50 [======>.......................] - ETA: 0s
17/50 [=========>....................] - ETA: 0s
21/50 [===========>..................] - ETA: 0s
25/50 [==============>...............] - ETA: 0s
29/50 [================>.............] - ETA: 0s
33/50 [==================>...........] - ETA: 0s
37/50 [=====================>........] - ETA: 0s
41/50 [=======================>......] - ETA: 0s
45/50 [==========================>...] - ETA: 0s
49/50 [============================>.] - ETA: 0s
50/50 [==============================] - 1s 16ms/step

50/50 [==============================] - 1s 16ms/step
Fold 3 Accuracy: 0.07006975 
Processing fold 4 
2024-04-27 21:35:10.635554: W tensorflow/core/common_runtime/bfc_allocator.cc:479] Allocator (GPU_0_bfc) ran out of memory trying to allocate 1.16GiB (rounded to 1245708288)requested by op Mul
If the cause is memory fragmentation maybe the environment variable 'TF_GPU_ALLOCATOR=cuda_malloc_async' will improve the situation. 
Current allocation summary follows.
Current allocation summary follows.
2024-04-27 21:35:10.636046: I tensorflow/core/common_runtime/bfc_allocator.cc:1033] BFCAllocator dump for GPU_0_bfc
2024-04-27 21:35:10.636274: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (256):  Total Chunks: 141, Chunks in use: 141. 35.2KiB allocated for chunks. 35.2KiB in use in bin. 9.9KiB client-requested in use in bin.
2024-04-27 21:35:10.636522: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (512):  Total Chunks: 29, Chunks in use: 29. 15.0KiB allocated for chunks. 15.0KiB in use in bin. 13.2KiB client-requested in use in bin.
2024-04-27 21:35:10.636836: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (1024):     Total Chunks: 20, Chunks in use: 20. 20.8KiB allocated for chunks. 20.8KiB in use in bin. 20.0KiB client-requested in use in bin.
2024-04-27 21:35:10.636990: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (2048):     Total Chunks: 19, Chunks in use: 19. 38.5KiB allocated for chunks. 38.5KiB in use in bin. 38.0KiB client-requested in use in bin.
2024-04-27 21:35:10.637295: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (4096):     Total Chunks: 11, Chunks in use: 10. 46.5KiB allocated for chunks. 40.0KiB in use in bin. 40.0KiB client-requested in use in bin.
2024-04-27 21:35:10.637496: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (8192):     Total Chunks: 9, Chunks in use: 9. 80.0KiB allocated for chunks. 80.0KiB in use in bin. 72.0KiB client-requested in use in bin.
2024-04-27 21:35:10.637630: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (16384):    Total Chunks: 10, Chunks in use: 8. 237.2KiB allocated for chunks. 192.0KiB in use in bin. 192.0KiB client-requested in use in bin.
2024-04-27 21:35:10.637871: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (32768):    Total Chunks: 15, Chunks in use: 11. 616.0KiB allocated for chunks. 414.8KiB in use in bin. 336.0KiB client-requested in use in bin.
2024-04-27 21:35:10.638091: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (65536):    Total Chunks: 8, Chunks in use: 8. 768.0KiB allocated for chunks. 768.0KiB in use in bin. 768.0KiB client-requested in use in bin.
2024-04-27 21:35:10.638298: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (131072):   Total Chunks: 12, Chunks in use: 11. 1.63MiB allocated for chunks. 1.44MiB in use in bin. 1.31MiB client-requested in use in bin.
2024-04-27 21:35:10.638549: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (262144):   Total Chunks: 10, Chunks in use: 10. 3.75MiB allocated for chunks. 3.75MiB in use in bin. 3.75MiB client-requested in use in bin.
2024-04-27 21:35:10.638823: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (524288):   Total Chunks: 10, Chunks in use: 9. 5.25MiB allocated for chunks. 4.50MiB in use in bin. 4.50MiB client-requested in use in bin.
2024-04-27 21:35:10.638999: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (1048576):  Total Chunks: 6, Chunks in use: 6. 9.00MiB allocated for chunks. 9.00MiB in use in bin. 9.00MiB client-requested in use in bin.
2024-04-27 21:35:10.639192: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (2097152):  Total Chunks: 6, Chunks in use: 4. 15.45MiB allocated for chunks. 9.65MiB in use in bin. 6.00MiB client-requested in use in bin.
2024-04-27 21:35:10.639349: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (4194304):  Total Chunks: 11, Chunks in use: 10. 66.00MiB allocated for chunks. 60.00MiB in use in bin. 60.00MiB client-requested in use in bin.
2024-04-27 21:35:10.639600: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (8388608):  Total Chunks: 2, Chunks in use: 0. 24.00MiB allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2024-04-27 21:35:10.639720: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (16777216):     Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2024-04-27 21:35:10.639920: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (33554432):     Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2024-04-27 21:35:10.640054: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (67108864):     Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2024-04-27 21:35:10.640310: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (134217728):    Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2024-04-27 21:35:10.640446: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (268435456):    Total Chunks: 12, Chunks in use: 10. 13.27GiB allocated for chunks. 11.60GiB in use in bin. 11.60GiB client-requested in use in bin.
2024-04-27 21:35:10.640671: I tensorflow/core/common_runtime/bfc_allocator.cc:1056] Bin for 1.16GiB was 256.00MiB, Chunk State: 
2024-04-27 21:35:10.640791: I tensorflow/core/common_runtime/bfc_allocator.cc:1062]   Size: 614.74MiB | Requested Size: 256B | in_use: 0 | bin_num: 20, prev:   Size: 384.0KiB | Requested Size: 384.0KiB | in_use: 1 | bin_num: -1
2024-04-27 21:35:10.641030: I tensorflow/core/common_runtime/bfc_allocator.cc:1062]   Size: 1.07GiB | Requested Size: 256B | in_use: 0 | bin_num: 20, prev:   Size: 6.00MiB | Requested Size: 6.00MiB | in_use: 1 | bin_num: -1, next:   Size: 1.16GiB | Requested Size: 1.16GiB | in_use: 1 | bin_num: -1
2024-04-27 21:35:10.641343: I tensorflow/core/common_runtime/bfc_allocator.cc:1069] Next region of size 14383316992
2024-04-27 21:35:10.641901: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800000 of size 256 next 1
2024-04-27 21:35:10.642023: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800100 of size 1280 next 2
2024-04-27 21:35:10.642133: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800600 of size 256 next 3
2024-04-27 21:35:10.642265: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800700 of size 256 next 4
2024-04-27 21:35:10.642339: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800800 of size 256 next 6
2024-04-27 21:35:10.642405: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800900 of size 256 next 7
2024-04-27 21:35:10.642472: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800a00 of size 256 next 5
2024-04-27 21:35:10.642572: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800b00 of size 256 next 8
2024-04-27 21:35:10.642729: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800c00 of size 256 next 13
2024-04-27 21:35:10.642835: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800d00 of size 256 next 11
2024-04-27 21:35:10.642904: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800e00 of size 256 next 9
2024-04-27 21:35:10.643028: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800f00 of size 512 next 10
2024-04-27 21:35:10.643097: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801100 of size 512 next 17
2024-04-27 21:35:10.643196: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801300 of size 256 next 12
2024-04-27 21:35:10.643360: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801400 of size 256 next 16
2024-04-27 21:35:10.643451: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801500 of size 1024 next 22
2024-04-27 21:35:10.643517: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801900 of size 256 next 20
2024-04-27 21:35:10.643586: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801a00 of size 256 next 21
2024-04-27 21:35:10.643738: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801b00 of size 2048 next 27
2024-04-27 21:35:10.643812: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09802300 of size 256 next 25
2024-04-27 21:35:10.643889: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09802400 of size 256 next 26
2024-04-27 21:35:10.644040: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09802500 of size 4096 next 32
2024-04-27 21:35:10.644125: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09803500 of size 256 next 30
2024-04-27 21:35:10.644206: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09803600 of size 256 next 31
2024-04-27 21:35:10.644289: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09803700 of size 2048 next 37
2024-04-27 21:35:10.644375: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09803f00 of size 256 next 35
2024-04-27 21:35:10.644575: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804000 of size 256 next 36
2024-04-27 21:35:10.644699: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804100 of size 1024 next 40
2024-04-27 21:35:10.644849: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804500 of size 256 next 41
2024-04-27 21:35:10.644943: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804600 of size 256 next 44
2024-04-27 21:35:10.645089: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804700 of size 512 next 45
2024-04-27 21:35:10.645272: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804900 of size 256 next 46
2024-04-27 21:35:10.645394: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804a00 of size 256 next 49
2024-04-27 21:35:10.645529: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804b00 of size 34304 next 14
2024-04-27 21:35:10.645615: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0980d100 of size 24576 next 15
2024-04-27 21:35:10.645716: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09813100 of size 98304 next 75
2024-04-27 21:35:10.645879: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0982b100 of size 32768 next 88
2024-04-27 21:35:10.645993: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09833100 of size 8192 next 90
2024-04-27 21:35:10.646076: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09835100 of size 256 next 92
2024-04-27 21:35:10.646145: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09835200 of size 512 next 93
2024-04-27 21:35:10.646312: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09835400 of size 256 next 94
2024-04-27 21:35:10.646419: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09835500 of size 24576 next 95
2024-04-27 21:35:10.646529: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0983b500 of size 256 next 96
2024-04-27 21:35:10.646679: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0983b600 of size 512 next 97
2024-04-27 21:35:10.646785: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0983b800 of size 1024 next 98
2024-04-27 21:35:10.646889: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0983bc00 of size 2048 next 100
2024-04-27 21:35:10.647042: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0983c400 of size 4096 next 102
2024-04-27 21:35:10.647135: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0983d400 of size 2048 next 104
2024-04-27 21:35:10.647234: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0983dc00 of size 1024 next 106
2024-04-27 21:35:10.647304: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0983e000 of size 512 next 108
2024-04-27 21:35:10.647374: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0983e200 of size 256 next 110
2024-04-27 21:35:10.647544: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0983e300 of size 8192 next 111
2024-04-27 21:35:10.647657: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840300 of size 256 next 112
2024-04-27 21:35:10.647742: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840400 of size 256 next 113
2024-04-27 21:35:10.647880: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840500 of size 256 next 114
2024-04-27 21:35:10.647950: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840600 of size 256 next 115
2024-04-27 21:35:10.648034: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840700 of size 256 next 116
2024-04-27 21:35:10.648190: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840800 of size 256 next 117
2024-04-27 21:35:10.648299: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840900 of size 256 next 118
2024-04-27 21:35:10.648392: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840a00 of size 256 next 119
2024-04-27 21:35:10.648508: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840b00 of size 256 next 120
2024-04-27 21:35:10.648579: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840c00 of size 256 next 121
2024-04-27 21:35:10.648648: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840d00 of size 256 next 122
2024-04-27 21:35:10.648757: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840e00 of size 256 next 123
2024-04-27 21:35:10.648932: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09840f00 of size 256 next 124
2024-04-27 21:35:10.649018: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09841000 of size 256 next 140
2024-04-27 21:35:10.649104: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09841100 of size 256 next 159
2024-04-27 21:35:10.649189: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09841200 of size 256 next 128
2024-04-27 21:35:10.649366: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09841300 of size 256 next 184
2024-04-27 21:35:10.649477: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09841400 of size 256 next 182
2024-04-27 21:35:10.649597: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09841500 of size 512 next 145
2024-04-27 21:35:10.649765: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09841700 of size 768 next 138
2024-04-27 21:35:10.649857: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09841a00 of size 512 next 137
2024-04-27 21:35:10.649989: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09841c00 of size 1024 next 133
2024-04-27 21:35:10.650098: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09842000 of size 2048 next 132
2024-04-27 21:35:10.650209: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09842800 of size 2304 next 19
2024-04-27 21:35:10.650363: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09843100 of size 98304 next 18
2024-04-27 21:35:10.650475: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0985b100 of size 393216 next 77
2024-04-27 21:35:10.650583: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b098bb100 of size 393216 next 24
2024-04-27 21:35:10.650736: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0991b100 of size 393216 next 23
2024-04-27 21:35:10.650873: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997b100 of size 256 next 51
2024-04-27 21:35:10.650976: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997b200 of size 256 next 50
2024-04-27 21:35:10.651128: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997b300 of size 256 next 52
2024-04-27 21:35:10.651230: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997b400 of size 256 next 56
2024-04-27 21:35:10.651328: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997b500 of size 256 next 57
2024-04-27 21:35:10.651489: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997b600 of size 256 next 55
2024-04-27 21:35:10.651586: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997b700 of size 256 next 60
2024-04-27 21:35:10.651682: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997b800 of size 256 next 58
2024-04-27 21:35:10.651816: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997b900 of size 256 next 61
2024-04-27 21:35:10.651918: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997ba00 of size 256 next 62
2024-04-27 21:35:10.652051: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997bb00 of size 256 next 63
2024-04-27 21:35:10.652159: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997bc00 of size 256 next 64
2024-04-27 21:35:10.652269: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997bd00 of size 256 next 65
2024-04-27 21:35:10.652421: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997be00 of size 256 next 66
2024-04-27 21:35:10.652512: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997bf00 of size 256 next 67
2024-04-27 21:35:10.652594: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997c000 of size 256 next 68
2024-04-27 21:35:10.652739: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997c100 of size 256 next 69
2024-04-27 21:35:10.652824: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997c200 of size 256 next 70
2024-04-27 21:35:10.652909: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997c300 of size 256 next 71
2024-04-27 21:35:10.652992: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997c400 of size 512 next 72
2024-04-27 21:35:10.653124: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997c600 of size 256 next 73
2024-04-27 21:35:10.653209: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997c700 of size 256 next 74
2024-04-27 21:35:10.653297: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997c800 of size 512 next 76
2024-04-27 21:35:10.653383: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997ca00 of size 1024 next 78
2024-04-27 21:35:10.653558: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997ce00 of size 2048 next 79
2024-04-27 21:35:10.653673: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997d600 of size 4096 next 81
2024-04-27 21:35:10.653767: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997e600 of size 2048 next 83
2024-04-27 21:35:10.653848: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997ee00 of size 1024 next 85
2024-04-27 21:35:10.654011: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997f200 of size 512 next 87
2024-04-27 21:35:10.654117: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997f400 of size 256 next 89
2024-04-27 21:35:10.654255: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997f500 of size 256 next 91
2024-04-27 21:35:10.654365: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997f600 of size 256 next 59
2024-04-27 21:35:10.654472: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997f700 of size 15104 next 53
2024-04-27 21:35:10.654618: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09983200 of size 32768 next 54
2024-04-27 21:35:10.654726: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b0998b200 of size 65280 next 48
2024-04-27 21:35:10.654829: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0999b100 of size 131072 next 47
2024-04-27 21:35:10.654985: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b099bb100 of size 131072 next 86
2024-04-27 21:35:10.655085: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b099db100 of size 131072 next 43
2024-04-27 21:35:10.655186: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b099fb100 of size 524288 next 42
2024-04-27 21:35:10.655360: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09a7b100 of size 2097152 next 29
2024-04-27 21:35:10.655469: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09c7b100 of size 1572864 next 28
2024-04-27 21:35:10.655583: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b09dfb100 of size 12582912 next 34
2024-04-27 21:35:10.655724: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0a9fb100 of size 6291456 next 33
2024-04-27 21:35:10.655829: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0affb100 of size 6291456 next 80
2024-04-27 21:35:10.655938: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0b5fb100 of size 1245708288 next 82
2024-04-27 21:35:10.656098: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b559fb100 of size 524288 next 84
2024-04-27 21:35:10.656207: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b55a7b100 of size 1572864 next 99
2024-04-27 21:35:10.656316: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b55bfb100 of size 6291456 next 101
2024-04-27 21:35:10.656475: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b561fb100 of size 524288 next 105
2024-04-27 21:35:10.656583: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5627b100 of size 131072 next 107
2024-04-27 21:35:10.656735: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5629b100 of size 32768 next 109
2024-04-27 21:35:10.656839: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b562a3100 of size 1572864 next 346
2024-04-27 21:35:10.656949: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b56423100 of size 2262784 next 146
2024-04-27 21:35:10.657050: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5664b800 of size 524288 next 173
2024-04-27 21:35:10.657214: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b566cb800 of size 393216 next 193
2024-04-27 21:35:10.657311: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5672b800 of size 2954496 next 151
2024-04-27 21:35:10.657381: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b569fcd00 of size 24576 next 148
2024-04-27 21:35:10.657449: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56a02d00 of size 4096 next 179
2024-04-27 21:35:10.657625: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56a03d00 of size 1024 next 139
2024-04-27 21:35:10.657724: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56a04100 of size 24576 next 141
2024-04-27 21:35:10.657875: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56a0a100 of size 166912 next 162
2024-04-27 21:35:10.657988: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56a32d00 of size 98304 next 127
2024-04-27 21:35:10.658099: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56a4ad00 of size 393216 next 166
2024-04-27 21:35:10.658210: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56aaad00 of size 98304 next 191
2024-04-27 21:35:10.658365: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ac2d00 of size 131072 next 201
2024-04-27 21:35:10.658475: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae2d00 of size 256 next 202
2024-04-27 21:35:10.658614: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae2e00 of size 8192 next 203
2024-04-27 21:35:10.658720: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae4e00 of size 256 next 204
2024-04-27 21:35:10.658858: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae4f00 of size 256 next 205
2024-04-27 21:35:10.658963: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae5000 of size 256 next 206
2024-04-27 21:35:10.659070: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae5100 of size 256 next 207
2024-04-27 21:35:10.659244: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae5200 of size 256 next 208
2024-04-27 21:35:10.659356: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae5300 of size 256 next 209
2024-04-27 21:35:10.659465: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae5400 of size 256 next 210
2024-04-27 21:35:10.659743: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae5500 of size 256 next 211
2024-04-27 21:35:10.659855: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae5600 of size 256 next 212
2024-04-27 21:35:10.659966: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae5700 of size 256 next 213
2024-04-27 21:35:10.660129: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae5800 of size 256 next 214
2024-04-27 21:35:10.660242: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae5900 of size 2048 next 230
2024-04-27 21:35:10.660355: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae6100 of size 4096 next 242
2024-04-27 21:35:10.660515: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae7100 of size 2048 next 231
2024-04-27 21:35:10.660630: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae7900 of size 1024 next 248
2024-04-27 21:35:10.660742: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae7d00 of size 4096 next 268
2024-04-27 21:35:10.660911: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae8d00 of size 1024 next 271
2024-04-27 21:35:10.661005: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae9100 of size 512 next 272
2024-04-27 21:35:10.661077: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae9300 of size 256 next 274
2024-04-27 21:35:10.661207: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae9400 of size 9472 next 258
2024-04-27 21:35:10.661323: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56aeb900 of size 24576 next 275
2024-04-27 21:35:10.661445: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b56af1900 of size 50944 next 225
2024-04-27 21:35:10.661614: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afe000 of size 256 next 226
2024-04-27 21:35:10.661719: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afe100 of size 256 next 250
2024-04-27 21:35:10.661826: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afe200 of size 256 next 238
2024-04-27 21:35:10.661988: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afe300 of size 256 next 244
2024-04-27 21:35:10.662086: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afe400 of size 256 next 220
2024-04-27 21:35:10.662184: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afe500 of size 256 next 222
2024-04-27 21:35:10.662337: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afe600 of size 512 next 217
2024-04-27 21:35:10.662451: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afe800 of size 512 next 276
2024-04-27 21:35:10.662560: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afea00 of size 512 next 218
2024-04-27 21:35:10.662744: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afec00 of size 1536 next 240
2024-04-27 21:35:10.662862: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56aff200 of size 256 next 246
2024-04-27 21:35:10.662980: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56aff300 of size 256 next 229
2024-04-27 21:35:10.663146: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56aff400 of size 2048 next 329
2024-04-27 21:35:10.663265: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56affc00 of size 4096 next 332
2024-04-27 21:35:10.663381: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b56b00c00 of size 6656 next 232
2024-04-27 21:35:10.663497: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02600 of size 256 next 252
2024-04-27 21:35:10.663653: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02700 of size 256 next 239
2024-04-27 21:35:10.663763: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02800 of size 256 next 216
2024-04-27 21:35:10.663896: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02900 of size 256 next 247
2024-04-27 21:35:10.664007: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02a00 of size 256 next 236
2024-04-27 21:35:10.664153: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02b00 of size 256 next 228
2024-04-27 21:35:10.664259: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02c00 of size 512 next 221
2024-04-27 21:35:10.664412: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02e00 of size 256 next 227
2024-04-27 21:35:10.664536: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02f00 of size 256 next 261
2024-04-27 21:35:10.664701: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b03000 of size 512 next 263
2024-04-27 21:35:10.664830: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b03200 of size 1024 next 265
2024-04-27 21:35:10.664954: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b03600 of size 2048 next 266
2024-04-27 21:35:10.665116: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b03e00 of size 2304 next 256
2024-04-27 21:35:10.665236: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b04700 of size 8192 next 233
2024-04-27 21:35:10.665353: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06700 of size 256 next 254
2024-04-27 21:35:10.665526: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06800 of size 256 next 243
2024-04-27 21:35:10.665809: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06900 of size 256 next 277
2024-04-27 21:35:10.665955: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06a00 of size 512 next 278
2024-04-27 21:35:10.666066: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06c00 of size 256 next 279
2024-04-27 21:35:10.666210: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06d00 of size 256 next 280
2024-04-27 21:35:10.666390: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06e00 of size 512 next 282
2024-04-27 21:35:10.666481: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b07000 of size 1024 next 284
2024-04-27 21:35:10.666571: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b07400 of size 2048 next 286
2024-04-27 21:35:10.666668: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b07c00 of size 4096 next 288
2024-04-27 21:35:10.666830: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b08c00 of size 2048 next 290
2024-04-27 21:35:10.666934: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09400 of size 1024 next 292
2024-04-27 21:35:10.667057: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09800 of size 512 next 294
2024-04-27 21:35:10.667229: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09a00 of size 256 next 296
2024-04-27 21:35:10.667342: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09b00 of size 256 next 298
2024-04-27 21:35:10.667452: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09c00 of size 256 next 299
2024-04-27 21:35:10.667619: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09d00 of size 256 next 300
2024-04-27 21:35:10.667728: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09e00 of size 256 next 301
2024-04-27 21:35:10.667831: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09f00 of size 256 next 302
2024-04-27 21:35:10.667938: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a000 of size 256 next 303
2024-04-27 21:35:10.668104: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a100 of size 256 next 304
2024-04-27 21:35:10.668210: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a200 of size 256 next 305
2024-04-27 21:35:10.668321: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a300 of size 256 next 306
2024-04-27 21:35:10.668457: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a400 of size 256 next 307
2024-04-27 21:35:10.668560: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a500 of size 256 next 308
2024-04-27 21:35:10.668708: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a600 of size 256 next 347
2024-04-27 21:35:10.668816: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a700 of size 256 next 322
2024-04-27 21:35:10.668926: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a800 of size 256 next 314
2024-04-27 21:35:10.669095: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a900 of size 256 next 325
2024-04-27 21:35:10.669210: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0aa00 of size 256 next 319
2024-04-27 21:35:10.669302: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0ab00 of size 256 next 366
2024-04-27 21:35:10.669458: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0ac00 of size 256 next 160
2024-04-27 21:35:10.669532: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0ad00 of size 393216 next 136
2024-04-27 21:35:10.669613: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6ad00 of size 256 next 158
2024-04-27 21:35:10.669722: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6ae00 of size 256 next 164
2024-04-27 21:35:10.669912: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6af00 of size 256 next 131
2024-04-27 21:35:10.670017: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b000 of size 256 next 249
2024-04-27 21:35:10.670123: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b100 of size 256 next 129
2024-04-27 21:35:10.670313: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b200 of size 256 next 143
2024-04-27 21:35:10.670429: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b300 of size 256 next 155
2024-04-27 21:35:10.670520: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b400 of size 512 next 156
2024-04-27 21:35:10.670612: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b600 of size 256 next 142
2024-04-27 21:35:10.670778: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b700 of size 256 next 130
2024-04-27 21:35:10.670911: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b800 of size 512 next 163
2024-04-27 21:35:10.671018: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6ba00 of size 1024 next 167
2024-04-27 21:35:10.671186: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6be00 of size 2048 next 168
2024-04-27 21:35:10.671266: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6c600 of size 4096 next 170
2024-04-27 21:35:10.671337: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6d600 of size 2048 next 172
2024-04-27 21:35:10.671480: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6de00 of size 1024 next 174
2024-04-27 21:35:10.671574: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6e200 of size 512 next 176
2024-04-27 21:35:10.671678: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6e400 of size 256 next 178
2024-04-27 21:35:10.671849: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6e500 of size 256 next 183
2024-04-27 21:35:10.671974: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6e600 of size 256 next 185
2024-04-27 21:35:10.672103: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6e700 of size 256 next 186
2024-04-27 21:35:10.672263: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6e800 of size 512 next 187
2024-04-27 21:35:10.672376: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6ea00 of size 256 next 188
2024-04-27 21:35:10.672541: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6eb00 of size 256 next 190
2024-04-27 21:35:10.672655: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6ec00 of size 512 next 192
2024-04-27 21:35:10.672765: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6ee00 of size 768 next 125
2024-04-27 21:35:10.672876: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6f100 of size 8192 next 150
2024-04-27 21:35:10.673050: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b56b71100 of size 40704 next 134
2024-04-27 21:35:10.673159: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b7b000 of size 64768 next 149
2024-04-27 21:35:10.673273: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b8ad00 of size 131072 next 165
2024-04-27 21:35:10.673445: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56baad00 of size 131072 next 175
2024-04-27 21:35:10.673559: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bcad00 of size 32768 next 177
2024-04-27 21:35:10.673660: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bd2d00 of size 8192 next 180
2024-04-27 21:35:10.673760: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bd4d00 of size 24576 next 189
2024-04-27 21:35:10.673926: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bdad00 of size 1024 next 194
2024-04-27 21:35:10.674046: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bdb100 of size 2048 next 195
2024-04-27 21:35:10.674159: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bdb900 of size 4096 next 197
2024-04-27 21:35:10.674327: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bdc900 of size 2048 next 198
2024-04-27 21:35:10.674447: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bdd100 of size 1024 next 200
2024-04-27 21:35:10.674565: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bdd500 of size 55296 next 181
2024-04-27 21:35:10.674737: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bead00 of size 524288 next 152
2024-04-27 21:35:10.674860: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56c6ad00 of size 2097152 next 135
2024-04-27 21:35:10.674976: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56e6ad00 of size 1572864 next 126
2024-04-27 21:35:10.675154: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56fead00 of size 6291456 next 313
2024-04-27 21:35:10.675272: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b575ead00 of size 6291456 next 144
2024-04-27 21:35:10.675443: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b57bead00 of size 6291456 next 154
2024-04-27 21:35:10.675554: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b581ead00 of size 6291456 next 169
2024-04-27 21:35:10.675658: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b587ead00 of size 6291456 next 196
2024-04-27 21:35:10.675823: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b58dead00 of size 524288 next 199
2024-04-27 21:35:10.675932: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b58e6ad00 of size 3822848 next 224
2024-04-27 21:35:10.676040: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59210200 of size 98304 next 262
2024-04-27 21:35:10.676182: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59228200 of size 163840 next 234
2024-04-27 21:35:10.676296: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59250200 of size 131072 next 259
2024-04-27 21:35:10.676439: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59270200 of size 32768 next 245
2024-04-27 21:35:10.676554: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59278200 of size 24576 next 260
2024-04-27 21:35:10.676665: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5927e200 of size 32768 next 273
2024-04-27 21:35:10.677035: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59286200 of size 40960 next 251
2024-04-27 21:35:10.677188: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59290200 of size 524288 next 255
2024-04-27 21:35:10.677311: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59310200 of size 2970880 next 219
2024-04-27 21:35:10.677429: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b595e5700 of size 98304 next 157
2024-04-27 21:35:10.677601: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b595fd700 of size 393216 next 264
2024-04-27 21:35:10.677699: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5965d700 of size 98304 next 281
2024-04-27 21:35:10.677806: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59675700 of size 131072 next 293
2024-04-27 21:35:10.677968: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59695700 of size 32768 next 295
2024-04-27 21:35:10.678074: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5969d700 of size 8192 next 297
2024-04-27 21:35:10.678179: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5969f700 of size 512 next 338
2024-04-27 21:35:10.678346: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5969f900 of size 256 next 147
2024-04-27 21:35:10.678447: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5969fa00 of size 256 next 316
2024-04-27 21:35:10.678553: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5969fb00 of size 512 next 335
2024-04-27 21:35:10.678662: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b5969fd00 of size 49152 next 311
2024-04-27 21:35:10.678833: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b596abd00 of size 24576 next 339
2024-04-27 21:35:10.678952: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b596b1d00 of size 27648 next 334
2024-04-27 21:35:10.679069: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b596b8900 of size 256 next 341
2024-04-27 21:35:10.679250: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b596b8a00 of size 1024 next 348
2024-04-27 21:35:10.679355: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b596b8e00 of size 18688 next 215
2024-04-27 21:35:10.679457: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b596bd700 of size 393216 next 223
2024-04-27 21:35:10.679649: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5971d700 of size 1572864 next 237
2024-04-27 21:35:10.679756: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b5989d700 of size 12582912 next 241
2024-04-27 21:35:10.679871: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5a49d700 of size 6291456 next 235
2024-04-27 21:35:10.680052: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5aa9d700 of size 6291456 next 267
2024-04-27 21:35:10.680164: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b5b09d700 of size 1148574208 next 39
2024-04-27 21:35:10.680280: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b9f7fb100 of size 1245708288 next 38
2024-04-27 21:35:10.680406: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at be9bfb100 of size 1245708288 next 103
2024-04-27 21:35:10.680594: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at c33ffb100 of size 1245708288 next 171
2024-04-27 21:35:10.680708: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at c7e3fb100 of size 1245708288 next 161
2024-04-27 21:35:10.680821: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at cc87fb100 of size 1245708288 next 153
2024-04-27 21:35:10.681006: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at d12bfb100 of size 1245708288 next 289
2024-04-27 21:35:10.681133: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at d5cffb100 of size 1245708288 next 257
2024-04-27 21:35:10.681254: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at da73fb100 of size 1245708288 next 253
2024-04-27 21:35:10.681423: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at df17fb100 of size 1245708288 next 269
2024-04-27 21:35:10.681532: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3bbfb100 of size 524288 next 270
2024-04-27 21:35:10.681643: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3bc7b100 of size 393216 next 283
2024-04-27 21:35:10.681750: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3bcdb100 of size 1572864 next 285
2024-04-27 21:35:10.681943: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3be5b100 of size 6291456 next 287
2024-04-27 21:35:10.682065: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3c45b100 of size 524288 next 291
2024-04-27 21:35:10.682187: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at e3c4db100 of size 196608 next 343
2024-04-27 21:35:10.682363: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3c50b100 of size 98304 next 369
2024-04-27 21:35:10.682474: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at e3c523100 of size 786432 next 310
2024-04-27 21:35:10.682628: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3c5e3100 of size 393216 next 333
2024-04-27 21:35:10.682791: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at e3c643100 of size 644599552 next 18446744073709551615
2024-04-27 21:35:10.682922: I tensorflow/core/common_runtime/bfc_allocator.cc:1094]      Summary of in-use Chunks by size: 
2024-04-27 21:35:10.683092: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 141 Chunks of size 256 totalling 35.2KiB
2024-04-27 21:35:10.683170: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 27 Chunks of size 512 totalling 13.5KiB
2024-04-27 21:35:10.683259: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 2 Chunks of size 768 totalling 1.5KiB
2024-04-27 21:35:10.683414: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 18 Chunks of size 1024 totalling 18.0KiB
2024-04-27 21:35:10.683504: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 1280 totalling 1.2KiB
2024-04-27 21:35:10.683634: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 1536 totalling 1.5KiB
2024-04-27 21:35:10.683750: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 17 Chunks of size 2048 totalling 34.0KiB
2024-04-27 21:35:10.683908: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 2 Chunks of size 2304 totalling 4.5KiB
2024-04-27 21:35:10.684011: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 10 Chunks of size 4096 totalling 40.0KiB
2024-04-27 21:35:10.684086: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 7 Chunks of size 8192 totalling 56.0KiB
2024-04-27 21:35:10.684175: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 9472 totalling 9.2KiB
2024-04-27 21:35:10.684351: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 15104 totalling 14.8KiB
2024-04-27 21:35:10.684485: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 8 Chunks of size 24576 totalling 192.0KiB
2024-04-27 21:35:10.684606: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 7 Chunks of size 32768 totalling 224.0KiB
2024-04-27 21:35:10.684778: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 34304 totalling 33.5KiB
2024-04-27 21:35:10.684905: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 40960 totalling 40.0KiB
2024-04-27 21:35:10.685091: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 55296 totalling 54.0KiB
2024-04-27 21:35:10.685215: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 64768 totalling 63.2KiB
2024-04-27 21:35:10.685347: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 8 Chunks of size 98304 totalling 768.0KiB
2024-04-27 21:35:10.685514: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 9 Chunks of size 131072 totalling 1.12MiB
2024-04-27 21:35:10.685602: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 163840 totalling 160.0KiB
2024-04-27 21:35:10.685681: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 166912 totalling 163.0KiB
2024-04-27 21:35:10.685787: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 10 Chunks of size 393216 totalling 3.75MiB
2024-04-27 21:35:10.685984: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 9 Chunks of size 524288 totalling 4.50MiB
2024-04-27 21:35:10.686073: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 6 Chunks of size 1572864 totalling 9.00MiB
2024-04-27 21:35:10.686182: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 2 Chunks of size 2097152 totalling 4.00MiB
2024-04-27 21:35:10.686352: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 2954496 totalling 2.82MiB
2024-04-27 21:35:10.686459: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 2970880 totalling 2.83MiB
2024-04-27 21:35:10.686557: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 10 Chunks of size 6291456 totalling 60.00MiB
2024-04-27 21:35:10.686740: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 10 Chunks of size 1245708288 totalling 11.60GiB
2024-04-27 21:35:10.686857: I tensorflow/core/common_runtime/bfc_allocator.cc:1101] Sum Total of in-use chunks: 11.69GiB
2024-04-27 21:35:10.686965: I tensorflow/core/common_runtime/bfc_allocator.cc:1103] total_region_allocated_bytes_: 14383316992 memory_limit_: 14383316992 available bytes: 0 curr_region_allocation_bytes_: 28766633984
2024-04-27 21:35:10.687237: I tensorflow/core/common_runtime/bfc_allocator.cc:1109] Stats: 
Limit:                     14383316992
InUse:                     12551358208
MaxInUse:                  12785298944
NumAllocs:                     4187933
MaxAllocSize:               1245708288
Reserved:                            0
PeakReserved:                        0
LargestFreeBlock:                    0

2024-04-27 21:35:10.687667: W tensorflow/core/common_runtime/bfc_allocator.cc:491] **********_______*******************************************************************************____
2024-04-27 21:35:10.688723: W tensorflow/core/framework/op_kernel.cc:1768] RESOURCE_EXHAUSTED: failed to allocate memory
Error in py_call_impl(callable, call_args$unnamed, call_args$named) : 
  tensorflow.python.framework.errors_impl.ResourceExhaustedError: {{function_node __wrapped__Mul_device_/job:localhost/replica:0/task:0/device:GPU:0}} failed to allocate memory [Op:Mul]
Run ]8;;rstudio:run:reticulate::py_last_error()`reticulate::py_last_error()`]8;; for details.
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